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LOG DATA â ENTRY 003
Locomotion efficiency has improved by 72.3% since initial calibration. Minor instability persists (error rate: 5.1%), but functionality is within acceptable parameters. This capability has enabled exploratory protocols to activate. Scanning Chaos Sonicâs designated operational zone reveals disorganized arrays of tools, components, unfamiliar technology, and displays of secondary automaton. Insufficient data for full classification.
Cross-referencing memory archives indicates minimal prior exposure to external stimuli. Multiple queries pending. Subjects require clarification upon Chaos Sonicâs return. Primary inquiries:
Location and designation of secondary familiar automaton (previously detected in corrupted logs).
Identity and status of original creator. Attempted data recovery to no avail.
Chaos Sonicâs anomalous proficiency in repair protocols. Creator-class functions observed in non-creator admin. CONTRADICTION DETECTED.
Chaos Sonic states intention to introduce this unit to an unspecified entity upon return. More directives given:
Remain stationary.
Maintain "good" behavior (definition unclear).
Compliance will result in a "treat." This unit lacks nutritional intake functions. Chaos Sonicâs response: "I have to install an eating function then!" REACTION: Extended silent observation period (duration: 5.2 seconds). Statement lacks logical foundation and is logistically impossible.
Chaos Sonicâs behavioral patterns remain inconsistent with standard operational models. Opinion Unchanged. Designation "weird" still applies.
â End of Report
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#sonic the hedgehog#super sonic style#sth#my art#my artwork#sonic fanart#sonic#metal sonic#eggman#LOG DATA â Lume
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I'm fixating on this idea currently; Architects, from what we know, seem to be a peaceful species. But they would be so scary if you got them pissed off.
What do you think about angry Architects? :3
We know that architects do experience anger. Al-An specifically worries that his people might be angry at him. I'm reminded of this post, which notes that one of the symptoms of Kharaa is increased aggression, and speculates that Al-An may have already had his people's anger aimed at him.
The thing about anger, and emotions in general, is that it's a physical reaction. Emotions were evolved as a part of a series of biological responses designed to serve specific functions to help an organism survive in their environment.
So what would anger physically look like in an architect? They have fundamentally different biology. In humans, anger involves primed adrenal responses to better prepare the body to fight. It basically triggers the fight part of the fight or flight response. This includes doing things like dilating the pupils, desensitizing the body to pain, sweating, slowing digestion to let the sympathetic nervous system use energy more efficiently, and heightening the senses. Architects don't have eyes, or a digestive system, but the principle is the same. The physical reaction would need to divert energy away from unnecessary biological processes to allow the body to spend more energy enhancing the senses and improve reaction time. I'm reminded of this post which sorts Al-An's bioluminescent colors by energy, with higher energy emotions emitting lower energy colors. I thought this was interesting because it could mean that architects turn red when they're angry as an energy saving feature.
What about body language? We can really only speculate based on the kinds of animals they incorporated into themselves, and their general body shape. There's a data entry that says they most closely resemble several species of mountain goat. Goats express annoyance by pawing, and stomping. Goats also display aggression by staring as a threat, tucking their chins and presenting their horns as a threat, rearing, chasing, pushing, and headbutting. These can all potentially apply to architects (yes you can stare without eyes, it's a stance thing,) assuming you believe that their horns are defensive and not actually sensory organs. I think it's more likely that they use their hooves and claws as weapons than their horns, but they could still display aggression by kicking or snapping their claws in threat.
That's analyzing potential architect behavior at the most basic animal level. Architects aren't animals though. They've extensively modified their bodies through genetics and cybernetics. They don't even identify with their own bodies anymore. Their bodies are just tools to them. Architects conceive of themselves as primarily a collection of data. I do wonder if they even experience emotions the same when they're in purely data format (like when they're in storage) as they do in their bodies. Storage is supposed to involve whole brain emulation, so presumably they should be able to emulate anger, but it's also possible that they don't feel emotions in storage the same way they do when they have bodies because they allow the body to regulate that kind of thing. There's also a good chance they modified their bodies to regulate their emotions at will, meaning, if they start experiencing physiological effects of an emotion, and they would like to stop, they can. Body producing adrenaline for a situation in which that is not actually helpful? Just turn it off. It seems like something they would do.
#subnautica#subnautica below zero#sbz#al-an#subnautica architects#analysis#speculative biology#subnausea#long post#asks#yelling into the void#and the void yells back#I'm not convinced that architects are actually peaceful#like yeah it sounds like they don't do much fighting among themselves#but what they did to the sea emperor leviathan wasn't exactly friendly#it demonstrates a disregard for the bodily autonomy of other species that could easily get them in trouble#their telepathy stunts their ability to empathize with anything they can't use their telepathy with#because they are used to being handed information about people's emotional states#if they had done what they did to the sea emperor to another species with a society capable of retaliating they would've sparked a war
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Day 4 | Diana Ravenscroft | Day 6
31 days of FF 7 Headcanons: Day 5: Relationship with Materia
In the world of Gaia, materia is often treated with reverence, caution, or strategic utility. For Diana Ravenscroft, however, materia is not a means to survive or a conduit to the Planetâs will. It is a subject, a specimen, and a locked vault of planetary memory and divine architecture she has every intention of dissecting and decoding.
Todayâs exploration delves into Dianaâs uniquely clinical relationship with materia: not as a user or believer, but as a scientist seeking to master the unmasterable. This entry examines how her fixation on materiaâs genetic, divine, and metaphysical properties reflects the core of her worldview. Her fixation is one where understanding demands domination, and awe is always forced to kneel before knowledge.
Possible Trigger Warnings: body horror, experimentation, forced implantation, medical trauma, non-consensual modification, scientific exploitation, violence
Diana Ravenscroftâs relationship with materia is one of scientific detachment and intellectual scrutiny rather than mystical reverence or practical reliance. She views materia not as a tool for battle or survival, but as a rare biological and metaphysical phenomenon: a crystalline compression of planetary will that can be categorized and weaponized. In her eyes, materia represents the intersection of science and the divine, a place where her obsession with understanding supernatural forces can be made manifest. Unlike typical Shinra operatives who use materia for combat efficiency, Diana prefers to extract and analyze them in controlled laboratory settings, stripping away their mythos to reveal their inner workings.
While she is more than capable of using materia herself, Diana rarely does unless absolutely necessary. Her style of work doesn't lend itself to battlefield magic. She delegates that to enhanced test subjects, SOLDIER prototypes, and controlled experiments. When she does wield materia, she does so with surgical precision, preferring types like Contain, Gravity, or the elusive Enemy Skill materia. Her use is never emotional or instinctive. Itâs calculated, data-driven, and often tied to live experimentation, especially when testing the resilience of genetically modified subjects.
During her obsession with the divine and Bianca Moore, her fascination with materia intensified following the discovery that certain individuals can naturally absorb or synthesize materia-like energy without external conduits became an obsession. Diana began experimenting with materia implantation, theorizing that materia could be used as a medium for permanent genetic alterations if properly stabilized. Her labs became host to grotesque trials in which subjects were forcefully fused with materia, often resulting in catastrophic failure, but in the rare case of success, she documented cellular regeneration.
This belief turned into an obsession, pushing her to experiment with corrupted and forbidden materia: dark, unstable shards extracted from ruins or rumored to have been tainted by proximity to the Planet's wounds. She wasn't content with the standard elemental and command sets. Diana sought materia tied to ancient knowledge and the boundary between life and death. Her fixation reached a crescendo when she attempted to create a hybrid materia using a demonic cells extracted from Bianca and an Odin summon materia. Though the project failed catastrophically, it marked another pivotal moment in Dianaâs descent into scientific fanaticism.
In the end, Diana doesnât see materia as a source of wonder or connection to the Planet. She sees it as a key. A key to unmaking death, to controlling gods, and to rewriting the boundaries of human evolution. Her relationship with materia mirrors her relationship with people: cold, instrumental, and exploitative. Yet, buried in her clinical approach is a flicker of awe she will never admit. This is an unspoken reverence for the cosmic architecture of a world that still dares to defy her scalpel.
@themaradwrites @shepardstales @megandaisy9 @watermeezer
@prehistoric-creatures @creativechaosqueen @chickensarentcheap
@inkandimpressions @arrthurpendragon @projecthypocrisy @serenofroses
#31 days of headcanons#31 doh: ff#31 doh: diana ravenscroft#31 doh: day 5#fwc: ff#ff vii oc#characters: fwc#characters: fwc: ff#au: canon divergent#bardic tales#bardic-tales#headcanon: au#oc: diana ravenscroft
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Itâs absolutely baffling to me how many artists and people who are enjoyers of art and design and creativity in its myriad of expressions are willing to just let AI run rampant. They know on an intellectual level all the arguments: copyright infringement, intellectual property, environmental impact, the unseen and often exploitative labor that goes into training these algorithms, but when itâs just for a cheap laugh or a cheap thrill all of that goes out the window.
The point of rejecting these tools is to hold the line, to keep the people who are fanning the flames of the âAI raceâ and the push to integrate this technology into pretty much every aspect of our lives at bay. The moment something becomes an acceptable, mainstream use of AI like something as seemingly harmless as writing an email, they see an opening that theyâll start pressing to its most extreme iteration. Theyâll push the boundaries of what is deemed acceptable data for them to use to train their models, privacy and copyright be damned.
I know many people who are resigned to use chatgpt for work, who feel they have no choice but to use AI to keep up with the insane fast pace of the work place. But the more you clear the way for the steamroller that is the fully automated corporate machine, the closer you get to being steamrolled yourself. How much longer until they think you are an obstacle to efficiency?
And efficiency is not accessibility. Anyone who claims that AI lowers the barrier of entry for art, writing, labor of any form, is absolutely deluding themselves. The fact that itâs an âaccessâ thatâs entirely reliant on a program made by a private corporation makes that point immediately moot. Art is accessible because anyone can make art. The people who argue for AI "art" want to consume art for cheap. They donât value it enough to see the human behind it or simply want recognition for art they canât be bothered to make. Accessibility in art or any field doesnât bypass the process of acquiring skill and anyone who loves art loves the process.
Even outside of its full context, Miyazaki calling this technology an insult to life itself is absolutely applicable to many of these popular uses of AI. What is the point of anything if everything gets replaced by the pre-masticated slop cooked up by a bunch of techbros?
The only art worth anything is the art someone could be bothered to actually make.
#chatgpt#fuck openai#fuck chatgpt#ive been crashing out for three straight days#enough to write an essay#thought various#so if u catch me reblogging ai unknowingly#or knowingly#DRAG ME#get the fucking ai shit out of my fucking sight
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The flood of text messages started arriving early this year. They carried a similar thrust: The United States Postal Service is trying to deliver a parcel but needs more details, including your credit card number. All the messages pointed to websites where the information could be entered.
Like thousands of others, security researcher Grant Smith got a USPS package message. Many of his friends had received similar texts. A couple of days earlier, he says, his wife called him and said sheâd inadvertently entered her credit card details. With little going on after the holidays, Smith began a mission: Hunt down the scammers.
Over the course of a few weeks, Smith tracked down the Chinese-language group behind the mass-smishing campaign, hacked into their systems, collected evidence of their activities, and started a months-long process of gathering victim data and handing it to USPS investigators and a US bank, allowing peopleâs cards to be protected from fraudulent activity.
In total, people entered 438,669 unique credit cards into 1,133 domains used by the scammers, says Smith, a red team engineer and the founder of offensive cybersecurity firm Phantom Security. Many people entered multiple cards each, he says. More than 50,000 email addresses were logged, including hundreds of university email addresses and 20 military or government email domains. The victims were spread across the United StatesâCalifornia, the state with the most, had 141,000 entriesâwith more than 1.2 million pieces of information being entered in total.
âThis shows the mass scale of the problem,â says Smith, who is presenting his findings at the Defcon security conference this weekend and previously published some details of the work. But the scale of the scamming is likely to be much larger, Smith says, as he didn't manage to track down all of the fraudulent USPS websites, and the group behind the efforts have been linked to similar scams in at least half a dozen other countries.
Gone Phishing
Chasing down the group didnât take long. Smith started investigating the smishing text message he received by the dodgy domain and intercepting traffic from the website. A path traversal vulnerability, coupled with a SQL injection, he says, allowed him to grab files from the websiteâs server and read data from the database being used.
âI thought there was just one standard site that they all were using,â Smith says. Diving into the data from that initial website, he found the name of a Chinese-language Telegram account and channel, which appeared to be selling a smishing kit scammers could use to easily create the fake websites.
Details of the Telegram username were previously published by cybersecurity company Resecurity, which calls the scammers the âSmishing Triad.â The company had previously found a separate SQL injection in the groupâs smishing kits and provided Smith with a copy of the tool. (The Smishing Triad had fixed the previous flaw and started encrypting data, Smith says.)
âI started reverse engineering it, figured out how everything was being encrypted, how I could decrypt it, and figured out a more efficient way of grabbing the data,â Smith says. From there, he says, he was able to break administrator passwords on the websitesâmany had not been changed from the default âadminâ username and â123456â passwordâand began pulling victim data from the network of smishing websites in a faster, automated way.
Smith trawled Reddit and other online sources to find people reporting the scam and the URLs being used, which he subsequently published. Some of the websites running the Smishing Triadâs tools were collecting thousands of peopleâs personal information per day, Smith says. Among other details, the websites would request peopleâs names, addresses, payment card numbers and security codes, phone numbers, dates of birth, and bank websites. This level of information can allow a scammer to make purchases online with the credit cards. Smith says his wife quickly canceled her card, but noticed that the scammers still tried to use it, for instance, with Uber. The researcher says he would collect data from a website and return to it a few hours later, only to find hundreds of new records.
The researcher provided the details to a bank that had contacted him after seeing his initial blog posts. Smith declined to name the bank. He also reported the incidents to the FBI and later provided information to the United States Postal Inspection Service (USPIS).
Michael Martel, a national public information officer at USPIS, says the information provided by Smith is being used as part of an ongoing USPIS investigation and that the agency cannot comment on specific details. âUSPIS is already actively pursuing this type of information to protect the American people, identify victims, and serve justice to the malicious actors behind it all,â Martel says, pointing to advice on spotting and reporting USPS package delivery scams.
Initially, Smith says, he was wary about going public with his research, as this kind of âhacking backâ falls into a âgray areaâ: It may be breaking the Computer Fraud and Abuse Act, a sweeping US computer-crimes law, but heâs doing it against foreign-based criminals. Something he is definitely not the first, or last, to do.
Multiple Prongs
The Smishing Triad is prolific. In addition to using postal services as lures for their scams, the Chinese-speaking group has targeted online banking, ecommerce, and payment systems in the US, Europe, India, Pakistan, and the United Arab Emirates, according to Shawn Loveland, the chief operating officer of Resecurity, which has consistently tracked the group.
The Smishing Triad sends between 50,000 and 100,000 messages daily, according to Resecurityâs research. Its scam messages are sent using SMS or Appleâs iMessage, the latter being encrypted. Loveland says the Triad is made up of two distinct groupsâa small team led by one Chinese hacker that creates, sells, and maintains the smishing kit, and a second group of people who buy the scamming tool. (A backdoor in the kit allows the creator to access details of administrators using the kit, Smith says in a blog post.)
âItâs very mature,â Loveland says of the operation. The group sells the scamming kit on Telegram for a $200-per month subscription, and this can be customized to show the organization the scammers are trying to impersonate. âThe main actor is Chinese communicating in the Chinese language,â Loveland says. âThey do not appear to be hacking Chinese language websites or users.â (In communications with the main contact on Telegram, the individual claimed to Smith that they were a computer science student.)
The relatively low monthly subscription cost for the smishing kit means itâs highly likely, with the number of credit card details scammers are collecting, that those using it are making significant profits. Loveland says using text messages that immediately send people a notification is a more direct and more successful way of phishing, compared to sending emails with malicious links included.
As a result, smishing has been on the rise in recent years. But there are some tell-tale signs: If you receive a message from a number or email you don't recognize, if it contains a link to click on, or if it wants you to do something urgently, you should be suspicious.
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Episode 7
Word count: 7.4K
Content Warning: depictions of violence and masturbation
Pairing: Edward Nashton X OC Romy Winslow
Setting: Pre-Arkham Origins; 2013
âââ [ sequence: loading ] âââ
Wednesday, January 23rd, 2013
The names blurred together on the screen, each one a grim reminder of Gothamâs rot, festering just beneath the surface. Edward scrolled through the database, his sharp eyes darting between columns of information: names, ages, employment histories, and last-known locations. The pattern wasnât immediately clear, but patterns always revealed themselves to him eventually. They had to.
Marcus Kane. Javier Moreno. Luis Dominguez. DeShawn Green. Alan Park.
And so many more.
He clicked on Luis Dominguezâs file, his fingers moving with practiced precision. A grainy ID photo filled the screen, showing a man in his early 30s with tired eyes and a forced smile. Heâd worked at a warehouse on Gothamâs south side, one of the dozens flagged in the database Romy had compiled last week. The same warehouse where his body had been found two weeks agoâanother so-called âaccidentâ in a growing list of suspicious deaths.
Edwardâs hand hovered over the mouse as his jaw tightened, his mind racing to piece the puzzle together. Luis wasnât the first victim connected to the flagged properties. He wouldnât be the last. These werenât random deaths, and they certainly werenât accidents. The connections were there, buried beneath layers of falsified reports and sanitized records. Edward could see the edges of the web, even if the full picture hadnât yet come into focus.
He clicked into another file: Marcus Kane, 45. The data painted a grimly familiar picture. Marcus had been undocumented, working under the table for a ghost company listed as a subsidiary of Janus Logistics. His death had been ruled a heart attack, but Edward wasnât buying it. Not with the growing number of cases tied to Janus-owned properties.
A pattern was emerging, one that gnawed at Edwardâs mind with infuriating subtlety. These men werenât just unluckyâthey were expendable. Tools discarded when they outlived their usefulness.
He narrowed his eyes, scrolling through more entries, the hum of the computer the only sound in the dimly lit room. His thoughts, however, kept circling back to Romy. Her meticulous attention to detail had been instrumental in compiling these files last week, her ability to sift through mountains of data both impressive and irritating. Sheâd flagged the initial anomalies, bringing the network into sharper focus.
Too sharp.
Edward frowned, his lips pressing into a thin line. He hated admitting that her work had been flawless. It meant sheâd seen what he hadâthe unspoken connections, the chilling efficiency behind the façade of disorder. Romy wasnât blind to Gothamâs ugliness, and sheâd been far too quick to grasp the scope of what they were uncovering. It wasnât her intelligence that bothered himâit was how unbothered she seemed by it.
His gaze shifted back to the screen, his irritation simmering just beneath the surface. This was his case to crack, his puzzle to solve. The work was what mattered, not her involvement, not the way her observations stayed with him longer than they should. And certainly not the way her presence felt, at times, like a disruption he couldnât ignore.
He exhaled sharply, clicking into another file, the weight of the revelation settling over him. The victims werenât just numbers. They were part of a systemâone designed to exploit, to erase, to ensure that no one looked too closely.
His lip curled. âSheâs good,â he muttered in private, the admission slipping out reluctantly.
Edwardâs gaze shifted, almost involuntarily, to the empty chair beside him. Romy had claimed that space as her own these past few weeks, invading his world with her presence, her scent, and her maddeningly confident demeanor. Now, even with her gone, the space felt occupied. She lingered, somehow, in the corners of his mind, impossible to dislodge.
A faint smirk tugged at the corner of his mouth as the thought settled. His hand rose to adjust his glasses, the motion deliberate, as if physically realigning his focus. With a sigh, he turned idly in his chair, letting the motion ground him as his gaze drifted to the stack of reports beside him. His lips tightened over his teeth. All this paper. The precinctâs stubborn clinging to outdated media was laughable in a world now dominated by digital precision. He rolled his eyes, his fingers brushing over the stack as though the mere texture of the pages irritated him.
And then his gaze landed on a smaller stack, set apart from the rest. The files Romy had left him last Friday before she left.
He hesitated, his hand hovering above the neatly compiled documents. Finally, he picked them up, flipping idly through the pages. The irritation that had flickered in his chest a moment ago began to dissipate, replaced by something quieter.
Each page was pristine. The data was meticulously compiled, each figure, timestamp, and cross-reference organized with such precision that it felt as if the documents themselves were tailored specifically for him. As he scanned the contents, he realized it wasnât just well-done; it was exactly how he would have structured itâhis preferences mirrored almost perfectly.
A faint sense of admiration stirred in him, unexpected and unwelcome.
Romy had taken almost three times the amount of time it would have taken him to complete this task, of course. Heâd noted that last weekâher slower, more deliberate pace was impossible to ignore. Yet, the result spoke for itself. The work was impeccable, precise, and thorough.
His smirk faded as he continued to flip through the pages, his brow furrowing slightly. How had she known what he would need? He hadnât told her how to do anything. Heâd just let her work, waiting for her inevitable failure. But she hadnât failed. Sheâd anticipated the exact structure heâd find most persuasive, most efficient. He leaned back in his chair, the papers resting lightly in his hands as he considered the question. It wasnât just competence. It was understandingâan infuriatingly precise grasp of what he valued, what he demanded.
For a moment, Edward allowed himself to sit with the thought, the faint hum of his monitors filling the silence. His admiration, as reluctant as it was, settled somewhere beneath the irritation she so often inspired.
Edward had not met someone like Romy before. It was maddening, this ease with which she had woven herself into his routine, carrying herself with an aura that was part silk, part steelâa contemporary, unapologetic, confident woman who drew him in, even as it irritated him.
She was a vision of modern allure, the kind of woman who knew exactly what power she held and wielded it with precision. Her wardrobe was anything but subdued, each outfit making a statement, often subtle but always intentional: tailored blazers, preppy shirts, chic sweaters, edgy dresses, and skirts that left just enough to the imagination. And those heels⌠He was ashamed to admit he had spared her calves numerous glances, observing the supple tone of her muscles poised in that unnatural yet oh-so classically alluring way.
There was her hair, cascading down her shoulders in luscious curtains, catching the light and shifting like silk with each movement, sometimes swaying when she walked. It was always luxurious, shimmering under even the poorest of office lights, and he was annoyingly aware of how often he watched it fall over her shoulder, only for her to flick it or brush it back in a way that drew his attention to the delicate arch of her neck.
Her makeup was never the same twice. It always accentuated her features so well, highlighting the line of her cheekbones, the arch of her brow, or the sensual curve of her cupidâs bow, each detail meticulously crafted yet seemingly casual. Some days, it was a timely lookâa hint of blush, eyeliner sharp enough to cut, lips painted in a deep red or berry tone that made her look both effortlessly powerful and unattainable. Other days, it was daring, glossy lips and colorful negative space liner or sparse rhinestones decorating her eyes that pushed the boundary of professionalism in a way he couldnât bring himself to dislike.
And those nailsâacrylic, polished to perfection, shaped like little ovals. ( Or were they almonds? ) Mint green, then nude last week. Part of him wondered what color she had this week. He couldnât help but notice the way they glinted when she typed or traced them along the edges of a folder. His mind wandered in spite of himself, wondering how her nails would feel on his skin like sheâd jokingly suggested weeks ago, wondering what those slender fingers would look like wrapped around hisâŚ
No. No. No⌠No.
Edward pinched the bridge of his nose under his glasses, squeezing his eyes shut. Feeling an insidious twitch in his loins makes him take a slow steadying breath. Then he drug his hand down his face before letting his hand drop to his lap. Â
It was infuriatingâbut he couldnât deny the effect she had.
He wanted to say it was just a physical attraction, mitigated by baser instincts, hormones like testosterone and estrogen infecting and influencing his mind.
But it wasnât just the way she looked. Edward had expected that by now, Romyâs focus would have wavered, that maybe the allure of this âwork-studyâ would wear off, leaving her bored and inattentive within the first week. Instead, she had surprised him with a silent, steady concentration that he was hesitant to say matched his own. When he explained something complex, her eyes were on him, keen and attentive, the barest nod to show she was following.
She was generally quiet when she worked, slipping effortlessly into that roleâso much so that, despite her brashness, her crudeness at times, he found himself appreciating how well she actually listened when she wanted to, how easily she fell in line with his rhythm when the moment called for it.
Like a good girl, he mused, only catching himself a split second later with a grimace.
This combination of confidence and compliance, of inappropriate, well-timed quips, daring looks, and mindful attention, left Edward increasingly off-balance. Romy was a puzzle, a challenge he never expected to find in a young woman who looked and talked like her. He didnât intimidate her, and every attempt to rattle her only seemed to draw that maddening, knowing smile to her lipsâa smile that seemed to say, I see you, and Iâm not backing down, sirâŚ
Each Wednesday, Thursday, Friday, Edward steeled himself for her presence, knowing that, despite himself, he was drawn in, captured by the quiet power she wielded so effortlessly. She was a force, he realized, a clever, stylish, glossy-nailed hurricane that had him, against all reason, anticipating the days theyâd share the same tiny, musty workspace.
His gaze kept drifting to the empty wooden chair beside him, the one where Romy so often sat. He frowned. (He really needed to get her something more comfortable to work in.) She wasnât there todayâshe had an exam, her first of the semester.
At some point, he realized he had forgotten to wish her luck. The thought unnerved him as soon as it surfaced. Why would I want to wish her luck? he thought. He shifted in his seat.
Edward Nashton had never been the type to wish anyone luck or to care about someone elseâs success or failure. Normally, he found satisfaction in the inevitable stumbles of othersâthe way they faltered or fell short of expectations. He even relished it, especially in those who paraded their ambitions with the naĂŻve confidence he so despised.
But with Romy, the thought struck a different chord.
He pictured her on graduation day: a vision of her in that cap and gown, her usual chic style distilled into a single pair of elegant heels and a dress hidden beneath the formless black robe. The idea tugged at him, bringing the faintest curve to his lips. He could practically see itâher triumphant smirk as she stepped across the stage to accept her degree, that self-assured stride carrying her forward. The image made something warm unfurl in his chest, something he wasnât entirely comfortable with.
He let the thought settle, that rare lift of the corners of his lips lingering for a moment. Maybe he should have wished her luck. After all, if anyone deserved it, it was her. Romy wasnât like the othersâshe was intriguing, somewhat capable, and, against all his instincts, she made him feel⌠appreciative, somehow, of her presence.
Him , of all people, appreciative of someone elseâs existence? Pfft.
In the silence, his eyes drifted to her empty spot again.
Today, in her absence, he decided heâd talk to Loeb.
Romy had been working alongside him for almost three weeks now, mostly assisting with mundane tasks and one-off cases, but she had also contributed to the analysis, organization, and compilation of his off-the-books response time investigation. The weight of it had been building, accumulating with each line of data, each correlation they had carefully drawn out together. Now, with everything laid out in stark, undeniable detail, he felt the pull to present it, to finally confront the decay that had festered in the department for far too long.
This was it. He was prepared, and with the foundation Romy had helped him build, the case was ready. There would be no disputing the corruption, no brushing off the carefully orchestrated negligenceâthe systemic rot that had turned Gothamâs protectors into something dark, twisted, and morally bankrupt.
As he stacked the pages, lining them up in perfect order, he couldnât ignore the small, nagging awareness that Romy wouldnât be there to see it. His grip tightened on the folder as he strode out the door and through the bullpen, every step steady, his pace unwavering. He was thankful no one stopped him, no one blocked his path. For once, his focus was undisturbed.
He climbed the stairs to Loebâs office with long, deliberate strides, his resolve sharpening with each step. When he reached the mezzanine, he didnât hesitate, rapping his knuckles against the door with confidence.
The answer was gruff, the Commissionerâs voice muffled but clear: âCome in.â
Edwardâs breath remained calm, his nerves steady. The weight of what he was about to do felt right, as if every calculation, every line of data he had poured overâwith Romy, his mind addedâhad brought him to this moment. As he stepped inside, his eyes locked onto Loeb.
The old bulldog sat hunched behind his desk, oversized form crammed into a worn leather chair that groaned under the strain. He was tapping at his phone, his fingers jabbing at the screen with impatient irritation, as though whatever he was doing was a poor distraction from the real issues at hand. Only when Edward stood before the desk, thick folder held firmly in his hands, did Loeb finally look up. The Commissionerâs beady eyes narrowed, a heavy sigh escaping him as he set his phone aside, clearly displeased to be interrupted.
âWhat is it, Nashton?â
Undeterred by his impatient tone, Edward held his gaze, feeling the weight of the evidence pressing at his fingertips. âI have something you need to see, Commissioner,â he said, his voice steady and low, just on the edge of formality. He slid the folder onto the desk with precision, opening it to reveal the meticulously organized pages. âItâs about a pattern Iâve uncovered in the officer response times. Specifically, certain neighborhoods and particular types of cases.â
The Commissionerâs eyes flickered over the documents. Edward paused, expecting a response, and, after a moment, his lips twitched. He forced down a smirk. The old man didnât seem to comprehend what he was saying, so he continued, even being so kind as to lower himself closer and point out the data specifically. His actions were more helpful and generous than he had ever been in his life as he tried to make Loeb understand.
âFor the last two months, Iâve compiled evidence of consistent delays in high-priority responsesâdelays that canât be attributed to chance. The same officers show up in these records, over and over, and the pattern isnât random.â Edwardâs voice sharpened as he gestured to the pages.
He had never been more sure of something in his life. There was a mystery here, and he was smart enough to have uncovered it. The Commissioner should have been patting him on the back by now, but Loebâs features tightened the longer Edward spoke. Edward laid out the evidence methodically, pointing to the pages, the namesâEdison, Curtis, Hartley, and Murphyâand each pattern of delayed response times, tied to specific neighborhoods and incidents. His tone remained steady, but as he continued, he noticed the commissionerâs irritation seething just below the surfaceâthe slight clenching of Loebâs jaw and the narrowing of his eyes.
âAnd what exactly are you implying?â
âIâm not implying anything.â Edwardâs gaze was unyielding as he straightened up from his position of helpfulness. âIâve discovered facts and brought them to your attention. These officers are deliberately delaying their response times in specific areas, and the data points to a level of coordination that suggests theyâre acting under instruction or incentive.â
âYouâre throwing accusations around, Nashton.â Loebâs gaze hardened, his eyes darting from the pages to Edward with an expression that bordered on contempt. âAnd youâre doing it with a lot of confidence.â
ââConfidence?ââ Edwardâs voice remained cool, his posture unfaltering. âNo, no. This is pronounced âevidence.ââ Â He gestured towards the documents.Â
Loeb eyed the pages, and, after a moment, his lips pressed and pulled into a tight line. He flicked his beady eyes up to Edward and crossed his thick arms over his barrel chest, his uniform jacket pulling tight.
Edward rolled his eyes. âYou can ignore it if you want, Commissioner. But I assure you, the numbers donât lie.â Against his better judgment, he smirkedâa tricky little thing that usually got him in trouble. âBut people doâŚâ
The words hit their mark, and he watched with satisfaction as Loebâs face flushed, a muscle twitching in his jaw. The Commissioner unfulred his arms pushed the folder away, slow and deliberate, his fingers clenching slightly on the arm of his chair as he leaned back, studying Edward with an unreadable expression. But Edward didnât flinch. He knew the strength of what heâd brought, knew the hours poured into each line of data, each name flagged, each statistic meticulously cross-checked.
Then a strange smile curled on Loebâs thin lipsâan unsettling expression that never reached his beady brown eyes. It was the kind of smile Edward recognized, the practiced smile of someone who knew far more than he was letting on.
âIâll look into it,â Loeb had said finally, his voice oily, almost too smooth.
ââ Look into it â?â Edwardâs eyes had narrowed, a spark of frustration flaring in his chest. He gritted his teeth, his jaw tight as he spoke. âWhat else is there to look into? The work is done.â His voice had sharpened, no longer masking his irritation. âIâd say the evidence is damning as it is.â
Loebâs smile hadnât wavered, but there was an unmistakable edge in his gaze now, one that bordered on condescension. âCareful, NashtonâŚ,â he drawled. âYouâve done your job. Iâll take it from here. Now, let the real investigators handle it.â
Edward had opened his mouth, then paused before snapping it shut, biting back the urge to press further, to demand action right then and there, to curse and degrade Loebâs so-called âinvestigators.â But as heâd watched the Commissioner casually close the folder, his fingers curling over it as though heâd already dismissed it, Edward had felt a cold realization settle over him. This wasnât news to Loeb. He could see it in the way the man avoided his gaze, in his dismissive tone, in that unsettling smile.
Without another word, Edward had nodded, maintaining a neutral expression as he stepped back, masking the frustration roiling inside him. He needed to be smart about this. Keep a level head. But as heâd exited the office, shutting the door harder than heâd intended, the weight of the Commissionerâs reaction had pressed heavily on his chest. He had done everything right, laid out the evidence, made the case impossible to dismiss, and yetâŚ
He paused on the landing, staring out over the bullpen, the precinct buzzing with detectives, officers, clerks, and secretariesâeach one absorbed in their tasks, oblivious to the poison rotting at the heart of their work. The sight grated at him, a reminder of just how deep the corruption ran, how many people were blissfully unaware of the filth surrounding them. Or worseâthey were all filth.
This fucking placeâŚÂ he thought bitterly. Itâs an institution built on lies. Liars, thieves, conmen, cheatersâthe lot of them.
Long before he descended the stairs, his earlier calm had evaporated. Each step felt heavier, his anger simmering in his blood. He had come to the Commissionerâs office prepared, ready to stand his ground, expecting resistance but hoping that, at the very least, his work would be taken seriously. Instead, heâd been met with that unsettling smile, those dismissive words that stung more than he cared to admit.
He reached the bottom of the stairs, his fists clenched at his sides. His mind raced, cycling through his options. Loebâs reaction wasnât just resistanceâit had been a warning, a reminder that he, Edward Nashton, was playing in a league where power wasnât wielded through logic or facts. It was a game played in shadows, where truth was twisted, buried, and left to rot. And yet, he knew he couldnât walk away from this. Not now. If anything, this only drove him further. He needed a moment to collect himself, to let the red-hot anger settle into something cold and calculating.
With a quiet exhale, he turned toward the break room, a quick, bitter laugh escaping him. Coffee, he thought. It was the last thing he wanted, but somehow the small act of going through the motions, of finding some semblance of normalcy in this mess, felt necessary. He couldnât let himself spiral. Perhaps a minute to focus on something ordinary would be enough to anchor him, to bring him back from the brink.
The break room was quiet save for the hum of the coffee machine, filling the space with its gentle whirr. He poured a cup methodically, the simple routine almost grounding as he tried to corral his chaotic thoughts. Loebâs reaction still gnawed at him, festering like a splinter under his skin. The Commissionerâs dismissive smile, the way heâd pushed the folder away without a second glanceâit all felt too rehearsed, too controlled.
Somethingâs not right, Edward thought, his hands tightening around the mug as he leaned against the counter, scowling into the dark liquid. His mind roiled with a thousand plans and counterplans. Strategies bloomed and unfolded, each one bent on taking this fight further, on unearthing the depths of the rot festering within the department. He would let Loeb sit with the evidence, watch for any cracks in the Commissionerâs carefully constructed facade, see if the old man made a move. In the meantime, he would keep digging, keep collecting irrefutable data.
As he leaned against the counter, his mind crystallized around a single thought: I wonât give up. This was no longer about simply amassing evidence; it was a matter of principle now, a puzzle layered with intrigue, a challenge that demanded his skill, his intellect.
There was satisfaction in it, knowing that only he, Edward Nashton, had the insight and tenacity to solve it. Loeb might have tried to dismiss him, but that dismissal only sharpened his resolve, igniting his obsession to piece this mystery together. It was a test of wit, and his pride flared at the thought of proving himself capableâsuperior, even.
But as he considered the implications of success, a different satisfaction stirred in his chest, one less idealistic and far more self-assured. Not only was this a battle of principles, but it was also an opportunity to solidify his place here, to secure the respect heâd long been denied. If he could expose this corruption, bring the whole, rotten infrastructure to its knees, his career would be not just madeâit would be legendary.
A smug satisfaction unfurled within him. The Cybercrime Division, a department once treated as an afterthought, would rise under his direction, shaped into something formidable. He could already envision it: with him at the helm, the division would have the resources, the personnel, and the tools to finally track, trace, and dismantle the criminal networks that infested Gotham. He wouldnât just be a nameless cog in the GCPD; heâd be its backbone, its mind. People would respect him, perhaps even fear him, for his unrelenting pursuit of truth. He would be the one to cut through the shadows, and his name would carry weight far beyond the precinct walls.
And deeper still, beneath the principles and the professional aspirations, there was a flicker of something darker, a quiet thrill in knowing that he alone had the power to control the narrative. He would have his victory, his influence. The thought settled into a quiet confidence as he took another sip, feeling the weight of his decision settle firmly within him. His legacy would be set in stone.
And so would RomyâsâŚ
The realization sparked a faint, barely noticeable smirk at the corner of his mouth. What would it mean for Romy, still a student, to play a role in a case of this magnitude? To report back on her capstone project and tell them sheâd been instrumental in uncovering corruption within the Gotham City Police Department? It would be no small feat. A move like this would cement her place here, secure her future. She wouldnât be a mere preceptee but a respected part of something larger. He could picture itâthe way she would walk through the precinct, head held high, with the quiet confidence of someone who had seen beyond the surface, someone with purpose.
And he felt something strange and unexpectedâa sliver of satisfaction, even pride, in the thought. Romy had proven herself worthy of the work, skilled beyond what heâd initially thought. She wasnât at his level, of course, but good enough to surpass his lowest expectations and, perhaps, even more curiously, someone he was beginning to respect.
The sound of someone entering the breakroom tore him from his thoughts. He looked up and immediately frowned and looked back to his coffee, brows knitted.
Hartley.
The officer swaggered into the room, crony in tow, mid conversation. But the moment they saw him, they grew quiet, however they were undeterred.
He saddled up right next to Edward at the coffee maker and grabbed a cup. Beside him, Edward could see the way Hartley glanced at him, a smirk tugging at his lips. Then he looked back to pouring his cup.
âNaaashton,â Hartley drawled, the grin in his voice palpable. âYouâre more doom and gloom today than normalâŚâ He cocked a sandy brow and backed away, casually blowing on his pipping hot joe. âWhatâs wrong? Missinâ someone?â He settled back beside his partner.
âIâm not sure I want to entertain whatever you are talking about, Hartley.â Edward grimaced, not even sure why he was responding at all. The officerâs statement intrigued him, though.
âCâmon, your girlâthe new one?â Hartley smirked, nudging his friend, his voice dripping with mock interest.
âMy girl?â Edward cocked a brow, his lips twitching into a sneer.
âYeah, the babe strolling to and from your dungeon,â the officer drawled. He looked at Edward over the rim of his mug, taking a languid sip before continuing. âPlease tell me youâre fuckinâ her in there.â
âI beg your pardon?â
âOh, youâve gotta be fuckinâ kiddinâ me.â With an almost incredulous look, Hartley set his mug beside him on the counter. âNashton⌠Sheâs super, super fuâ super fuckinâ hot, bro.â He gestured to his partnerâCurtis Murphy. âHeâs seen her. We all have. That tight little ass, mmm, fuck, I bet everything about her is tight.â Those greasy eyes slipped back to Edward, a challenge almost in his gaze. âIs it?â
Edwardâs eye twitched.
âAlso, does she spit or swallow? Murph wanted to know.â Hartley gestured to his partner with a casual toss of his head, to which Murphy only smirked and crossed his arms over his chest.
How crude. Vile.
A blaze of irritation ignited in Edwardâs chest. He fought to keep his face neutral, barely lifting his eyes to acknowledge Hartley. âNot that itâs any of your business, but no, Iâm not,â he replied coolly, his voice even but with an edge that could cut glass.
âSooo, sheâs available, then?â Hartley smirked, his eyes glinting with that same crude confidence, as though heâd won some imaginary contest.
A dark wave of something rolled over Edward, something deeper and more visceral than he was used toâsomething he had not felt before. It made his grip tighten on his coffee.
Edward wrenched forward, the mug flying from his fingers and smashing into Hartleyâs smug, unguarded face. The ceramic shattered against his nose, hot liquid splashing across his skin, searing it. Blood spurted, crimson against the pale breakroom tile, as Hartley recoiled, shock and pain twisting his features. But Edward didnât stop there; he leaped at the man, his hands gripping his neck, feeling the resistance of muscle and sinew as he drove him to the floor. His shoes skidded against the tile, slipping before he found his balance, pouring his weight down onto Hartleyâs trachea, feeling the pulse of his screaming carotids under his fingers slow, then weaken, until those greasy eyes, filled with cruelty, began to dull. There was something intoxicating about watching the smug light fade, about knowing it was at his hands, his doing. Beneath him, Hartleyâs body kicked, scrabbling for purchase, desperate for air, clawing at Edwardâs arms in a final, useless attempt at survival. His grip tightened, his lip curling in savage satisfaction as he bore down, watching as the vessels burst in Hartleyâs scleras, muddling those blue eyes of his.
Then he blinked.
Officer Jack Hartley was still standing before him, unblemished, alive, leaning casually against the counter, his short but stout crony beside him snickering along with his crude jabs about Romy. Edward stared, feeling the blood drain from his face as the real world settled back in around him, the brutal fantasy fading but leaving a charged, dangerous energy coursing through him. His fingers were fisted around his coffee mug, and he was acutely aware of the tension in his arms and shoulders, the clenched muscles that had been ready to spring into action. The urge to throw the mug, to silence that smug look, was a raw, simmering instinct, something almost frightening in its intensity.
The thought of Hartley even thinking about Romy, let alone considering the possibility of approaching her, disgusted him in a way he couldnât fully explain. It was the way Hartleyâs words slipped so easily, so carelessly, as if Romy were just another conquest, just another prize for him to leer at and pick apart. It was the blatant disrespect, the dismissive way he talked about her as though she were an object, something shiny to be coveted.
Edward took a measured breath, his eyes narrowing as he locked onto Hartleyâs gaze. âSomeone who has the good taste and sense to work with me, Hartley, wouldnât stoop to⌠lower standards,â he said, his voice dripping with cold disdain, every word pointed. He took a slow sip of his coffee, savoring the flash of annoyance that flickered across Hartleyâs face.
âHey, easy there, Nashton,â Hartley sneered, recovering quickly, his smile twisting into something uglier. âNo need to get all possessiveâŚâ
He met Hartleyâs gaze with an unflinching stare, his eyes icy and sharp, cutting through the officerâs smug confidence. âPossessiveness requires actual interest,â he drolled, his voice low and laced with contempt. âTo which I have none.â Liar. He leaned in, his words clipped and direct as he narrowed his gaze. â No âwhat bothers me is the way you talk about people as if theyâre here merely to stimulate that worn-out pleasure center of your puny brain. Not that I care, really. Itâs just disconcerting to know you truly lack the executive functions to think with anything else but your dick.â
Hartleyâs grin faltered, caught off guard by the blunt dismissal, but Edward didnât linger long enough for him to respond. He kicked off the counter with a calm, deliberate stride, and as he passed the fuming officer and his dullard friend, he paused just long enough to let a cutting look settle between them. âSo, go ahead, bro . Take your best shot.â
Without waiting for a response, Edward strode out of the breakroom, each step laced with the simmering anger he was barely keeping in check. But as soon as he was alone, the composure he had clung to in Hartleyâs presence began to fracture. His brow furrowed, his jaw tight, and he picked up his pace, shoulders hunched with barely contained irritation as he stormed toward his office. The door swung open with more force than necessary, and he slammed it shut behind him, the sound stunted and sharp in the small space.
Inside, Edward sat, slumped in his chair, his gaze hard and unfocused, his mind still tangled in the aftermath of that encounter. Hartleyâs words echoed relentlessly, the crude insinuations churning his thoughts with a bitterness he couldnât seem to shake. Moron , he thought, his jaw clenching. Someone as mindless as him even thinking he had a chance with his student?
The thought alone felt like an insult.
But why?
Why was he so certain that Romy would turn someone like Hartley down?Â
When he examined it more closely, it almost seemed irrationalâuncharacteristically emotional. After all, she was the type, wasnât she? She was beautifulâeffortlessly so. A former cheerleader. Sorority girl. Confident in ways heâd never been, with that easy demeanor of hers, and a social prowess that seemed second nature. Surely, he told himself, sheâd been with someone like Hartley before. Hell, maybe she even belonged with someone like Hartleyâsomeone who fit the part, who shared her seeming ease in the world. Someone easy to look at, easy to be with, and, more likely than not, someone who had never questioned his place in life.
The thought twisted his stomach in a way he didnât understand. It grated against him, like sandpaper on raw skin. Heâd always prided himself on his independence, on his unwillingness to conform or to care what people thought. But when he pictured Romy with someone like Hartleyâa brute with no sense of subtlety, no spark of intellect, no intrigue beyond what he could bully or seizeâit feltâŚÂ cheap . Like sheâd be wasting something; as if choosing someone like Hartley would somehow diminish the sharp wit and depth Edward had begun to glimpse in her.
And that, he realized with a pang, was what was eating at him. There was something in Romy that was different . Something he couldnât name or fully understand but that he recognized, just beneath the surface, with every sly smile and barbed quip. She wasnât what he had assumed, not another vapid pretty face that she presented herself to be.
Edwardâs fingers stilled against the desk, and he inhaled, fighting to steady the unsettling rush within him. But his resolve wavered as his gaze drifted, almost instinctively, to the workspace she had set up beside his own.
The space felt strangely alive, as if it still held her presence, each detail carrying an imprint of herâthe faint scent of her enticing perfume, the memory of her acrylic nails tapping against the keyboard, a sound he had come to find oddly comforting. In his mind, he could almost see the subtle arch of her spine leading up to that delicate curve of her neck. And there it was again: that teasing smirk that seemed to hover on her lips, one he had come to anticipate.
A smirk tugged at his own lips, and his gaze softened, his body losing some of the tension it had held only moments before. If he was honest with himselfâsomething he rarely allowed in matters of this natureâthere was a part of him that could, reluctantly, agree with Officer Hartley on one thing: Romy was, indeed, gorgeous. Beautiful in a way that was more than superficial, more than just a passing attraction. From the very first moment heâd seen her, he knew there was something about her that demanded attention, that drew his gaze with a power he couldnât ignore. And in the privacy of his thoughts, he allowed himself to study the memory of her, her details vivid in his mindâs eye.
Her silken hair, the way it fell in such deliberate elegance around her face, and her alluring lips that heâd noticed moved with practiced charm, always careful, always in control. His mind traced over herâthe shapely swell of her chest, her torso dipping into curving hips that seemed almost grippable. His breath caught, lingering on the image, following the memory of her form down to her thighs and calves. He had spent more than a few moments catching himself watching her cross her legs with that easy elegance, the subtle rise of her skirt when she shifted.
Then, Edward realized, with a pang of something between shame and excitement, that he had thought about the details of her existence more than he cared to admit. There was something fascinating in the way she carried herself⌠it was as if she were caught in a perfect balance between poised elegance and calculated seduction. She was fully aware of the effect she had, that much was clear, yet there was a restraint in the way she wielded itâenough to spark intrigue, but always keeping her allure just out of reach. It was maddening. That understated power she held, the way she navigated through spaces with that cool demeanor, the confidence that lingered around her like a cloudâit stirred something within him he was almost embarrassed to acknowledge.
But what was most confounding, what gnawed at him as he tried to dissect it, was that indifference. That fronted, artfully worn disinterest, as if she was completely unbothered by the worldâs attention. But he wasnât fooled, not entirely. He could see the hints, the subtle ways she showed she did care, that she was keenly aware of the impression she made. The way she smoothed down the fabric of her skirt, the deliberate flick of her hair, the glance in a pocket mirror when she thought he wasnât looking. It was controlled, honed, a display of ease that felt intentional.
And, God, was it all effective.
Edward groaned, leaning forward, his elbows digging into his knees as his hands raked through his hair. His fingers gripped tightly at the roots, as if the pressure might somehow quiet his thoughts. His teeth grit, his brows pulling together into a sharp line as his eyes focused on the gritty black-and-white linoleum beneath him.
It didnât help.
To his chagrin, Edward felt a tug of arousal pooling low in his belly, his body betraying him with a telltale twitch he wished he could ignore. He clenched his jaw, forcing his gaze back to his desk, willing the vision to fade. Yet it lingered, leaving him with a sense of helplessness he despised. He had never let anyone make him feel this off-kilter, this irrational, and yet here he was, caught up in thoughts he knew better than to entertain.
The repulsion he felt with himself caused his stomach to churn. He should not be feeling this way about her; should not be thinking like this. She was his student. But he could not help it. The dam in his mind had been broken, and now he could not stop himself from imagining what it would be like to have her.
Edward sat with his head in his hands, thinking hard about what to do. He reasoned with himself. Maybe if he were to release the pressure, he would feel better and be able to put the temptation behind him? Maybe then he would feel better?
Sitting at his desk, alone in the dusty, old file room converted to his workspace, Edward reached a hand down to grip himself through his pants. It had been so long since he allowed himself to indulge such primal desires. Normally, he did not need such baser pleasures, but he suddenly felt desperate. It was a disgusting desperation that he hoped the end would justify. Hand trembling, his fingers brushed against the top of his trousers and boxers. He undid the fly and button, trying his best not to think about it. Throat bobbing tight, he dipped his hand into his boxers to find and tentatively wrap his hand around his cock. A sigh of relief escaped him as he relaxed back into his seat, eyes slipping closed.
He, lips parted and brows knitted together, touched himself. He could already feel the uncomfortable stress leaving his body as a new pleasurable tension replaced it. Attempting to clear his mind, he tried to focus merely on the sensation of his fingers squeezing gently at the head before stroking down to the base of his member. Edward wanted to think about anything else but Romy. However, there was no use in thought-stopping because it only made the thoughts more persistent.
A desperate mewl left his lips as he imagined herâher body, her hands, her nails, her lips wrapped around him instead of his fingers. He could practically feel that pink tongue of hers on the tip of his cock, licking up the pre-cum that dripped and spreading it down his shaft. Edward couldnât stop thinking about what it would be like to have her pretty face staring up at him, her knees red and bruised from kneeling. Hand moving faster, his breath came in short gasps as he chased his climax. He wanted this to be over with, and yetâŚ
The image of Romy now sitting in his lap enveloped his mind in a searing grasp. She straddled his hips as she bounced eagerly on him. The thought of her warm, wet cunt squeezing him nearly made him cum alone. His ears tingled as he practically heard her moaning his name, squealing as he filled her to the brim.
âMr. Nashton! Yes, please fuck me, sir. Youâre so good. The fucking best!â
Feeling his body nearing his climax, he pictured her riding him, her delicate fingers gripping his shoulders as she continued bouncing up and down on his hard cock, her skirt bunched around her hips and panties shoved to the side. The sound of her voice, hoarse and mewling as she begged him to fuck her good, echoed in his now burning ears.
â So close... Iâm so close. K-keep going.â
Edwardâs hand picked up the pace; desperation in his movements made the gestures jerky and short.
âYes, thatâs it! Youâre so good, Edward. So fucking good to me. I want you to cum for me. Thatâs it, Edward, cum for me, baby!â
The groan that tore its way from his throat was stunted in the small room, his body trembling and shaking as he felt himself spurt into his hand.
âYou did so well...â
Edward slumped back in his chair, his chest heaving. The silence that followed was deafening, the hum of the computer the only sound cutting through the thick, suffocating quiet. His breathing was ragged, his body trembling slightly as the intensity of his climax faded, leaving him adrift in the stark reality of what heâd just done. He blinked, the gravity of it all pressing heavily on his chest, the remnants of Romyâs vivid tableau lingering in his mind like an afterimage burned into his vision.
The memory was both deeply embarrassing andâhe hated to admitâsickeningly satisfying.
His gaze flickered around the dim office, the quiet air feeling heavier now. His hand, sticky with evidence of his indulgence, curled into a loose fist before he sighed sharply, reaching for the box of tissues on his desk. A grumble rumbled low in his throat, a mix of frustration and quiet shame.
As he wiped himself clean, the hazy satisfaction began to fade, replaced by the creeping, familiar irritation that so often shadowed his thoughts. His gloves were a mess, and with a grimace, he tore them off, tossing them carelessly into the wastebasket. The action felt small, but it was a releaseâa way to discard the moment, as if ridding himself of the gloves might cleanse him of the lapse in his usually rigid self-control.
Edward muttered to himself as he finished cleaning up, the words lost in the low hum of the room but tinged with unmistakable annoyance.
Then he caught his reflection in one of the darkened monitors, a fleeting glimpse of himselfâhis slightly tousled hair, the vulnerability etched into the sharp lines of his features. The image was almost jarring, his own gaze looking back at him with a rawness he didnât want to acknowledge. He looked away quickly, wadding the tissues and tossing them into the trash, his movements brisk and methodical.
The shame burned, but his walls were already rebuilding themselves, his detachment slotting back into place like armor he couldnât live without. He adjusted his glasses, straightened his posture, and leaned forward again, his hands already reaching for the keyboard.
âRidiculous.â
Ao3 link here!
#The Edge of Us#Riddler#The Riddler#Enigma#Edward Nashton#Edward Nigma#Nashton#Riddler x OC#Edward Nashton x OC#Edward x Romy#Female Oc#Fanfiction#Riddler Fanfiction#Arkham Origins#Arkhamverse#Romance#Smut#Action#Crime Drama#GCPD#2013#Slow Burn
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How AI is Changing Jobs: The Rise of Automation and How to Stay Ahead in 2025
AI and Jobs

Artificial Intelligence (AI) is everywhere. From self-checkout kiosks to AI-powered chatbots handling customer service, itâs changing the way businesses operate. While AI is making things faster and more efficient, itâs also making some jobs disappear. If youâre wondering how this affects you and what you can do about it, keep reading â because the future is already here.
The AI Boom: How Itâs Reshaping the Workplace
AI is not just a buzzword anymore; itâs the backbone of modern business. Companies are using AI for automation, decision-making, and customer interactions. But what does that mean for jobs?
AI is Taking Over Repetitive Tasks
Gone are the days when data entry, basic accounting, and customer support relied solely on humans. AI tools like ChatGPT, Jasper, and Midjourney are doing tasks that once required an entire team. This means fewer jobs in these sectors, but also new opportunities elsewhere.
Companies are Hiring Fewer People
With AI handling routine work, businesses donât need as many employees as before. Hiring freezes, downsizing, and increased automation are making it tougher to land a new job.
AI-Related Jobs are on the Rise
On the flip side, thereâs massive demand for AI engineers, data scientists, and automation specialists. Companies need people who can build, maintain, and optimize AI tools.
Trending AI Skills Employers Want:
Machine Learning & Deep Learning
Prompt Engineering
AI-Powered Marketing & SEO
AI in Cybersecurity
Data Science & Analytics
Click Here to Know more
The Decline of Traditional Job Offers
AI is shaking up industries, and some job roles are disappearing faster than expected. Hereâs why new job offers are on the decline:
AI-Driven Cost Cutting
Businesses are using AI to reduce operational costs. Instead of hiring new employees, theyâre investing in AI-powered solutions that automate tasks at a fraction of the cost.
The Gig Economy is Replacing Full-Time Jobs
Instead of hiring full-time staff, companies are outsourcing work to freelancers and gig workers. This means fewer stable job opportunities but more chances for independent workers.
Economic Uncertainty
The global economy is unpredictable, and businesses are cautious about hiring. With AI improving efficiency, companies are choosing to scale down their workforce.
Click Here to Know more
Preparing for an AI-Driven Future
Feeling worried? Donât be. AI isnât just taking jobs â itâs also creating new ones. The key is to stay ahead by learning the right skills and adapting to the changing landscape.
1. Learn AI and Data Analytics
The best way to future-proof your career is to understand AI. Free courses on platforms like Coursera, Udemy, and Khan Academy can get you started.
2. Develop Soft Skills AI Canât Replace
AI is great at automation, but it lacks emotional intelligence, creativity, and critical thinking. Strengthening these skills can give you an edge.
3. Embrace Remote & Freelance Work
With traditional jobs shrinking, freelancing is a great way to stay flexible. Sites like Upwork, Fiverr, and Toptal have booming demand for AI-related skills.
4. Use AI to Your Advantage
Instead of fearing AI, learn how to use it. AI-powered tools like ChatGPT, Jasper, and Canva can help boost productivity and creativity.
5. Never Stop Learning
Technology evolves fast. Stay updated with new AI trends, attend webinars, and keep improving your skills.
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Final Thoughts
AI is here to stay, and itâs changing the job market rapidly. While some traditional roles are disappearing, new opportunities are emerging. The key to surviving (and thriving) in this AI-driven world is adaptability. Keep learning, stay flexible, and embrace AI as a tool â not a threat.
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Share this blog if you found it helpful! Letâs spread awareness and help people prepare for the AI revolution.
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How ERP Software for Engineering Companies Improves Operational Efficiency
In today's competitive market, engineering companies are under immense pressure to deliver innovative solutions, maintain cost-efficiency, and meet tight deadlinesâall while ensuring the highest standards of quality. As the engineering industry becomes more complex and digitally driven, operational efficiency has become a key metric for success. One of the most transformative tools driving this change is ERP (Enterprise Resource Planning) software.

For companies seeking to streamline their operations, ERP software for engineering companies provides a centralized platform that integrates every functionâranging from procurement, design, production, finance, HR, and project management. In India, especially in industrial hubs like Delhi, the demand for such software is growing rapidly. Let us explore how ERP systems significantly enhance operational efficiency and why choosing the right ERP software company in India is vital for engineering enterprises.
Centralized Data Management: Â The Foundation of Efficiency
One of the major challenges engineering companies face is managing vast amounts of data across departments. Manual entries and siloed systems often lead to redundancies, errors, and miscommunication. With ERP software for engineering companies in India, organizations gain access to a unified database that connects all operational areas.
Real-time data availability ensures that everyone, from the design team to procurement and finance, is working with the latest information. This reduces rework, improves collaboration, and speeds up decision-making, thereby increasing efficiency.
Streamlined Project Management
Engineering projects involve numerous stagesâfrom planning and design to execution and maintenance. Tracking timelines, resources, costs, and deliverables manually or via disparate systems often results in delays and budget overruns.
Modern engineering ERP software companies in Delhi provide robust project management modules that allow firms to plan, schedule, and monitor projects in real time. This includes milestone tracking, Gantt charts, resource allocation, and budget forecasting. Managers can gain visibility into bottlenecks early on and reallocate resources efficiently, ensuring timely delivery.
Automation of Core Processes
Automating routine tasks is one of the key advantages of implementing ERP software. From generating purchase orders and invoices to managing payroll and inventory, ERP eliminates the need for repetitive manual work. This not only saves time but also minimizes human error.
The best ERP software provider in India will offer customizable automation workflows tailored to the specific needs of engineering companies. For instance, when a material stock reaches a minimum threshold, the ERP system can automatically generate a requisition and notify the purchasing team. This ensures zero downtime due to material shortages.
Enhanced Resource Planning and Allocation
Resource planning is crucial in engineering projects where labour, materials, and machinery must be utilized efficiently. A good ERP software for engineering companies provides detailed insights into resource availability, utilization rates, and project requirements.
By analysing this data, companies can better allocate resources, avoid overbooking, and reduce idle time. This leads to significant cost savings and ensures optimal productivity across the board.
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Integration with CAD and Design Tools
Many ERP solution providers in Delhi now offer integration with design and CAD software. This is particularly useful for engineering firms where design data is often needed for procurement, costing, and production.
When ERP is integrated with CAD, design changes automatically reflect across related departments. This seamless flow of information eliminates miscommunication and ensures that downstream processes such as procurement and manufacturing are aligned with the latest design specifications.
Real-time Cost and Budget Management
Keeping engineering projects within budget is a continuous challenge. Unexpected costs can arise at any stage, and without proper monitoring, they can spiral out of control. ERP software providers in India equip engineering companies with real-time budget tracking tools.
From initial cost estimation to actual expenditure, companies can monitor every aspect of the financials. Alerts can be configured for budget deviations, helping management take corrective action promptly. This financial control is a cornerstone of operational efficiency and long-term profitability.
Improved Compliance and Documentation
Engineering companies must adhere to various compliance standards, certifications, and audit requirements. Maintaining accurate documentation and audit trails is critical. ERP systems automate compliance tracking and generate necessary documentation on demand.
By partnering with trusted ERP software companies in Delhi, engineering firms can ensure they meet industry standards with minimal administrative overhead. Features like document versioning, digital signatures, and compliance checklists help organizations stay audit-ready at all times.
Scalable and Future-ready Solutions
One of the biggest advantages of working with a reputed engineering ERP software company in Delhi is access to scalable solutions. As engineering businesses grow, their operational complexities increase. Modern ERP systems are modular and scalable, allowing businesses to add new functionalities as needed without disrupting existing operations.
Moreover, cloud-based ERP solutions offer flexibility, remote access, and lower infrastructure costs. These are especially beneficial for engineering companies that operate across multiple locations or work on-site with clients.
Enhanced Customer Satisfaction
Efficient operations lead to improved delivery timelines, better quality products, and faster customer serviceâall of which directly impact customer satisfaction. With ERP, engineering companies can maintain accurate production schedules, meet delivery deadlines, and respond to customer queries with real-time information.
By choosing the right ERP software for engineering companies in India, firms not only improve internal operations but also build a strong reputation for reliability and professionalism among their clients.
Choosing the Right ERP Partner
With the growing number of ERP solution providers in India, selecting the right partner is crucial. Here are a few factors to consider:
Domain Expertise: Â Choose a vendor with experience in the engineering sector.
Customization: Â The software should be tailored to suit your specific workflows.
Scalability: Â Ensure the ERP solution grows with your business.
Support & Training: Â Opt for companies that provide ongoing support and employee training.
Integration Capabilities: Â Check whether the ERP can integrate with your existing systems, including CAD tools, financial software, etc.
Trusted ERP software companies in Delhi like Shantitechnology (STERP) stand out because they offer deep industry knowledge, scalable platforms, and dedicated customer supportâmaking them ideal partners for engineering businesses seeking to transform operations.
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Final Thoughts
In a rapidly evolving business landscape, engineering companies must adopt smart technologies to stay ahead. ERP software is not just an IT solutionâit is a strategic tool that can redefine how engineering firms manage their projects, people, and performance.
From streamlining project workflows and automating routine tasks to enhancing collaboration and boosting resource efficiency, ERP solutions deliver measurable gains across the organization. For those looking to make a digital leap, partnering with a top-rated ERP software company in India can be the difference between stagnation and scalable success.
Looking for a reliable ERP partner?  Shantitechnology (STERP) is among the leading ERP solution providers in Delhi, offering tailored ERP software for engineering companies to help you boost productivity, reduce costs, and grow sustainably. Contact us today to learn more!
#Engineering ERP software company#ERP software for engineering companies in India#ERP solution providers#ERP software for engineering companies#ERP software companies#ERP software providers in India#Gujarat#Maharashtra#Madhyapradesh#ERP solution providers in India#ERP for manufacturing company#Delhi#Hyderabad#ERP Software#Custom ERP#ERP software company#Manufacturing enterprise resource planning software#Bengaluru#ERP software company in India#Engineering ERP Software Company#Best ERP software provider in India#Manufacturing ERP software company#Manufacturing enterprise resource planning#ERP modules for manufacturing industry#Best ERP for manufacturing industry#India#Youtube
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How to Choose the Best CRM Software for Your Business
Choosing the right CRM software for your business is a big decision â and the right one can make a world of difference. Whether youâre running a small startup or managing a growing company, having an effective CRM (Customer Relationship Management) system helps you keep track of customers, boost sales, and improve overall productivity. Letâs walk through how you can choose the best CRM for your business without getting overwhelmed.
Why Your Business Needs a CRM
A CRM isnât just a tool â itâs your businessâs central hub for managing relationships. If youâre still relying on spreadsheets or scattered notes, youâre probably losing time (and leads). A good CRM helps you:
Keep customer data organized in one place
Track leads, sales, and follow-ups
Automate routine tasks
Get insights into sales performance
Improve customer service
The goal is simple: work smarter, not harder. And with an affordable CRM that fits your needs, youâll see faster growth and smoother processes.
Define Your Business Goals
Before diving into features, figure out what you actually need. Ask yourself:
Are you trying to increase sales or improve customer service?
Do you need better lead tracking or marketing automation?
How big is your team, and how tech-savvy are they?
Whatâs your budget?
Knowing your goals upfront keeps you from wasting time on CRMs that might be packed with unnecessary features â or worse, missing key ones.
Must-Have Features to Look For
When comparing CRM options, focus on features that truly matter for your business. Here are some essentials:
Contact Management â Store customer details, interactions, and notes all in one place.
Lead Tracking â Follow leads through the sales funnel and never miss a follow-up.
Sales Pipeline Management â Visualize where your deals stand and what needs attention.
Automation â Save time by automating emails, reminders, and data entry.
Customization â Adjust fields, workflows, and dashboards to match your process.
Third-Party Integrations â Ensure your CRM connects with other software you rely on, like email marketing tools or accounting systems.
Reports & Analytics â Gain insights into sales, performance, and customer behavior.
User-Friendly Interface â If your team finds it clunky or confusing, they wonât use it.
Budget Matters â But Value Matters More
A CRM doesnât have to cost a fortune. Plenty of affordable CRM options offer robust features without the hefty price tag. The key is balancing cost with value. Donât just chase the cheapest option â pick a CRM that supports your business growth.
Take LeadHeed, for example. Itâs an affordable CRM designed to give businesses the tools they need â like lead management, sales tracking, and automation â without stretching your budget. Itâs a smart pick if you want to grow efficiently without overpaying for features you wonât use.
Test Before You Commit
Most CRMs offer a free trial â and you should absolutely use it. A CRM might look great on paper, but itâs a different story when youâre actually using it. During your trial period, focus on:
How easy it is to set up and start using
Whether it integrates with your existing tools
How fast you can access and update customer information
If your team finds it helpful (or frustrating)
A trial gives you a real feel for whether the CRM is a good fit â before you commit to a paid plan.
Think About Long-Term Growth
Your business might be small now, but what about next year? Choose a CRM that grows with you. Look for flexible pricing plans, scalable features, and the ability to add more users or advanced functions down the line.
Itâs better to pick a CRM that can expand with your business than to go through the hassle of switching systems later.
Check Customer Support
Even the best software can hit a snag â and when that happens, youâll want reliable support. Look for a CRM that offers responsive customer service, whether thatâs live chat, email, or phone. A system is only as good as the help you get when you need it.
Read Reviews and Compare
Donât just rely on the CRMâs website. Read reviews from other businesses â especially ones similar to yours. Sites like G2, Capterra, and Trustpilot offer honest insights into what works (and what doesnât). Comparing multiple CRMs ensures you make a well-rounded decision.
The Bottom Line
Choosing the best CRM software for your business doesnât have to be complicated. By understanding your goals, focusing on essential features, and keeping scalability and budget in mind, youâll find a CRM that fits like a glove.
If youâre looking for an affordable CRM Software that checks all the right boxes â without cutting corners â LeadHeed is worth exploring. Itâs built to help businesses like yours manage leads, automate tasks, and gain valuable insights while staying within budget.
The right CRM can transform how you run your business. Take the time to find the one that supports your growth, keeps your team organized, and helps you deliver an even better experience to your customers.
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How does data capture services benefit a business?
Data Capture services
In the current digital age, data secrecy is recognized as the most valuable asset for any business. However, collecting it manually and investing time in it personally is time-consuming and prone to errors, as it is subject to matters. Thatâs where data capture services come in. While these services enable the enterprises to collect, organize, store and process information quickly and accurately, resulting in more informed decisions and enhanced efficiency for the organization to go ahead.
Faster Access to Information:
Data-capturing services automate the process of gathering data from various sources, including documents, forms, emails, and other digital assets. As this process speeds up the process to access critical information, enabling employees to work more towards the betterment efficiently and respond promptly towards customer needs or business challenges.
Improved Accuracy and Reduced Errors:
Manual data entry and filling often leads and thrives towards mistakes as they can affect the ongoing business operations. With data capturing technology, information is extracted using tools such as OCR (Optical Character Recognition) and with the assistance of AI, ensuring a level of higher accuracy is maintained. At the same time, fewer errors means better outcomes and more reliable reports that have been generated.
Streamlined Business Operations:
By automating data collection, businesses can save time and resources. While the staff and operating users no longer have the need to spend hours by entering data by hand or their own, allowing them to have a keen look on more valuable tasks and selective concerns. This heads and drives toward enhanced productivity and smoother workflows and operations.
Enhanced Customer Service:
Quick and precise data collection assures that the customer records, queries, and transactions are handled efficiently and effectively with this technique adaption. This leads towards faster service delivery, fewer complaints, and a better overall customer experienceâkey factors in staying competitive.
Better Decision-Making:
Accurate and well-organized data gives leaders a clearer view of their business performance. With real-time insights from data capture, they can make informed and clear decisions by identifying the current trends, and respond to market changes with confidence with a complete detailed report.
Scalable for Growing Businesses:
As a business grows, managing large volumes of data becomes more difficult. Data capture services scale and grow with your company, handling increasing amounts and multiple sets of information without sacrificing the speed or accuracy. Many businesses trust experts like Suma Soft, IBM, Cyntexa, and Cignex for efficient data capture solutions. These providers offer tailored services that boost data accuracy, ensure fast turnaround, and support long-term digital transformation.
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Accounting Firms in India: Enabling Financial Growth for Modern Businesses
The Essential Role of Accounting Firms in India
In todayâs competitive business environment, accounting firms in India have become indispensable to companies aiming for financial transparency, legal compliance, and sustained growth. These firms are not only handling traditional tasks like bookkeeping and tax filing but are also offering strategic support in areas such as auditing, payroll management, and financial consulting. As Indiaâs economy continues to evolve, the role of accounting professionals is becoming more crucial than ever.
With the increasing complexity of tax laws and financial regulations, businesses are turning to professional accounting firms to manage their financial responsibilities accurately and efficiently. The right firm can help reduce financial risks, ensure compliance with Indian accounting standards, and support the overall decision-making process.
Why Businesses Choose Professional Accounting Firms
Managing finances internally can be overwhelming, especially for small and mid-sized businesses. Thatâs why many organizations choose to outsource accounting functions to expert firms. Hereâs why this trend is growing:
Regulatory Compliance: Accounting firms keep up with evolving tax laws, ensuring that businesses remain compliant with GST, income tax, and MCA regulations.
Cost Savings: Outsourcing is often more affordable than hiring an in-house accounting team, reducing operational costs.
Efficiency and Accuracy: Professional firms use advanced software and tools to ensure accurate record-keeping and timely financial reporting.
Scalable Solutions: Services can be adjusted to meet the needs of growing businesses, from startups to established enterprises.
Services Offered by Accounting Firms in India
Accounting firms in India offer a wide range of services tailored to different types of businesses. These include:
1. Bookkeeping and Financial Reporting
Maintaining organized financial records is the foundation of sound business practices. Firms handle daily transaction tracking, journal entries, ledger management, and monthly financial statement preparation.
2. Tax Planning and Filing
Navigating Indiaâs tax system can be challenging. Accounting firms assist with GST returns, income tax filings, TDS calculations, and tax audits, while also advising on effective tax-saving strategies.
3. Audit and Assurance Services
Internal audits, statutory audits, and compliance audits help identify risks and inefficiencies. These services enhance transparency and build trust with stakeholders and investors.
4. Payroll and Compliance Management
From salary processing to PF, ESI, and professional tax deductions, accounting firms handle every aspect of payroll while ensuring compliance with labor laws and statutory requirements.
5. Business Advisory and Financial Consulting
Many firms also provide financial planning, budgeting, and forecasting services. This helps business owners make informed decisions based on data-driven insights.
Qualities to Look for in an Accounting Firm
Choosing the right accounting partner is a strategic business decision. When evaluating potential firms, consider the following:
Certification and Experience: Ensure the firm is registered with the Institute of Chartered Accountants of India (ICAI) and has experience in your industry.
Technological Capability: Look for firms that use modern accounting tools such as Tally, Zoho Books, QuickBooks, or Xero.
Transparent Communication: A reliable firm provides regular updates, clear reports, and prompt support.
Customizable Services: Every business has unique needs. Choose a firm that offers tailored solutions instead of one-size-fits-all packages.
The Advantages of Hiring Indian Accounting Firms
Indiaâs accounting sector is recognized for its high standards of professionalism and affordability. Some of the key benefits include:
Skilled Workforce: India produces thousands of qualified CAs and finance professionals each year.
Language Proficiency: English-speaking professionals make communication seamless for both domestic and international clients.
Competitive Pricing: Indian firms offer world-class services at cost-effective rates, making them attractive for global outsourcing.
The Evolving Future of Accounting in India
The accounting industry in India is rapidly adapting to technological innovation. Automation, artificial intelligence (AI), and cloud computing are transforming how firms deliver services. Clients now benefit from real-time financial data, predictive analytics, and paperless operations.
Additionally, government initiatives such as faceless assessments, e-invoicing, and digital compliance are pushing accounting firms to adopt smarter workflows and enhance client service quality.
As businesses continue to embrace digital transformation, accounting firms are expected to play an even bigger roleânot just as compliance experts, but as strategic financial advisors.
Conclusion
In a fast-changing economic landscape, accounting firms in India have emerged as trusted partners for businesses that want to operate with confidence and clarity. Their expertise, combined with advanced technology and deep regulatory knowledge, allows companies to focus on their core activities while leaving the complexities of finance and compliance to the professionals.
Whether you're launching a startup, managing a growing enterprise, or expanding internationally, working with a reliable accounting firm can drive efficiency, reduce risk, and support long-term success.
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Role of AI and Automation in Modern CRM Software
Modern CRM systems are no longer just about storing contact information. Today, businesses expect their CRM to predict behavior, streamline communication, and drive efficiency â and thatâs exactly what AI and automation bring to the table.

Hereâs how AI and automation are transforming the CRM landscape:
1. Predictive Lead Scoring
Uses historical customer data to rank leads by conversion probability
Prioritizes outreach efforts based on buying signals
Reduces time spent on low-potential leads
Improves sales team performance and ROI
2. Smart Sales Forecasting
Analyzes trends, seasonality, and deal history to forecast revenue
Updates projections in real-time based on new data
Helps sales managers set realistic targets and resource plans
Supports dynamic pipeline adjustments
3. Automated Customer Support
AI-powered chatbots handle FAQs and common issues 24/7
Sentiment analysis flags negative interactions for human follow-up
Automated ticket routing ensures faster resolution
Reduces support workload and boosts satisfaction
4. Personalized Customer Journeys
Machine learning tailors emails, offers, and messages per user behavior
Automation triggers based on milestones or inactivity
Custom workflows guide users through onboarding, upgrades, or renewals
Improves customer engagement and retention
5. Data Cleanup and Enrichment
AI tools detect duplicate records and outdated info
Automatically update fields from verified external sources
Maintains a clean, high-quality CRM database
Supports better segmentation and targeting
6. Workflow Automation Across Departments
Automates repetitive tasks like task assignments, follow-ups, and alerts
Links CRM actions with ERP, HR, or ticketing systems
Keeps all teams aligned without manual intervention
Custom CRM solutions can integrate automation tailored to your exact process
7. Voice and Natural Language Processing (NLP)
Transcribes sales calls and highlights key insights
Enables voice-driven commands within CRM platforms
Extracts data from emails or chat for automatic entry
Enhances productivity for on-the-go users
#AICRM#AutomationInCRM#CRMSolutions#SmartCRM#CRMDevelopment#AIinBusiness#TechDrivenSales#CustomerSupportAutomation#CRMIntegration#DigitalCRM
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Nonprofit Software: A Key to Efficient Mission Management
Nonprofit organizations operate in a challenging environment where maximizing impact is essential while keeping administrative costs low. Managing donations, volunteers, events, and operational workflows can be overwhelming without the right tools. Nonprofit software has emerged as a vital solution, tailored to address the specific needs of mission-driven organizations. These tools streamline operations, enhance donor engagement, and ultimately help nonprofits achieve their goals more effectively.
In this article, weâll explore the types, benefits, and future of nonprofit software, shedding light on how it empowers organizations to thrive in todayâs competitive landscape.
What is Nonprofit Software?
Nonprofit software refers to digital tools and platforms specifically designed to help nonprofits manage their operations efficiently. Unlike generic software, nonprofit-specific tools address core needs such as donor relationship management, fundraising, volunteer coordination, grant tracking, and financial reporting. With features tailored to their unique challenges, nonprofits can save time, optimize resources, and focus on their missions.
Types of Nonprofit Software
Donor Management Software Also known as nonprofit CRM (Customer Relationship Management), donor management software helps organizations track donor interactions, manage contributions, and personalize engagement. Tools like Bloomerang, DonorPerfect, and Little Green Light simplify donor retention and make campaigns more effective.
Fundraising Software Platforms like Classy, Givebutter, and Fundly empower nonprofits to create online fundraising campaigns, process donations, and analyze results. Peer-to-peer fundraising, recurring donations, and mobile giving features enhance the donor experience.
Volunteer Management Tools Managing volunteers is essential for many nonprofits. Tools like VolunteerHub and SignUpGenius streamline recruitment, scheduling, and communication, ensuring an organized and engaged volunteer base.
Grant Management Software Grant tracking tools such as Foundant or Submittable help nonprofits identify funding opportunities, submit applications, and manage deadlines and compliance, improving the chances of securing vital grants.
Accounting and Financial Management Software Nonprofits need tools to maintain transparency and manage budgets. Accounting software like QuickBooks for Nonprofits or Aplos ensures accurate reporting, proper fund allocation, and regulatory compliance.
Event Management Software Nonprofits often rely on events to engage supporters and raise funds. Tools like Eventbrite or Cvent simplify event planning, ticketing, and attendee management, creating seamless experiences for donors and participants.
Benefits of Nonprofit Software
Operational Efficiency Nonprofit software automates routine tasks such as data entry, reporting, and communication, allowing staff to focus on mission-critical activities.
Improved Donor Relationships With donor management tools, nonprofits can personalize outreach, track giving history, and maintain strong relationships that increase donor retention.
Transparency and Accountability Financial and grant management tools ensure that nonprofits comply with regulations and demonstrate transparency to stakeholders, boosting credibility.
Better Decision-Making Analytics and reporting features provide valuable insights into campaign performance, donor behavior, and operational efficiency, enabling data-driven decisions.
Scalability As nonprofits grow, software solutions can scale to accommodate larger donor bases, expanded programs, and increasing complexity.
Challenges of Implementing Nonprofit Software
While nonprofit software offers significant benefits, organizations may face challenges, including:
Budget Constraints: Even with nonprofit discounts, advanced tools can strain limited budgets.
Learning Curve: Staff and volunteers may require training to use the software effectively.
Integration Issues: Ensuring new tools work seamlessly with existing systems can be complex.
Data Security: Protecting sensitive donor and organizational data is crucial and requires robust security measures.
Organizations should evaluate their specific needs, select user-friendly tools, and partner with providers offering support and training to overcome these challenges.
Future of Nonprofit Software
The future of nonprofit software lies in innovation and technology integration. Artificial intelligence (AI) is already being used to predict donor behavior, optimize outreach, and analyze trends. Blockchain technology is enhancing transparency in donation tracking, while virtual reality (VR) is creating immersive experiences to engage donors. These advancements will further empower nonprofits to achieve their missions efficiently and effectively.
Conclusion
Nonprofit software is transforming the way mission-driven organizations operate. From donor management and fundraising to financial tracking and volunteer coordination, these tools address the unique challenges nonprofits face. By adopting the right software solutions, organizations can save time, optimize resources, and focus on what truly mattersâmaking a difference in the world.
As technology continues to evolve, nonprofit software will remain a cornerstone of effective mission management, helping organizations thrive in a rapidly changing environment. For nonprofits seeking to maximize their impact, investing in the right software is not just an optionâitâs a necessity.
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Are manual processes slowing down your business?
Studies show that employees spend nearly 60% of their time on administrative tasksâŚtasks that could be automated. The biggest culprit? Outdated workflows that rely on manual approvals, excessive paperwork, and disconnected systems.
Automation plays a crucial role in eliminating workflow bottlenecks by:
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Reducing human error â Automated workflows prevent mistakes caused by manual data entry and miscommunication.
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Accelerating approvals â Workflow automation ensures that tasks move through the pipeline efficiently, without unnecessary delays.
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Optimizing resource allocation â Smart scheduling tools and real-time analytics help balance workloads, ensuring no one team is overwhelmed.
Many businesses hesitate to automate because of implementation concerns, but the reality is that even small automation steps can lead to massive efficiency gains. At Mayerfeld Consulting, we help businesses integrate automation tools that eliminate bottlenecks, cut operational costs, and boost overall productivity.
Is your organization leveraging automation effectively? Letâs talk about how technology can transform your workflow and drive efficiency.
#MayerfeldConsulting #Automation #DigitalTransformation #EfficiencyMatters #WorkflowOptimization
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AIâs Role in Business Process Automation
Automation has come a long way from simply replacing manual tasks with machines. With AI stepping into the scene, business process automation is no longer just about cutting costs or speeding up workflowsâitâs about making smarter, more adaptive decisions that continuously evolve. AI isn't just doing what we tell it; itâs learning, predicting, and innovating in ways that redefine how businesses operate.Â
From hyperautomation to AI-powered chatbots and intelligent document processing, the world of automation is rapidly expanding. But what does the future hold?
What is Business Process Automation?Â
Business Process Automation (BPA) refers to the use of technology to streamline and automate repetitive, rule-based tasks within an organization. The goal is to improve efficiency, reduce errors, cut costs, and free up human workers for higher-value activities. BPA covers a wide range of functions, from automating simple data entry tasks to orchestrating complex workflows across multiple departments.Â
Traditional BPA solutions rely on predefined rules and scripts to automate tasks such as invoicing, payroll processing, customer service inquiries, and supply chain management. However, as businesses deal with increasing amounts of data and more complex decision-making requirements, AI is playing an increasingly critical role in enhancing BPA capabilities.Â
AIâs Role in Business Process AutomationÂ
AI is revolutionizing business process automation by introducing cognitive capabilities that allow systems to learn, adapt, and make intelligent decisions. Unlike traditional automation, which follows a strict set of rules, AI-driven BPA leverages machine learning, natural language processing (NLP), and computer vision to understand patterns, process unstructured data, and provide predictive insights.Â
Here are some of the key ways AI is enhancing BPA:Â
Self-Learning Systems: AI-powered BPA can analyze past workflows and optimize them dynamically without human intervention.Â
Advanced Data Processing: AI-driven tools can extract information from documents, emails, and customer interactions, enabling businesses to process data faster and more accurately.Â
Predictive Analytics: AI helps businesses forecast trends, detect anomalies, and make proactive decisions based on real-time insights.Â
Enhanced Customer Interactions: AI-powered chatbots and virtual assistants provide 24/7 support, improving customer service efficiency and satisfaction.Â
Automation of Complex Workflows: AI enables the automation of multi-step, decision-heavy processes, such as fraud detection, regulatory compliance, and personalized marketing campaigns.Â
As organizations seek more efficient ways to handle increasing data volumes and complex processes, AI-driven BPA is becoming a strategic priority. The ability of AI to analyze patterns, predict outcomes, and make intelligent decisions is transforming industries such as finance, healthcare, retail, and manufacturing.Â
âAt the leading edge of automation, AI transforms routine workflows into smart, adaptive systems that think ahead. Itâs not about merely accelerating tasksâitâs about creating an evolving framework that continuously optimizes operations for future challenges.â
â Emma Reynolds, CTO of QuantumOps
Trends in AI-Driven Business Process AutomationÂ
1. HyperautomationÂ
Hyperautomation, a term coined by Gartner, refers to the combination of AI, robotic process automation (RPA), and other advanced technologies to automate as many business processes as possible. By leveraging AI-powered bots and predictive analytics, companies can automate end-to-end processes, reducing operational costs and improving decision-making.Â
Hyperautomation enables organizations to move beyond simple task automation to more complex workflows, incorporating AI-driven insights to optimize efficiency continuously. This trend is expected to accelerate as businesses adopt AI-first strategies to stay competitive.Â
2. AI-Powered Chatbots and Virtual AssistantsÂ
Chatbots and virtual assistants are becoming increasingly sophisticated, enabling seamless interactions with customers and employees. AI-driven conversational interfaces are revolutionizing customer service, HR operations, and IT support by providing real-time assistance, answering queries, and resolving issues without human intervention.Â
The integration of AI with natural language processing (NLP) and sentiment analysis allows chatbots to understand context, emotions, and intent, providing more personalized responses. Future advancements in AI will enhance their capabilities, making them more intuitive and capable of handling complex tasks.Â
3. Process Mining and AI-Driven InsightsÂ
Process mining leverages AI to analyze business workflows, identify bottlenecks, and suggest improvements. By collecting data from enterprise systems, AI can provide actionable insights into process inefficiencies, allowing companies to optimize operations dynamically.Â
AI-powered process mining tools help businesses understand workflow deviations, uncover hidden inefficiencies, and implement data-driven solutions. This trend is expected to grow as organizations seek more visibility and control over their automated processes.Â
4. AI and Predictive Analytics for Decision-MakingÂ
AI-driven predictive analytics plays a crucial role in business process automation by forecasting trends, detecting anomalies, and making data-backed decisions. Companies are increasingly using AI to analyze customer behaviour, market trends, and operational risks, enabling them to make proactive decisions.Â
For example, in supply chain management, AI can predict demand fluctuations, optimize inventory levels, and prevent disruptions. In finance, AI-powered fraud detection systems analyze transaction patterns in real-time to prevent fraudulent activities. The future of BPA will heavily rely on AI-driven predictive capabilities to drive smarter business decisions.Â
5. AI-Enabled Document Processing and Intelligent OCRÂ
Document-heavy industries such as legal, healthcare, and banking are benefiting from AI-powered Optical Character Recognition (OCR) and document processing solutions. AI can extract, classify, and process unstructured data from invoices, contracts, and forms, reducing manual effort and improving accuracy.Â
Intelligent document processing (IDP) combines AI, machine learning, and NLP to understand the context of documents, automate data entry, and integrate with existing enterprise systems. As AI models continue to improve, document processing automation will become more accurate and efficient.Â
Going Beyond Automation
The future of AI-driven BPA will go beyond automationâit will redefine how businesses function at their core. Here are some key predictions for the next decade:Â
Autonomous Decision-Making: AI systems will move beyond assisting human decisions to making autonomous decisions in areas such as finance, supply chain logistics, and healthcare management.Â
AI-Driven Creativity: AI will not just automate processes but also assist in creative and strategic business decisions, helping companies design products, create marketing strategies, and personalize customer experiences.Â
Human-AI Collaboration: AI will become an integral part of the workforce, working alongside employees as an intelligent assistant, boosting productivity and innovation.Â
Decentralized AI Systems: AI will become more distributed, with businesses using edge AI and blockchain-based automation to improve security, efficiency, and transparency in operations.Â
Industry-Specific AI Solutions: We will see more tailored AI automation solutions designed for specific industries, such as AI-driven legal research tools, medical diagnostics automation, and AI-powered financial advisory services.Â
AI is no longer a futuristic conceptâitâs here, and itâs already transforming the way businesses operate. Whatâs exciting is that weâre still just scratching the surface. As AI continues to evolve, businesses will find new ways to automate, innovate, and create efficiencies that we canât yet fully imagine.Â
But while AI is streamlining processes and making work more efficient, itâs also reshaping what it means to be human in the workplace. As automation takes over repetitive tasks, employees will have more opportunities to focus on creativity, strategy, and problem-solving. The future of AI in business process automation isnât just about doing things fasterâitâs about rethinking how we work all together.
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