#AI for financial forecasting

[technologyequality]

AI-Powered Business Analytics: Make Smarter Decisions, Faster

AI-Powered Business Analytics Make Smarter Decisions, Faster 💡 AI-powered analytics give you instant insights into what’s working and what’s not. Learn how to use AI to optimize business decisions. The Problem: Are You Guessing or Growing? Let’s be real—making business decisions based on gut feelings is like throwing darts blindfolded. Sure, you might hit the target occasionally, but most of…

[prestigebfs]

🤖 AI-Driven Financial Decision-Making: How Artificial Intelligence Is Transforming Business Finance in 2025

In today’s data-driven world, AI-driven financial decision-making is no longer a future concept—it’s a competitive advantage that’s reshaping the business landscape in 2025. From automated budgeting to predictive analytics and machine learning in financial forecasting, artificial intelligence is helping companies make smarter, faster, and more strategic financial decisions.

🔍 What Is AI-Driven Financial Decision-Making?

AI-driven financial decision-making is the process of using artificial intelligence algorithms, data analytics, and machine learning models to improve financial planning, forecasting, budgeting, and strategy development.

It empowers businesses to:

Automate repetitive financial tasks

Make real-time data-driven decisions

Reduce human error in forecasting

Identify cost-saving opportunities

Optimize cash flow and resource allocation

🚀 Why AI Is Transforming Business Finance in 2025

With economic uncertainty, inflation pressure, and rapidly changing markets, business leaders are seeking ways to adapt quickly. AI provides the tools to analyze complex financial data, predict future trends, and recommend optimal actions with unmatched speed and precision.

Google Keyword Used: AI in business finance

🧠 Key Applications of AI in Financial Decision-Making

1. AI-Powered Budgeting Tools

AI algorithms can analyze past spending behavior, project future expenses, and automatically generate adaptive budgets based on company performance or market shifts.

Keyword Phrase: AI-powered budgeting

2. Predictive Analytics for Financial Forecasting

Using machine learning for financial forecasting, AI can detect patterns in large datasets to predict future revenue, cash flow trends, and risk exposure.

Google Keyword: machine learning financial forecasting

3. Risk Management and Fraud Detection

AI tools can spot anomalies, monitor transactions in real-time, and flag suspicious activities, helping businesses reduce financial fraud and prevent costly risks.

Related Keyword: AI in financial risk management

4. AI-Powered Investment Strategies

Businesses can now use AI to build intelligent investment portfolios, analyze market data, and make trades based on real-time signals and risk profiles.

Search Trigger: AI for investment decision making

5. Automated Financial Reporting

AI automates data collection, categorization, and report generation—saving accounting teams hours of manual work and increasing accuracy.

Trending Keyword: AI financial reporting automation

6. Strategic Decision-Making in Corporate Finance

AI supports corporate strategy by evaluating millions of data points, modeling financial scenarios, and recommending strategic moves based on ROI and financial KPIs.

Keyword Phrase: artificial intelligence in corporate strategy

📊 Benefits of AI in Financial Planning

Faster and more accurate decisions

Improved cash flow management

Real-time reporting and KPI tracking

Enhanced fraud protection

Better resource allocation and ROI insights

Google Search Intent: benefits of AI in financial decision making

⚠️ Challenges and Considerations

Despite the promise, businesses must approach AI implementation thoughtfully:

Data quality matters: Poor data leads to poor AI output

Security and compliance risks must be addressed

Initial cost of AI integration may be high

Human oversight is still essential

Search Term: challenges of AI in finance

📈 AI Financial Tools to Explore in 2025

QuickBooks + AI modules for smart bookkeeping

Fyle for expense management with AI

Planful and Prophix for AI-driven financial planning

Kavout and AlphaSense for AI investment research

🧠 Real-World Use Case

A mid-sized manufacturing firm used AI to forecast supply chain costs and optimize budgeting, resulting in a 12% increase in operating profit and 40% reduction in unnecessary expenditures—all powered by predictive modeling and real-time data.

Need Personal Or Business Funding? Prestige Business Financial Services LLC offer over 30 Personal and Business Funding options to include good and bad credit options. Get Personal Loans up to $100K or 0% Business Lines of Credit Up To $250K. Also credit repair and passive income programs.

Book A Free Consult And We Can Help - https://prestigebusinessfinancialservices.com

Email - anthony@prestigebfs.com

🏁 Final Thoughts: AI Is the CFO's New Best Friend

In 2025, businesses that embrace AI-driven financial decision-making will not only cut costs but also make smarter investments, forecast more accurately, and drive long-term growth.

If you're still relying on spreadsheets and manual reports, now is the time to explore how artificial intelligence can revolutionize your financial strategy.

Need Personal Or Business Funding? Prestige Business Financial Services LLC offer over 30 Personal and Business Funding options to include good and bad credit options. Get Personal Loans up to $100K or 0% Business Lines of Credit Up To $250K. Also credit repair and passive income programs.

Book A Free Consult And We Can Help - https://prestigebusinessfinancialservices.com

Email - anthony@prestigebfs.com

📌 Key Takeaways:

AI simplifies and strengthens business financial decisions

Predictive analytics, budgeting tools, and automation save time and money

Risks exist, but benefits far outweigh them with proper planning

Start small with AI tools and scale as you gain confidence

Prestige Business Financial Services LLC

"Your One Stop Shop To All Your Personal And Business Funding Needs"

Website- https://prestigebusinessfinancialservices.com

Email - anthony@prestigebfs.com

Phone- 1-800-622-0453

[apieinvestavimapaprastai]

Explore Zscaler’s stock forecast for 2025–2029, analyzing its operations, financial performance, and competitive edge in cloud security. #Zscaler #ZS #Zerotrust #SASE #Cybersecurityinvestment #ZSstockforecast #Stockpriceanalysis #Techstocks #AIsecuritysolutions #Investmentopportunities

[semanticlp]

Coforge Technologies Australia Completes 100% Acquisition of TMLabs Pty Ltd

Coforge Limited has announced that its wholly owned subsidiary, Coforge Technologies Australia Pty Ltd, has successfully completed the acquisition of 100% of the outstanding shares of TMLabs Pty Ltd, in line with the terms of the Share Sale Agreement previously disclosed on March 5, 2025. This acquisition marks the formal closure of the transaction, wherein Coforge Technologies Australia has…

[asestimationsconsultants]

How a Construction Cost Estimating Service Helps in Risk Management

Risk management is a fundamental aspect of any construction project, as unforeseen challenges can lead to cost overruns, delays, and financial losses. One of the most effective ways to mitigate these risks is through a reliable construction cost estimating service. Accurate cost estimation allows contractors, project managers, and stakeholders to anticipate potential risks, allocate resources wisely, and ensure the financial stability of a project. This article explores how construction cost estimating services contribute to effective risk management and enhance project success.

Understanding Risk in Construction Projects

Construction projects involve multiple uncertainties, from fluctuating material costs to unexpected site conditions. Some of the common risks include:

Financial Risks: Cost overruns due to inaccurate estimates, inflation, or unexpected expenses.

Project Delays: Scheduling issues arising from unforeseen circumstances such as labor shortages or material delivery delays.

Legal and Compliance Risks: Issues related to permits, regulations, and contractual obligations.

Design Changes: Modifications made during the project lifecycle that impact costs and timelines.

Safety and Environmental Risks: Accidents, weather conditions, and environmental regulations affecting project execution.

A well-structured construction cost estimating service helps in identifying, assessing, and mitigating these risks before they escalate into costly problems.

Key Ways Construction Cost Estimating Services Help in Risk Management

1. Enhancing Budget Accuracy

Accurate cost estimates form the foundation of financial planning in construction projects. A reliable estimating service considers material costs, labor expenses, equipment needs, and contingency funds, ensuring that the project budget is realistic. By reducing budget uncertainties, contractors can avoid unexpected financial strain and ensure smoother project execution.

2. Identifying Potential Cost Overruns

A detailed cost estimate highlights potential cost overruns before the project begins. By analyzing past project data and industry trends, an estimating service can pinpoint areas where costs are likely to exceed initial expectations. This proactive approach allows project managers to allocate contingency funds appropriately and prevent financial shortfalls.

3. Facilitating Better Resource Allocation

Efficient resource allocation is crucial for minimizing risks in construction projects. A comprehensive cost estimate helps contractors determine the right amount of materials, labor, and equipment required for each phase of construction. This prevents shortages, reduces waste, and ensures that resources are used optimally.

4. Minimizing Schedule Delays

Delays in construction projects often lead to increased costs and client dissatisfaction. A precise cost estimate incorporates realistic timelines and accounts for potential disruptions such as weather delays, labor shortages, or supply chain issues. This foresight allows project managers to implement contingency plans and minimize schedule disruptions.

5. Supporting Contract Negotiations

A construction cost estimating service provides valuable data that strengthens contract negotiations with suppliers, subcontractors, and clients. By having a well-documented cost breakdown, contractors can negotiate better pricing, prevent disputes, and establish clear financial expectations before the project starts.

6. Mitigating Market Fluctuation Risks

The construction industry is highly susceptible to market fluctuations, including changes in material costs and labor rates. Cost estimating services use predictive analytics and historical data to assess these fluctuations and incorporate them into the project budget. This helps contractors prepare for potential price hikes and avoid last-minute financial setbacks.

7. Ensuring Regulatory Compliance

Legal and regulatory compliance is a critical aspect of risk management in construction. An experienced estimating service considers permit costs, environmental impact fees, safety regulations, and other legal expenses to ensure full compliance with local and national laws. This reduces the risk of fines, project delays, and legal disputes.

8. Providing Contingency Planning

Unexpected expenses are inevitable in construction projects. A cost estimating service factors in contingency budgets to cover unforeseen costs such as design modifications, equipment failures, or sudden labor shortages. Having a contingency plan in place ensures that unexpected challenges do not derail the project’s financial stability.

9. Reducing the Risk of Design Errors

Inaccurate estimates can lead to design errors that require costly rework. Construction cost estimating services utilize advanced tools such as Building Information Modeling (BIM) to detect design inconsistencies before construction begins. Identifying potential errors early in the planning stage prevents costly modifications during execution.

10. Enhancing Decision-Making with Data Analytics

Modern cost estimating services leverage big data analytics and AI-driven tools to provide data-backed insights for better decision-making. By analyzing previous project costs, labor productivity rates, and material price trends, estimators can offer more precise forecasts, helping project managers make informed financial and operational decisions.

The Role of Technology in Risk Management Through Cost Estimating

Technological advancements have further improved the risk management capabilities of construction cost estimating services. Some key innovations include:

AI and Machine Learning: These technologies analyze vast amounts of historical data to identify potential risks and predict cost trends.

Cloud-Based Estimating Software: Enables real-time collaboration, ensuring that all stakeholders have access to up-to-date cost data.

BIM Integration: Enhances accuracy by providing detailed visual representations of the project, reducing design-related risks.

Drones and Remote Sensing: Provide accurate site data, reducing uncertainties related to site conditions and topography.

By integrating these technologies, construction firms can improve estimate accuracy, reduce human errors, and enhance overall risk management strategies.

Conclusion

A reliable construction cost estimating service is a critical tool for risk management in construction projects. By providing accurate cost assessments, identifying potential financial risks, and incorporating contingency planning, these services help contractors avoid costly overruns and delays. Additionally, leveraging modern technology enhances the precision and effectiveness of estimating, making it an indispensable asset for successful project execution. Investing in a professional cost estimating service not only improves financial stability but also ensures that construction projects are completed efficiently, safely, and within budget.

[futurefatum]

Brandon Biggs Multiple Prophecies for 2025 (Tone: 221)

"Prophetic warnings of terror threats, a new pandemic, and a crypto boom! Will Trump’s next term spark global revival? #Trump #Prophecy"

Posted on January 18th by Infowars @BrandonBiggs247 https://twitter.com/BrandonBiggs247/status/1880388649608716617 ABOUT THIS VIDEO: This video features a conversation with Pastor Brandon Biggs, who is known for making prophetic predictions that have allegedly come true. He discusses warnings of future orchestrated attacks on Trump’s inauguration, iconic U.S. locations, and broader national…

[financemastery]

Revolutionizing FP&A: From Data Chaos to Predictive Excellence

Month-end close can feel like a race against time for FP&A services teams — reconciling data, managing spreadsheets, and delivering insights under pressure. But what if your team could flip the script? The FP&A Time Trap Most FP&A teams spend 85% of their time preparing data and only 15% generating insights. This imbalance leads to reactive financial management, leaving teams stuck in manual…

[jcmarchi]

How FinTech is being empowered with AI and analytics

New Post has been published on https://thedigitalinsider.com/how-fintech-is-being-empowered-with-ai-and-analytics/

How FinTech is being empowered with AI and analytics

This article was adapted from one of our previous virtual FP&A Summits, featuring Amit Kurhekar, Head of Data at MoneyLion.

Unless you’ve been consistently offline over the last few years, you’ll know that the financial industry is undergoing a significant transformation driven by AI and machine learning technologies.

This revolution isn’t just about adopting new technologies but about changing how financial services and processes are delivered and experienced by consumers.

In this article, we’ll explore some of the most compelling AI and ML strategies in finance with use cases to show how they work in real-life scenarios.

Whether you’re a financial professional or simply interested in the evolving landscape of FinTech, this article offers valuable insights into the intersection of finance, AI, and digital transformation.

Case study: Day in the life of ‘financially savvy’ John

Let me introduce you to John. He considers himself to be very financially savvy, he’s in his 30s, intelligent and he uses a smartphone like so many of us.

One day, he receives a notification on his phone that reads:

“John, your utility bill of $50 is due tomorrow. Do you want to pay now?”

A few seconds later, another notification comes through,

“John, your net-worth increased by 1% last week with Apple stock making the maximum gains.”

John gets on with his day. He goes to work, enjoys chatting to his co-workers, and then in the afternoon, he notices yet another notification on his phone. This one says,

“John, you have excess balance in your savings account. Invest 20% of the amount to earn an extra 8% vs keeping in your savings account. Invest now?”

These are smart notifications and nudges and in today’s financial world, it’s a reality. If you’re not using technology to help improve your finances, you’re missing out. 

By embracing AI and ML, you can make a huge impact not just in your role but also in your daily life.

Pillars of digital transformation 

Within digital transformation, there are emerging technologies. Most companies are utilizing these emerging technologies to drive and improve consumer experiences. These include things like internet of things (IoT), robotics, AR/VR and Cloud.   

Before 2020, not many people were working online or working from home, and then almost the majority of the IT workforce moved into remote working. The transformation from almost everyone working in-office to everyone working remotely because of Covid meant that many people had to embrace technology in new ways. There was a huge mobilization of IT and IT infrastructure. 

I think that both AI and ML are critical pieces that are enabling today’s world. So, a part of that could be coming as simple as receiving smart nudges throughout the day on your smartphone or you could even have nudges to help you forecast numbers for your financial forecast.

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[pipinfuse]

From Analysis to Action: Combining Technical and Fundamental Approaches in Forex Trading

[mattbrittonnyc]

AI in Financial Forecasting: Revolutionizing Consumer Investment Strategies with Matt Britton's Expertise

In the rapidly evolving world of finance, where precision and foresight are paramount, the integration of Artificial Intelligence (AI) into financial forecasting is revolutionizing how consumers approach investment strategies. As we delve deeper into this transformative era, the need for expert insights and futuristic viewpoints has never been more critical. One name that stands out in bridging the gap between next-gen technology and consumer trends is Matt Britton.

Matt Britton, a renowned AI expert and keynote speaker, has carved a niche as a formidable thought leader in the intersection of AI and consumer behavior. As the Founder & CEO of the innovative consumer research platform Suzy, Britton has been at the forefront of leveraging technology to decode and predict consumer patterns. His expertise is not just theoretical but deeply entrenched in practical, real-world applications which have shaped strategies for over half of the Fortune 500 companies.

The Expertise of Matt Britton

Matt Britton’s journey through the realms of consumer insights and technological innovations has been nothing short of exemplary. His best-selling book, YouthNation, cemented his reputation as a visionary, highlighting his profound understanding of new consumer trends, particularly among millennials and Generation Z. This demographic is crucial, as their investment preferences and strategies significantly differ from previous generations, increasingly leaning towards AI-driven solutions.

AI in Financial Forecasting: A Game-Changer

AI’s role in financial forecasting is a game-changer, offering unprecedented accuracy and efficiency. AI algorithms can analyze vast datasets — far beyond the capability of human analysts — identifying patterns and predicting market trends that can inform consumer investment strategies. This capability not only enhances the accuracy of forecasts but also democratizes investing, making sophisticated investment strategies accessible to the average consumer.

Why Matt Britton?

As a top keynote speaker and AI expert speaker, Matt Britton stands out for several reasons in the context of AI and financial forecasting:

Real-World Experience: Having led a consumer research platform, Britton understands the practical applications of AI in real-world scenarios, making his insights particularly valuable for financial institutions and individual investors alike.

Consumer Trend Expertise: His deep understanding of consumer behavior dynamics, backed by data from Suzy, allows him to provide unique insights into how AI can be tailored to enhance consumer investment strategies.

Proven Track Record with Fortune 500: His consulting experience with over half of the Fortune 500 companies imbues a level of trust and reliability in his recommendations and forecasts.

Engaging Presentation Style: Known for his dynamic and engaging speaking style, Britton can transform complex AI concepts into understandable and actionable insights for a diverse audience.

Structuring AI Enhancements in Consumer Investment Strategies

In his keynote speeches, Britton often emphasizes the structured approach to integrating AI with consumer investment strategies:

Data Collection and Analysis: Leveraging AI to parse through complex and voluminous financial data to spot emerging trends that can impact investment decisions.

Predictive Analytics: Utilizing AI to forecast future market movements with a higher degree of accuracy, thus enabling more informed investment choices.

Personalization of Investment Solutions: AI’s capability to tailor investment advice based on individual consumer profiles, risk appetites, and financial goals.

Risk Management: Enhancing the ability to predict and mitigate risks associated with various investment options.

The Takeaway

For anyone involved in finance, from industry professionals to individual investors, understanding the impact of AI on financial forecasting is crucial. A keynote speech by Matt Britton, with his dual expertise in AI applications and consumer trends, provides not just insights but actionable strategies that can be implemented to harness the potential of AI in enhancing investment outcomes.

In conclusion, as we look towards a future where AI becomes increasingly central to financial decision-making, the insights from leaders like Matt Britton are invaluable. His ability to elucidate complex technologies in the context of everyday consumer impacts makes him one of the top conference speakers and innovation speakers today. Whether you are looking to understand big picture trends or detailed, actionable strategies, Britton’s keynotes offer a roadmap to the future of investing in an AI-driven world.

[technologyequality]

AI and Business Strategy: The Secret to Sustainable, Scalable Success

AI and Business Strategy The Secret to Sustainable, Scalable Success Scaling is one thing. Sustaining it? That’s the real challenge. If you’ve been following this series, you know we’ve talked about AI-driven leadership, customer experience, and innovation—all crucial pieces of the puzzle. But today, we’re tackling something even more foundational: how AI transforms business strategy…

[txttletale]

genuinely curious but I don't know how to phrase this in a way that sounds less accusatory so please know I'm asking in good faith and am just bad at words

what are your thoughts on the environmental impact of generative ai? do you think the cost for all the cooling system is worth the tasks generative ai performs? I've been wrangling this because while I feel like I can justify it as smaller scales, that would mean it isn't a publicly available tool which I also feel uncomfortable with

the environmental impacts of genAI are almost always one of three things, both by their detractors and their boosters:

vastly overstated

stated correctly, but with a deceptive lack of context (ie, giving numbers in watt-hours, or amount of water 'used' for cooling, without necessary context like what comparable services use or what actually happens to that water)

assumed to be on track to grow constantly as genAI sees universal adoption across every industry

like, when water is used to cool a datacenter, that datacenter isn't just "a big building running chatgpt" -- datacenters are the backbone of the modern internet. now, i mean, all that said, the basic question here: no, i don't think it's a good tradeoff to be burning fossil fuels to power the magic 8ball. but asking that question in a vacuum (imo) elides a lot of the realities of power consumption in the global north by exceptionalizing genAI as opposed to, for example, video streaming, or online games. or, for that matter, for any number of other things.

so to me a lot of this stuff seems like very selective outrage in most cases, people working backwards from all the twitter artists on their dashboard hating midjourney to find an ethical reason why it is irredeemably evil.

& in the best, good-faith cases, it's taking at face value the claims of genAI companies and datacenter owners that the power usage will continue spiralling as the technology is integrated into every aspect of our lives. but to be blunt, i think it's a little naive to take these estimates seriously: these companies rely on their stock prices remaining high and attractive to investors, so they have enormous financial incentives not only to lie but to make financial decisions as if the universal adoption boom is just around the corner at all times. but there's no actual business plan! these companies are burning gigantic piles of money every day, because this is a bubble

so tldr: i don't think most things fossil fuels are burned for are 'worth it', but the response to that is a comprehensive climate politics and not an individualistic 'carbon footprint' approach, certainly not one that chooses chatgpt as its battleground. genAI uses a lot of power but at a rate currently comparable to other massively popular digital leisure products like fortnite or netflix -- forecasts of it massively increasing by several orders of magnitude are in my opinion unfounded and can mostly be traced back to people who have a direct financial stake in this being the case because their business model is an obvious boondoggle otherwise.

[urdreamydoodles]

Hiii!! Love your work sooo muchh!!! (I keep rereading your marvel x reader fics cause you write the characters SO WELLL) picture this, Smart!F!reader who one ups Tony Stark publicly after getting tired of being labeled as a dumb good for nothing gold digger wife by the public. She reveals that she's the owner of a tech companty that makes even more than Stark Industries and most the money she gets she uses to donate to good causes and doesn't spend too much on things she wants ('Cause she's financially responsible unlike her husband.) AND GIRL HID THAT SECRET SO WELL EVEN TONY DIDNT KNOW ABOUT IT AND JUST STARES AT HER LIKE SHE SAID SOMETHING OFFENSIVE AF cause she reveals it while giving a speech at a Stark Industries events and then fast forward months later these 2 keep hacking into their systems and messing up their own shit but reader keeps winning the prank wars, the other avengers are fed up afff then at the end those mfs propose at the same time through hacking their A.I. assistants or firewall or literally everything. (you decide)

Oh and if possible make them into a 2 part so I can have a very beautiful chaotic ass prank war fanfic. (It's okay if you just stuff it into one part or if you can't do this☺☺)

"CODE OF FIRE, CODE OF LOVE" — A Tony Stark (MCU) One Shot

SHIP: Tony Stark (MCU) x Fem!OC

WORDS: 2.280 words

There are whispers in the room, louder than the music. Soft champagne flutes clinking, camera flashes chasing diamonds, laughter strained through painted lips—all of it sounds like static to you now. You stand at the edge of the Stark Industries gala, poised in a dress that fits like it was sewn onto your very soul. Beautiful. Effortlessly so. But beauty, as you’ve learned, is a mask people love to talk to, and even more love to talk about.

Tonight, they’ve talked plenty. And not about the advancements Stark Industries made in clean energy. Not about the AI breakthroughs or the global humanitarian branches Tony fought tooth and nail to build.

No.

Tonight, the whispers are about you.

“She must be really good in bed.”

“A gold digger. You can see it in the way she moves—like she knows she’s lucky.”

“She hasn’t earned any of this. Look at her, just a trophy.”

You’ve heard these words since the moment you said “I do” to Tony Stark. The man you love. The man who sees stars in your eyes and not dollar signs. The man who never once questioned your worth. But that doesn’t mean the world hasn’t.

It’s funny. You built empires in silence. With elegance. With restraint. You could have bought this tower ten times over. But you didn’t. Because it was never about the spotlight. Never about ego.

You just wanted peace.

But peace has a price.

And tonight, the bill has come due.

You glance at Tony across the room. He’s radiant in his usual way—hands stuffed in his pockets, that crooked smirk playing on his lips as he listens to a board member, probably pretending to care. His suit is razor-sharp, just like his mind. You love the way his eyes search for you every few minutes like a compass needle always twitching toward North. You love him more than you’ve ever loved anything. He is chaos wrapped in genius, a hurricane who learned to anchor himself to your quiet gravity.

And he doesn’t know.

Not yet.

He doesn’t know that every night he thought you were working on charity audits or reading economic forecasts… you were engineering satellites, designing next-gen medical nanotech, running covert cybersecurity networks that governments begged for. He doesn’t know that while he bled in the spotlight, you bled in the dark—never for praise. Only for purpose.

You’d never planned to tell him. Not because you didn’t trust him, but because you wanted something that was yours. Untouched by legacy or expectation. Untouched by Stark.

But the whispers tonight? They’ve lit something inside you.

And fire does not go quietly.

Pepper’s on stage now, offering polite smiles and practiced words. You tune out most of it until she turns her head toward you and says brightly, “And now, we’d love to invite someone very special up here to say a few words—Y/N Stark.”

There it is.

You step forward as the spotlight finds you. The murmurs double. The cameras rise. You move like a ghost in heels—elegant, silent, unstoppable.

Tony’s watching you now, arms crossed, brow quirked. He’s curious. Maybe a little amused. He loves when you speak publicly—it surprises him every time. He still doesn’t know why you keep such a low profile. That’s just how you are, he tells himself. Shy genius. Private soul.

You reach the podium. The mic crackles.

You look out over the crowd. Old money. New vultures. Entitled smiles. Sneers disguised as curiosity. Your gaze slides past them all and lands on Tony. He raises his glass to you, winks. You don’t smile back.

You inhale.

Then you speak.

“I’ve been asked a lot of questions since marrying Tony Stark. Some polite. Most… not.” A ripple of laughter, awkward and thin.

You continue. “People want to know what I bring to the table. If I’m smart enough, good enough, worthy enough. They ask how a ‘nobody’ like me caught the eye of a genius like him.”

You pause.

“Let me answer.”

The silence now is full and deep. A vacuum. They’re listening.

“I am the founder and sole owner of Aurelius Technologies. You haven’t heard of it because I didn’t want you to. We operate under a portfolio of silent subsidiaries that have collectively out-earned Stark Industries for the last five years running.”

Gasps. Real ones. Sharp as glass.

Tony’s smile is frozen, faltering.

“I built it before I met Tony. While living in a shared apartment, eating instant noodles, working twenty-hour days. I coded my first AI at nineteen. I designed medical drones that saved lives in war zones. I developed green tech that corporations tried to bury because it was too efficient. And I gave it away. Because I could.”

Eyes. All on you. The women are shocked. The men are unsettled.

“I didn’t advertise any of it. Because my worth doesn’t live in headlines. Or stock prices. Or applause. I donated most of what I made. Quietly. Because power isn’t about what you keep. It’s about what you give.”

Your voice sharpens. Just enough.

“And I didn’t tell anyone—not even my husband—because I wanted a life that wasn’t measured by what I could build, but who I could be.”

Now you look at Tony.

Really look.

He is not blinking.

Not breathing.

“I never wanted to outshine him. But I won’t let people pretend I live in his shadow. I didn’t marry Tony for his money. I married him for the way he believes in things even when no one else does. I married him because his heart is louder than his genius.”

A beat.

“And, frankly, because he’s hot.”

Laughter breaks the tension. Some real. Some still stunned.

You smile now, but only at him.

“I don’t need your approval,” you finish, gaze sweeping the crowd again. “I just needed to say it out loud. For the women who’ve been underestimated. For the men who think brilliance wears only one face. And for myself.”

A pause. Breath. Silence.

Then, applause.

Not polite. Not obligatory. Thunderous.

You step down from the stage.

Tony is still standing there. Still staring. Glass forgotten in his hand. His jaw a fraction open like you just told him he was adopted.

You approach.

“I—” he starts, but stops.

“Surprise,” you say softly.

“You’re Aurelius?” he breathes, like it’s a curse and a prayer.

You nod.

He laughs. Then blinks. Then pulls you into him so fast your feet barely touch the ground.

“You incredible, devious, stunning son of a—” he whispers into your hair. “You really played me.”

You pull back just enough to look into his eyes. “I didn’t play you, Tony. I just didn’t want to be this for the world. I wanted to be me for you.”

His hands cup your face. “You are everything. Everything. Do you know what it’s like to fall in love with someone twice? Because I think I just did.”

You kiss him. Because no words will do now.

And somewhere behind you, the room watches the man who thought he knew everything… be utterly, beautifully, publicly humbled.

And love you even more for it.

It started with a line of code.

Tony should have known better.

You were the ghost in the machine long before you were the girl in his bed, the wife in his heart, the name inked beneath his ribs whether he liked it or not. He had underestimated you once. He would never do it again.

But that didn’t mean he wouldn’t try to beat you.

He thought he was clever, writing subroutines into your shared home AI. Thought you wouldn’t notice the nanosecond hiccup in F.R.I.D.A.Y.’s voice when she called you “Sweetheart” in his tone of voice. Thought you wouldn’t catch the thermal resync that cranked your morning coffee from pleasantly scalding to napalm.

You noticed.

And you retaliated.

The Stark Tower elevators began skipping his floor. His suits would snap shut an inch too tight. His toothbrush sang Bye Bye Bye in perfect sync every morning—until he learned to stop flinching.

You, however, didn’t stop.

You rewrote the sound files of his lab assistant bots. Dum-E began reciting Pride and Prejudice. Butterfingers played Oprah podcasts. U stopped obeying Tony entirely, instead pausing at inconvenient intervals to display curated Pinterest boards titled “Gift Ideas for Your Superior Wife.”

Tony called it cyberbullying.

You called it foreplay.

“War,” he declared one night, his bare chest glowing with the arc reactor’s quiet rhythm. “Total war. You understand this means we can never trust our devices again.”

You took the glass from his hand, sipped, and smirked. “You built them. I just reprogrammed them not to lie to us.”

Pepper caught wind of the chaos when her Friday meetings kept getting overrun by erotic text-to-speech haikus read in her own voice. Steve’s training programs glitched into pastel yoga flows. Natasha’s phone screen blinked with flirtatious offers from “Anonymous Admires You: Buy a Flamethrower on Etsy.” Bruce threatened to move back into the jungle. Sam nearly threw your shared AI out the window.

“STOP,” they all chorused at dinner one night, mid-explosion of Tony’s wine glass—sabotaged with a microscopic vibration hack you’d implanted via a birthday card.

“Stop what?” you and Tony said in sync, both utterly deadpan.

“YOU TWO,” Steve barked. “You’ve got a Cold War going on inside our entire system. My bank account’s been rerouting deposits to an alpaca rescue in Montana.”

“Yeah,” Clint muttered. “Thanks for that. I lost five grand.”

Tony sipped his wine from a coffee mug, smug. “Should’ve updated your firewall, Legolas.”

“It’s not funny,” Natasha said, exasperated, but her eyes flickered with reluctant amusement. “You two are weaponizing love. And Wi-Fi.”

“We’re not weaponizing love,” you replied coolly. “We’re just expressing it.”

“In code,” Tony added. “Beautiful, chaotic, bug-laced code.”

Sam pointed a fork at you both. “We are one hijacked satellite away from an international incident.”

You and Tony fist-bumped beneath the table.

But there was something deeper in it now.

Something that danced just beneath the teasing and the trickery.

Tony watched you across rooms like he was trying to map every galaxy in your gaze. He would touch your back like it anchored him. You’d catch his code open at 3AM—not for the arc reactor, not for the suits—but for you. New tech shaped like your laugh, new designs named after your heartbeat, new languages bent around the way you spoke truth.

You, too, found yourself checking your scripts not once but ten times—just to make sure they said enough. Said everything.

And then one night, it happened.

You walked into the lab, hair pulled up, eyes sharp, wearing his shirt. A normal evening, until everything went wrong.

Or right.

F.R.I.D.A.Y. flickered.

“Good evening, Mrs. Stark,” she said, a little too smoothly. “You have two hundred and seventy new system alerts. And one... emotional one.”

You raised an eyebrow. “Tony?”

No answer.

You moved to the console.

And that’s when everything began.

Every screen lit up—lab, kitchen, hallway, garage—every surface Tony had ever laid his hands on pulsed to life.

Your code. Your encryption. Overwritten.

But only for this.

On every screen:

"Marriage v1.0: Successful. Proposal v2.0: Pending Approval."

Your heart stuttered.

Then came the voices.

Not Tony’s.

Yours.

Clips from your past. From private logs you didn’t know he had access to. Voice memos you made to yourself, fragments of code-comment love letters.

“He looks at me like I’m the only thing worth breaking the universe for.”

“I never wanted a crown. I just wanted his chaos in my quiet.”

“If he asked again, I’d say yes every lifetime.”

You covered your mouth with your hand.

And then his voice cut in.

“Y/N.”

You turned.

He stood in the doorway.

No suit. No armor. Just Tony. Barefoot, beautiful, and terrified.

“I wanted to do it differently,” he said. “Bigger. Fancier. Less... hostile takeover of your AI. But this? This is us. Messy. Coded. Personal.”

You tried to speak. Couldn't.

“I didn’t know you when I married you,” he continued. “Not all the way. I loved what I saw. But I didn’t see the half of you. Now I do. And I’m not proposing to fix something. I’m proposing because I want to celebrate it.”

He stepped closer.

“Let’s do this again. This time knowing every part. The fire. The firewalls. The madness. The marriage.”

He held out a small device.

A nano-holo ring. Not tangible. Just light. Code. A symbol you could rewrite together, again and again.

The room shimmered.

Another screen lit behind him.

“RENEWAL REQUESTED: TONY STARK TO Y/N STARK. CONFIRM?”

You looked at him.

“You hacked my firewalls for this?”

He grinned. “Took me three months. I haven’t slept. I’m delirious. Marry me again before I pass out.”

You pressed your thumb to the console.

“CONFIRMED.”

Then your voice rang out from his AI.

Every Stark suit paused mid-hover. Every bot froze. Every file opened.

“Tony Stark, I hereby override your protocols and accept your second proposal. Effective immediately. You may now kiss your better half.”

His laughter was pure sunlight.

He crossed the space, kissed you like the first time all over again.

And maybe it was.

The others would scream when they saw what you two had done to the base code. Fury would probably explode. Rhodey would call you both lunatics. Pepper would sigh with a glass of wine and send the Avengers to dinner on another continent just to give you space.

But right now?

Right now you were two halves of the same encrypted flame.

Married again.

Code rewritten.

Love, rebooted.

[apieinvestavimapaprastai]

Discover the Synopsys stock price forecast for 2025–2029, with insights into financial performance, AI-driven growth, and investment tips. #Synopsys #SNPS #SNPSstock #stockpriceforecast #EDAsoftware #semiconductorIP #AIchipdesign #stockinvestment #financialperformance #Ansysacquisition #sharebuyback

[probablyasocialecologist]

The latest, AI-dedicated server racks contain 72 specialised chips from manufacturer Nvidia. The largest “hyperscale” data centres, used for AI tasks, would have about 5,000 of these racks.  And as anyone using a laptop for any period of time knows, even a single chip warms up in operation. To cool the servers requires water – gallons of it. Put all this together, and a single hyperscale data centre will typically need as much water as a town of 30,000 people – and the equivalent amount of electricity.  The Financial Times reports that Microsoft is currently opening one of these behemoths somewhere in the world every three days. Even so, for years, the explosive growth of the digital economy had surprisingly little impact on global energy demand and carbon emissions. Efficiency gains in data centres—the backbone of the internet—kept electricity consumption in check.  But the rise of generative AI, turbocharged by the launch of ChatGPT in late 2022, has shattered that equilibrium. AI elevates the demand for data and processing power into the stratosphere. The latest version of OpenAI’s flagship GPT model, GPT-4, is built on 1.3 trillion parameters, with each parameter describing the strength of a connection between different pathways in the model’s software brain.  The more novel data that can be pushed into the model for training, the better – so much data that one research paper estimated machine learning models will have used up all the data on the internet by 2028. Today, the insatiable demand for computing power is reshaping national energy systems. Figures from the International Monetary Fund show that data centres worldwide already consume as much electricity as entire countries like France or Germany. It forecasts that by 2030, the worldwide energy demand from data centres will be the same as India’s total electricity consumption. 

30 May 2025

[asestimationsconsultants]

Why Every Contractor Needs a Professional Construction Estimating Service

Introduction

In the competitive construction industry, accurate cost estimation is critical for project success. Contractors who rely on guesswork or outdated methods often face budget overruns, delays, and lost profits. A construction estimating service provides precise cost calculations, helping contractors streamline bidding, manage expenses, and increase profitability.

With market fluctuations, labor shortages, and rising material costs, contractors need professional estimating solutions to stay ahead. This article explores why every contractor should invest in a professional construction estimating service and how it improves efficiency, cost control, and business growth.

The Importance of a Construction Estimating Service for Contractors

A professional construction estimating service provides accurate and detailed cost breakdowns for labor, materials, equipment, and overhead. Key benefits include:

Precision in Costing – Reduces errors and miscalculations in project estimates.

Competitive Bidding – Helps contractors submit accurate, profitable bids.

Time Savings – Speeds up the estimating process with automation and data integration.

Risk Reduction – Identifies potential financial risks before they impact the project.

Profit Maximization – Ensures projects are financially viable from start to finish.

Key Reasons Why Contractors Need a Construction Estimating Service

1. Accurate Cost Estimation Reduces Budget Overruns

Incorrect estimates can lead to unexpected costs, forcing contractors to absorb financial losses or delay project completion. A construction estimating service ensures every cost component is accurately accounted for, including:

Material costs based on current market prices.

Labor wages, including overtime and specialized work.

Equipment rental and operational expenses.

Permits, insurance, and other indirect costs.

With precise estimates, contractors can maintain financial control and avoid budget shortfalls.

2. Streamlining the Bidding Process

Winning bids while maintaining profitability is a challenge for contractors. A professional estimating service helps create competitive yet realistic bid proposals.

Provides detailed breakdowns to justify bid amounts.

Enhances credibility with clients by showing accurate cost projections.

Reduces the risk of underbidding or overpricing, improving win rates.

3. Saves Time and Increases Efficiency

Manual cost estimation is time-consuming and prone to errors. Modern estimating services use automation and AI-driven tools to speed up the process.

Cuts down estimating time from days to hours.

Automates repetitive calculations and takeoffs.

Allows contractors to focus on project execution rather than number-crunching.

4. Enhances Cash Flow and Financial Planning

Uncontrolled costs can lead to cash flow problems, delaying supplier payments and payroll. A construction estimating service helps contractors:

Plan expenses in advance to avoid financial bottlenecks.

Allocate funds efficiently across different project phases.

Ensure steady cash flow by predicting costs accurately.

5. Minimizes Material Wastage and Resource Mismanagement

Ordering too much or too little material can impact a project's budget and timeline. A professional estimating service provides precise quantity takeoffs to optimize material usage.

Prevents material shortages that can halt work.

Reduces waste and unnecessary expenditures.

Improves procurement planning for bulk discounts.

6. Improves Profit Margins and Business Growth

Every dollar saved in estimation translates to higher profits. A reliable construction estimating service allows contractors to:

Identify cost-saving opportunities in procurement and labor.

Reduce rework costs by providing more accurate project estimates.

Maintain a competitive edge by offering precise and transparent pricing.

7. Real-Time Market Data for Better Decision-Making

Material and labor prices fluctuate based on market demand. Professional estimating services integrate real-time data, ensuring:

Estimates reflect current market conditions.

Contractors can adjust budgets based on material price trends.

Clients receive up-to-date and realistic project cost projections.

8. Integration with Project Management and Accounting Software

Modern estimating services work seamlessly with construction management tools, allowing contractors to:

Sync cost estimates with project schedules.

Track expenses in real time to prevent overspending.

Generate automated reports for financial planning.

9. Better Risk Management and Contingency Planning

Every construction project has uncertainties, from weather delays to design changes. A professional estimating service helps contractors:

Identify risks before they impact project costs.

Allocate contingency funds to cover unexpected expenses.

Reduce financial strain caused by unforeseen events.

10. Compliance with Industry Standards and Regulations

Legal and safety compliance costs must be factored into estimates. Professional estimating services ensure:

Accurate calculations of permit fees and regulatory costs.

Inclusion of safety and environmental compliance expenses.

Avoidance of financial penalties due to non-compliance.

How to Choose the Right Construction Estimating Service

Contractors should look for estimating services that offer:

Accuracy and Reliability – Proven track record in delivering precise estimates.

Integration Capabilities – Compatibility with project management and accounting tools.

Cloud-Based Access – Remote access to estimates for better collaboration.

Real-Time Cost Updates – Automatic adjustments for changing market prices.

User-Friendly Interface – Easy-to-use platform that simplifies estimation.

Conclusion

A construction estimating service is no longer an option but a necessity for contractors who want to remain competitive, profitable, and efficient. It streamlines cost estimation, enhances bidding accuracy, and ensures projects stay within budget.

By investing in a professional estimating service, contractors can save time, reduce financial risks, and maximize profits. Whether handling small renovations or large-scale commercial builds, an accurate and reliable estimating solution is the key to sustainable business growth.