#ibm i solutions provider

[reasonsforhope]

"Major technology companies signed a pact on Friday to voluntarily adopt "reasonable precautions" to prevent artificial intelligence (AI) tools from being used to disrupt democratic elections around the world.

Executives from Adobe, Amazon, Google, IBM, Meta, Microsoft, OpenAI, and TikTok gathered at the Munich Security Conference to announce a new framework for how they respond to AI-generated deepfakes that deliberately trick voters. 

Twelve other companies - including Elon Musk's X - are also signing on to the accord...

The accord is largely symbolic, but targets increasingly realistic AI-generated images, audio, and video "that deceptively fake or alter the appearance, voice, or actions of political candidates, election officials, and other key stakeholders in a democratic election, or that provide false information to voters about when, where, and how they can lawfully vote".

The companies aren't committing to ban or remove deepfakes. Instead, the accord outlines methods they will use to try to detect and label deceptive AI content when it is created or distributed on their platforms. 

It notes the companies will share best practices and provide "swift and proportionate responses" when that content starts to spread.

Lack of binding requirements

The vagueness of the commitments and lack of any binding requirements likely helped win over a diverse swath of companies, but disappointed advocates were looking for stronger assurances.

"The language isn't quite as strong as one might have expected," said Rachel Orey, senior associate director of the Elections Project at the Bipartisan Policy Center. 

"I think we should give credit where credit is due, and acknowledge that the companies do have a vested interest in their tools not being used to undermine free and fair elections. That said, it is voluntary, and we'll be keeping an eye on whether they follow through." ...

Several political leaders from Europe and the US also joined Friday’s announcement. European Commission Vice President Vera Jourova said while such an agreement can’t be comprehensive, "it contains very impactful and positive elements".  ...

[The Accord and Where We're At]

The accord calls on platforms to "pay attention to context and in particular to safeguarding educational, documentary, artistic, satirical, and political expression".

It said the companies will focus on transparency to users about their policies and work to educate the public about how they can avoid falling for AI fakes.

Most companies have previously said they’re putting safeguards on their own generative AI tools that can manipulate images and sound, while also working to identify and label AI-generated content so that social media users know if what they’re seeing is real. But most of those proposed solutions haven't yet rolled out and the companies have faced pressure to do more.

That pressure is heightened in the US, where Congress has yet to pass laws regulating AI in politics, leaving companies to largely govern themselves.

The Federal Communications Commission recently confirmed AI-generated audio clips in robocalls are against the law [in the US], but that doesn't cover audio deepfakes when they circulate on social media or in campaign advertisements.

Many social media companies already have policies in place to deter deceptive posts about electoral processes - AI-generated or not... 

[Signatories Include]

In addition to the companies that helped broker Friday's agreement, other signatories include chatbot developers Anthropic and Inflection AI; voice-clone startup ElevenLabs; chip designer Arm Holdings; security companies McAfee and TrendMicro; and Stability AI, known for making the image-generator Stable Diffusion.

Notably absent is another popular AI image-generator, Midjourney. The San Francisco-based startup didn't immediately respond to a request for comment on Friday.

The inclusion of X - not mentioned in an earlier announcement about the pending accord - was one of the surprises of Friday's agreement."

-via EuroNews, February 17, 2024

--

Note: No idea whether this will actually do much of anything (would love to hear from people with experience in this area on significant this is), but I'll definitely take it. Some of these companies may even mean it! (X/Twitter almost definitely doesn't, though).

Still, like I said, I'll take it. Any significant move toward tech companies self-regulating AI is a good sign, as far as I'm concerned, especially a large-scale and international effort. Even if it's a "mostly symbolic" accord, the scale and prominence of this accord is encouraging, and it sets a precedent for further regulation to build on.

[shadowglitch90]

Retro computer emulation/virtualization resources

Not too long ago, it was one of my hobbies to recreate and emulate old machines and try to use them in a somewhat 'legit' way in order to experience how using them in an accurate time-period might have felt like. While it's always better to use a real machine, it's also important to note that time-accurate machines are essentially a 'ticking bomb'. Some of the electronics inside can go bad at any given time, like capacitors, and other critical components might also go bad due to humidity, moisture in the air, changes in temperature, etc. Plus, they are not always cheap and they take space that you might not have.

This is why I prefer using emulators and virtualization software in order to virtualize a time-period accurate machine that I can use. This is the software I found that I like the most, and what systems I use them for.

DOSbox-X

This is a modified version of DOSBox that includes support for multiple video devices including 3dfx emulation (Voodoo), networking, and even printer support (emulated, but AFAIK it only prints in black and white). It's perfect for MS-DOS and Windows (1-3.11) emulation. Technically you could even install Windows 95 in it.

86-box

This is the way to go if you want to emulate old retro systems. No questions. The best part of it is how flexible it is. You can select the motherboard, the processor you want to emulate, the video card, you can also enable 3dfx support up to the Voodoo 2 (but it also emulates a Voodoo3 and the Banshee), sound card, literally every detail. It's like building a PC, but virtually. And it has hardware from the old 8086 IBM PCs to more modern Pentium 2 machines. It also has network and printer support.

The downside is that since it's low-level emulation, you need a 'beefy' CPU with very good single thread performance in order for more modern systems like Windows 9x and ME to run more smoothly. Another flaw is that for some reason the FP emulation for older processors doesn't work properly for some reason, so you might prefer to use DOSBox-X if you want DOS emulation. The 3dfx emulation is also 'so-so' and not very great, but it works.

It also requires valid ROMs, but you can search for a valid ROMset online (check Github) if you want to use it. For legal reasons, I can't provide links to them, but they are not hard to find.

VMWare Workstation Player

I choose VMWare over other virtualization solutions because of it's graphic drivers capable of running relatively new games from the mid 2000s, and because unlike VirtualBox (since version 6) it still supports old Windows versions, including XP, 9x, ME and old NT systems.

Broadcom wants you to buy a license for the Pro version so they hide the links to the free Workstation Player version. But they are still available and they even release updates once in a while (yes, it's free of charge).

In the link I'm providing, go to the 'player' folder and select the latest version (higher number, now it's 17.6.1) and your system to download VMWare Workstation Player. Then go to the 'ws' folder and select the same version and system, but then select 'packages' to download a matching copy of vmware tools.

Finding software

If you need software, there are three places you need to look for. One is archive.org, the other is WinWorld PC, and the other is Vetusware (requires an account). I can't provide links so search for them on your own. I also browse sites like oldversion.com, but I don't trust these too much, so go at your own risk (or better yet, don't). Naturally you should always buy the software you use, whenever it's possible, and use backups of your legally owned software.

Did you like this post?

I will make more posts in the future about how to set up these emulated machines and how I work with them.

[therewillbebetterdays1717]

GREAT OPPORTUNITY! This is the link to the American Dream Academy! It's an official partnership between the Milken Center and Coursera to provide learners FREE access to Coursera courses from top companies like IBM, Meta, Google, Amazon, Intuit, and Salesforce focused on in-demand skills like data analysis, IT support, cybersecurity, project management, UX Design, front-end and back-end development, sales operations and development, cloud solutions architecture, bookkeeping, and digital marketing.

They also provide FREE courses that will help you build soft skills such as communications, critical thinking, leadership, financial literacy, human skills and growth mindset.

I'm personally taking a bunch of courses myself and I can fully say that this is legit! I'm taking Frontend Development and Backend Development from Meta and the UX Design Course from Google. It's great because usually these courses cost a lot of money but I'm doing it all and getting certified for FREE! I already have a few certificates under my belt that I can use on my resume! ���

Unfortunately, the American Dream Academy program will be ending in 2024 and the last day to sign up for this is NOVEMBER 1st! (They extended the deadline) Make sure you sign up by this date so you don't miss out! 💞

[industrystudyreport]

AI in Action: Intelligent Solutions for the Document Management System Market

The global document management system market was valued at USD 7.68 billion in 2024 and is projected to reach USD 18.17 billion by 2030, demonstrating a robust Compound Annual Growth Rate (CAGR) of 15.9% from 2025 to 2030. This expansion is primarily fueled by organizations' increasing need to securely manage and store vast volumes of digital information.

As businesses worldwide embrace digital transformation and move towards paperless operations, the demand for effective solutions for document storage, retrieval, and management has escalated. The accelerated adoption of cloud-based DMS solutions has further spurred this trend, offering businesses scalable, cost-effective, and readily accessible options. Moreover, the heightened focus on compliance and regulatory mandates is significantly contributing to the growth of the DMS industry. Enterprises operating in heavily regulated sectors like healthcare, finance, and legal are increasingly implementing DMS to ensure strict adherence to data security, privacy, and record-keeping regulations. These systems facilitate streamlined audits, maintain secure document trails, and mitigate the risk of non-compliance penalties.

Key Market Trends & Insights:

Regional Leadership: The North American document management system market commanded a substantial revenue share of almost 40.0% in 2024, driven by the escalating demand for digital transformation across various industries.

Component Dominance: The software segment held the largest market share, exceeding 67.0% of the revenue in 2024. This dominance is attributed to the growing demand for cloud-based, AI-driven, and compliance-ready solutions.

Deployment Preference: The cloud segment led the market with a revenue share of over 67.0% in 2024. This is propelled by the integration of advanced technologies such as Artificial Intelligence (AI), Machine Learning (ML), and Robotic Process Automation (RPA) into cloud DMS platforms.

Enterprise Size Leadership: Large enterprises accounted for nearly 67.0% of the market's revenue share in 2024. This is due to the immense volume of enterprise-grade documents they manage and their critical need for scalable, secure, and intelligent document workflows.

End-Use Sector Dominance: The healthcare segment generated over 23.0% of the market's revenue share in 2024. A significant driver here is the accelerating shift towards Electronic Health Records (EHRs) and paperless systems within the healthcare industry.

Order a free sample PDF of the Document Management System Market Intelligence Study, published by Grand View Research.

Market Size & Forecast

2024 Market Size: USD 7.68 billion

2030 Projected Market Size: USD 18.17 billion

CAGR (2025-2030): 15.9%

North America: Largest market in 2024

Asia Pacific: Fastest growing market

Key Companies & Market Share Insights

Leading companies in the document management system (DMS) industry, including Microsoft, IBM Corporation, Oracle Corporation, Open Text Corporation, and Hyland Software, Inc., are actively engaged in strategic initiatives to enhance their competitive edge. These strategies largely involve new product development, forging partnerships and collaborations, and entering into agreements.

Illustrative of these efforts, in April 2025, Hyland Software, Inc. significantly expanded its product offerings by integrating advanced AI capabilities. Through substantial updates to Hyland Automate, Hyland Knowledge Discovery, and key improvements to Hyland OnBase and Hyland Alfresco, the company aims to provide organizations with sophisticated tools for optimizing content, processes, and application intelligence. Their Hyland Content Intelligence product line is designed to empower businesses with actionable insights derived from simple natural language queries, thereby streamlining complex searches and delivering precise information from vast enterprise content.

Similarly, in March 2025, IBM Corporation launched IBM Storage Ceph as a Service, broadening its suite of flexible on-premises infrastructure solutions. This new service complements IBM Power delivered as a service, offering a distributed compute platform with diverse form factors and adaptable consumption models. The IBM Storage Ceph service facilitates the integration of cloud-based solutions with on-premises environments, providing a unified software-defined storage solution that encompasses block, file, and object data. Its goal is to help organizations eliminate data silos and modernize their data lakes and virtual machine storage, delivering a seamless cloud storage experience within their own data centers.

Further demonstrating industry innovation, in December 2024, OpenText introduced Core Digital Asset Management (Core DAM). This solution is engineered to optimize the digital content supply chain by incorporating powerful features that yield tangible results. Core DAM leverages practical AI to automate tasks such as image tagging, video transcript generation, and the creation of design inspiration images using OpenText Experience Aviator, significantly boosting the efficiency and accuracy of creative workflows. It also provides global content access, enabling users to generate instant links for high-performance display worldwide.

Key Players

Agiloft, Inc.

Alfresco Software Inc.

Cflowapps

DocLogix

Hyland Software, Inc.

IBM Corporation

Integrify

Browse Horizon Databook for Global Document Management System Market Size & Outlook

Conclusion

The document management system (DMS) market is rapidly growing, driven by the need for secure digital information management and paperless transitions. Cloud-based solutions and regulatory compliance are key growth factors. North America leads the market, with software and cloud deployments dominating. Large enterprises and the healthcare sector are major adopters. Leading companies are innovating with AI and strategic collaborations to enhance their offerings.

[nucotdata]

NUCOT – Empowering IT Careers with Skills, Confidence & Opportunity

Nucot-Software Training and Placement Company

In today’s fast-evolving digital economy, having technical skills is only one part of the equation. What truly matters is industry-relevant training, practical experience, and job-ready confidence—and that’s exactly what NUCOT stands for. As a trusted name in IT training and staffing, NUCOT (Nuage Compusys Technologies Pvt. Ltd.) has become a bridge between aspiring professionals and the tech industry.

💼 Who We Are

Founded in 2010 and headquartered in Bangalore, NUCOT has grown into a reputable brand in the fields of IT training, career transformation, and staffing solutions. Over the past decade, we've helped thousands of students and job seekers transition into meaningful roles in top tech companies.

Our brand is built on trust, expertise, and results. We are not just a training institute; we are a career partner. From training to placement, NUCOT supports every step of the journey.

🎯 What Makes NUCOT Unique?

1. Industry-Aligned Training

Our training programs are designed by professionals who understand what companies expect from candidates. We offer hands-on training in:

Data Science with Python

Artificial Intelligence & Machine Learning

Deep Learning

Manual & Automation Testing

Core Java & Advanced Java

Each program includes live sessions, real-world projects, and mock interviews, ensuring students are not just learning — they’re getting ready for the real world.

2. 100% Placement Assistance

NUCOT has earned a reputation for delivering on its placement promise. We provide:

Resume building support

Mock interviews with HR and technical experts

Job referrals to top companies like HP, IBM, Accenture, Mphasis, and Unisys

Our strong ties with the IT industry mean students are not left on their own after training—we walk the path with them until they’re hired.

3. Experienced Mentors

The heart of NUCOT’s brand lies in its dedicated trainers. Experts like Hemavathi, Karunya, and others bring years of industry experience and a passion for teaching. They offer:

Personalized attention

Daily follow-ups

Live problem-solving This mentorship helps students overcome their doubts and grow in confidence.

4. Flexible Learning Modes

We understand that every learner is different. That’s why NUCOT offers:

Online training for remote learners

Classroom training at our Bangalore centre

Weekend and weekday batches for working professionals and students alike

This flexibility allows students to learn on their own terms without compromising quality.

🏆 NUCOT’s Brand Promise

At NUCOT, our brand is built around one simple promise: “Get Trained. Get Certified. Get Hired.”

This isn’t just a tagline—it’s a commitment. We don’t just provide knowledge; we build careers. Every learner is treated as a long-term partner, and we invest in their growth until they achieve success.

💬 What Our Learners Say

“NUCOT helped me shift from a non-IT background to a full-time role in a reputed MNC. The trainers were extremely supportive and the placement support was genuine and effective.” – Priya S., Data Science Trainee

“I had zero knowledge of testing tools when I joined. Today, I am working as a QA Analyst in Bangalore. Thanks to NUCOT for making it possible!” – Ravi K., Software Testing Graduate

🌐 Our Brand Footprint

NUCOT has trained students from across India and abroad. With an increasing online presence, we’re expanding our reach to students from:

Karnataka, Tamil Nadu, Andhra Pradesh, Telangana

Maharashtra, Gujarat, Delhi NCR, and beyond

Our alumni work in top organizations, and their success stories are the strongest representation of what NUCOT stands for.

📈 Looking Ahead

As we move forward, NUCOT is committed to:

Introducing new-age courses in AI, cloud, DevOps, and cybersecurity

Building global collaborations for certifications and internship opportunities

Expanding our placement partnerships with more companies in India and overseas

🔚 Conclusion: Why Choose NUCOT?

NUCOT isn’t just another IT training company—it’s a brand built on transformation. We understand what companies want, what students need, and how to bridge that gap with skill, strategy, and sincerity.

If you’re looking to launch or shift your career in IT, there’s no better place to start than NUCOT. Our training is focused, our mentors are experienced, and our results speak for themselves.

[why5x5]

Scary scary 1976 movie

You have meddled with the primal forces of nature, Mr. Beale, and I won't have it! Is that clear? You think you've merely stopped a business deal. That is not the case! The Arabs have taken billions of dollars out of this country, and now they must put it back! It is ebb and flow, tidal gravity! It is ecological balance! You are an old man who thinks in terms of nations and peoples. There are no nations. There are no peoples. There are no Russians. There are no Arabs. There are no third worlds. There is no West. There is only one holistic system of systems, one vast and immane, interwoven, interacting, multivariate, multinational dominion of dollars. Petro-dollars, electro-dollars, multi-dollars, reichmarks, rins, rubles, pounds, and shekels. It is the international system of currency which determines the totality of life on this planet. That is the natural order of things today. That is the atomic and subatomic and galactic structure of things today! And YOU have meddled with the primal forces of nature, and YOU… WILL… ATONE! Am I getting through to you, Mr. Beale? You get up on your little twenty-one inch screen and howl about America and democracy. There is no America. There is no democracy. There is only IBM, and ITT, and AT&T, and DuPont, Dow, Union Carbide, and Exxon. Those are the nations of the world today. What do you think the Russians talk about in their councils of state, Karl Marx? They get out their linear programming charts, statistical decision theories, minimax solutions, and compute the price-cost probabilities of their transactions and investments, just like we do. We no longer live in a world of nations and ideologies, Mr. Beale. The world is a college of corporations, inexorably determined by the immutable bylaws of business. The world is a business, Mr. Beale. It has been since man crawled out of the slime. And our children will live, Mr. Beale, to see that… perfect world… in which there's no war or famine, oppression or brutality. One vast and ecumenical holding company, for whom all men will work to serve a common profit, in which all men will hold a share of stock. All necessities provided, all anxieties tranquilized, all boredom amused. And I have chosen you, Mr. Beale, to preach this evangel.

Howard Beale: Why me?

Arthur Jensen: Because you're on television, dummy. Sixty million people watch you every night of the week, Monday through Friday.

Howard Beale: I have seen the face of G-d.

Arthur Jensen: You just might be right, Mr. Beale.

[blogwithme01]

Why IT Companies in Hinjewadi Are Powering Pune’s Tech Revolution

In the last two decades, Pune has transformed from a cultural city into one of India’s premier technology destinations. A major contributor to this transformation is Hinjewadi, a thriving suburb that has evolved into a global IT hotspot. Today, IT companies in Hinjewadi are not just creating jobs—they are driving digital innovation, empowering startups, and contributing massively to India's IT exports.

The Strategic Growth of Hinjewadi

Hinjewadi's rise began with the development of the Rajiv Gandhi Infotech Park, which was built to house and support information technology and software companies. Spread across Phases I, II, and III (with future phases in planning), this tech park is managed by the Maharashtra Industrial Development Corporation (MIDC).

One of Hinjewadi’s biggest advantages is its strategic location. It is directly connected to the Mumbai-Pune Expressway, making it easily accessible for professionals traveling between two of Maharashtra’s most prominent cities. The upcoming Pune Metro Line 3, which will pass through Hinjewadi, is expected to make commuting even more efficient.

Major IT Companies in Hinjewadi

The list of top IT companies in Hinjewadi reads like a who’s who of the global technology world:

Infosys – A technology giant with one of its largest campuses in Hinjewadi, providing software services and consulting globally.

TCS (Tata Consultancy Services) – TCS has a massive presence here, delivering technology and business solutions across industries.

Wipro – Offering digital transformation, consulting, and business services, Wipro is a key player in Hinjewadi’s growth.

Capgemini – With several offices in the region, Capgemini brings in a strong international focus to Pune’s tech ecosystem.

Cognizant – Known for enterprise IT, Cognizant manages critical projects for its global clients from Hinjewadi.

Tech Mahindra – A major IT firm focusing on network services, AI, and automation.

HCLTech, Accenture, and IBM – These global companies also operate major service and development centers from Hinjewadi.

Apart from these multinational corporations, many mid-level IT firms and startups have set up operations in Hinjewadi to leverage its infrastructure and talent pool.

Why Companies Choose Hinjewadi

Talent Availability: Pune’s universities and engineering colleges supply a consistent pipeline of highly skilled graduates.

Business Ecosystem: From coworking spaces to accelerators and IT events, Hinjewadi offers a vibrant startup and corporate ecosystem.

Work-Life Balance: With modern residential complexes, hospitals, malls, and restaurants, Hinjewadi is ideal for professionals to live and work.

The Future of IT in Hinjewadi

The future of IT companies in Hinjewadi looks bright. Government-backed smart city projects, better transportation, and increasing international interest are all driving continued investment. With AI, cloud, IoT, and digital services becoming mainstream, companies based in Hinjewadi are perfectly placed to lead India’s next tech wave.

Conclusion

From large enterprises to agile startups, IT companies in Hinjewadi are making a global impact. With strong infrastructure, an educated workforce, and a thriving tech ecosystem, Hinjewadi is not just Pune’s IT engine—it’s a key pillar of India’s digital economy.

[aspire-blog]

How Small Language Models Boost Efficiency in Industries

In recent years, small language models (SLMs) have reshaped industries, streamlined customer service, and transformed workflows in fields like healthcare, education, and finance. While larger models like OpenAI’s GPT-3 and GPT-4 often steal the spotlight, SLMs are gaining traction for their efficiency, scalability, and practicality. These compact AI systems, designed to process and understand natural language with fewer parameters and less computing power, may be significantly smaller than their larger counterparts but still perform a wide range of tasks—text generation, translation, summarization, sentiment analysis, and more—with remarkable efficiency. 

SLMs offer faster, cost-effective, and less resource-intensive solutions, making them ideal for businesses or applications with limited computing resources. 

Why Small Language Models Matter 

SLMs shine in several key areas: 

In practice, SLMs don’t just automate tasks—they spark innovation across various fields. 

Customer Support: Revolutionizing Service with AI 

Customer service often involves repetitive, time-consuming tasks where agents answer similar questions repeatedly. Small language models, used in AI chatbots, allow businesses to manage thousands of customer inquiries with minimal human intervention. This delivers quick, accurate responses to common questions, freeing human agents to tackle more complex issues. 

Behind the Scenes: SLMs process customer messages through natural language understanding, interpret intent, retrieve relevant information from databases or knowledge bases, and generate clear, accurate responses. They track customer interactions over time, enabling consistent replies across diverse inquiries. For complex issues, the ai services escalates to human agents and can analyse sentiment to adjust responses for a more personalised experience. 

Example: Zendesk’s Answer Bot uses AI to address FAQs like “How do I reset my password?” or “Where is my order?” by pulling answers from a company’s knowledge base. This reduces wait times, improves customer satisfaction, and allows human agents to focus on intricate problems. 

Healthcare: Streamlining Administration and Diagnostics 

Healthcare providers handle massive datasets—patient records, test results, and research papers—that can overwhelm staff. SLMs simplify these tasks by quickly processing information, aiding diagnostics, conducting initial symptom checks, and documenting patient histories, allowing professionals to focus on patient care. 

How They Operate: SLMs analyze extensive datasets, such as patient records or clinical summaries, to assist with scheduling, billing, and documentation. They support diagnostics by reviewing patient data, suggesting treatments, and flagging urgent issues. In some cases, SLMs perform symptom triage, provide preliminary diagnoses, and prioritize complex cases for physicians, even identifying early warning signs of potential health issues. 

Example: IBM Watson for Health processes vast amounts of medical data. Watson for Oncology, for instance, reviews cancer research and patient records to help oncologists recommend personalized treatment plans, saving time and improving patient outcomes. 

Education: Personalizing Learning Experiences 

SLMs transform education by explaining complex concepts, acting as virtual tutors, and assessing student progress in real time, making learning more flexible and accessible for students at all levels. 

Their Approach: SLMs analyze students’ learning patterns and adjust content accordingly. If a student struggles, the AI provides alternative explanations, additional examples, or extra practice. Real-time feedback, comprehension checks, and quizzes track progress, creating a customized learning experience that adapts to individual needs. 

Example: Khan Academy uses AI to provide on-demand help, guiding students with hints and steps tailored to their pace. The system adjusts lessons based on performance, making education more accessible and effective, even in remote regions. 

Marketing: Streamlining Content Creation and Targeting 

Marketing teams need to produce engaging content quickly. SLMs automate content creation, allowing marketers to focus on strategy and campaign optimization for better results. 

The Process: SLMs analyze customer data—demographics, purchase history, and browsing habits—to create personalized marketing content. They automate tasks like generating ad copy, emails, product descriptions, and social media posts. By analyzing campaign performance through A/B testing, SLMs refine strategies to improve engagement and conversions. 

Example: Copy.ai acts as a virtual copywriter, producing high-quality blog posts, ad copy, and social media content. This reduces manual effort, allowing marketers to focus on creative strategy and targeted campaigns. 

Finance: Automating Reports and Insights 

Finance professionals manage vast datasets and require timely insights for decision-making. SLMs automate report generation, financial analysis, and client query responses, reducing manual work, minimizing errors, and speeding up decisions. 

How It Functions: SLMs process financial data—transaction records, statements, and market trends—to generate reports like profit and loss statements or forecasts. They flag anomalies or unusual transactions for risk management, helping professionals address issues before they escalate. 

Example: KPMG uses AI to streamline audits and compliance, analyzing financial data for discrepancies or risks. This saves time on manual checks, predicts market trends, and provides clients with actionable insights for better decisions. 

Legal Services: Speeding Up Document Review and Contracts 

The legal industry spends significant time reviewing contracts and documents. SLMs automate these tasks by scanning for key clauses, suggesting edits, and reducing time spent on routine work, freeing legal professionals for strategic tasks. 

Their Mechanism: SLMs review large legal texts, identifying critical clauses or problematic wording in contracts and suggesting edits based on legal standards. They also assist with legal research by sifting through case law, statutes, and opinions to provide relevant precedents for complex questions. 

Example: ROSS Intelligence uses AI to help lawyers research by answering specific questions, like “What are the precedents for breach of contract in this jurisdiction?” It retrieves relevant legal documents, saving time and improving efficiency. 

Retail: Enhancing the Shopping Experience 

SLMs improve retail by offering personalized product recommendations, managing inventory, and automating customer service, leading to better customer satisfaction and business performance. 

How They Work: SLMs track customer behavior—purchase history, searches, and browsing patterns—to recommend relevant products. For example, a customer buying athletic wear might receive suggestions for matching accessories. SLMs also analyze trends to predict demand, optimizing inventory management. 

Example: Amazon’s recommendation engine uses AI to suggest products based on browsing and purchase history. These recommendations evolve with each interaction, creating a personalized shopping experience that boosts sales and customer loyalty. 

Human Resources: Simplifying Hiring and Management 

HR departments handle repetitive tasks like resume screening and employee queries. SLMs automate these processes, allowing HR professionals to focus on talent development, employee engagement, and strategic goals. 

Their Role: SLMs screen resumes by matching keywords, conduct initial candidate interviews, and answer common employee questions. They analyze performance data and feedback to identify improvement areas and recommend tailored training or support. 

Example: HireVue uses AI to evaluate video interview responses, analyzing tone, word choice, and body language to assess candidate suitability. This reduces hiring time and allows HR teams to focus on final selections. 

Conclusion 

Small language models streamline operations by automating tasks, processing vast datasets, and generating human-like text, making them invaluable for businesses worldwide. Their ability to reduce costs, save time, and improve user experiences is transforming industries. From healthcare to retail, SLMs simplify complex processes, reduce human workload, and drive efficiency. As technology advances, these models will continue to reshape how businesses and industries operate, paving the way for a more efficient future.

[programmersio]

Top 7 IBM i Solutions Providers for Enterprise Modernization

IBM i (AS/400, iSeries) systems continue to play a vital role in enterprises worldwide. However, as businesses evolve, modernizing legacy applications becomes crucial to maintaining efficiency, security, and competitiveness.

Here are the top 7 IBM i solutions providers specializing in enterprise modernization.

1. IBM

IBM, the original creator of IBM i, remains at the forefront of modernization efforts. With robust cloud solutions, AI integration, and security enhancements, IBM offers a comprehensive suite of modernization services. Their Power Systems and hybrid cloud solutions help enterprises transition seamlessly to modern environments while leveraging their existing infrastructure.

2. Programmers.io

Programmers.io is a leading IBM i solutions provider known for its expertise in application modernization, API enablement, and cloud migration. The company offers customized modernization strategies, helping businesses transition legacy systems into scalable, future-ready applications with minimal disruption.

3. Infoview Systems

Infoview Systems specializes in IBM i integration, API development, and cloud connectivity. Their expertise in IBM i connectors allows businesses to integrate their legacy systems with modern applications, unlocking new efficiencies and automation capabilities.

4. GlassHouse

GlassHouse provides end-to-end IBM i modernization services, including cloud migration, security enhancements, and managed services. With a focus on optimizing performance and reliability, GlassHouse helps enterprises extend the life of their IBM i environments while preparing for the future.

5. Procern

Procern is a trusted name in IBM i application development, migration, and support services. Their expertise in modernizing RPG-based applications and implementing DevOps practices ensures smoother transitions for enterprises looking to enhance their IBM i environments.

6. LANSA

LANSA is known for its low-code development platform, enabling businesses to modernize IBM i applications with minimal coding efforts. Their solutions help enterprises quickly transform green-screen applications into web and mobile-friendly interfaces, improving user experience and efficiency.

7. Profound Logic

Profound Logic specializes in IBM i GUI modernization, API development, and cloud enablement. Their suite of tools helps enterprises seamlessly transition from legacy interfaces to intuitive, web-based applications while maintaining the integrity of their existing IBM i systems.

Conclusion

Modernizing IBM i environments is essential for enterprises looking to stay competitive in today’s digital landscape. Whether it’s application transformation, cloud migration, or API integration, these top 7 IBM i solutions providers offer the expertise and tools needed to drive enterprise modernization forward. Choosing the right provider ensures a smooth transition and maximized ROI on IBM i investments.

[ameceeashish]

Best B.Tech in CSE Course in Dehradun: Boost Your Career in Tech Industry

The world is witnessing a digital transformation like never before, and at the heart of this revolution lies Computer Science Engineering (CSE). As industries rapidly adopt cutting-edge technologies like AI, Machine Learning, Blockchain, and Cybersecurity, pursuing a B.Tech in CSE can open doors to endless possibilities. If you're planning to build a career in tech and looking for the best B.Tech in CSE course in Dehradun, this guide is tailored just for you.

Why Choose Dehradun for B.Tech in Computer Science Engineering?

Dehradun, known for its serene environment and academic excellence, is fast emerging as a prominent educational hub in North India. With a growing number of reputed institutes offering B.Tech in Computer Science, the city provides the perfect blend of quality education, industry exposure, and modern infrastructure.

Key Advantages of Studying in Dehradun:

Peaceful and student-friendly atmosphere

Affordable cost of living

Top-tier educational institutions

Proximity to major tech hubs like Delhi and Noida

Alpine Group of Institutes: The Top Choice for B.Tech CSE in Dehradun

Among the several regional institutes, Alpine Group of Institutes stands out for offering one of the best B.Tech in CSE programs in Dehradun. The curriculum is carefully designed to align with the latest industry trends and focuses on holistic development.

Highlights of Alpine’s B.Tech in CSE Course:

Industry-oriented curriculum with focus on AI, ML, Data Science, IoT, and Cloud Computing

Experienced faculty from reputed IITs and NITs

State-of-the-art labs and computing facilities

Regular workshops and tech-fests to boost practical skills

Tie-ups with tech giants for internships and placements

100% placement assistance with training in soft skills and coding interviews

Curriculum Overview

The B.Tech CSE course at Alpine is structured across eight semesters and focuses on both core fundamentals and emerging technologies.

Core Subjects:

Data Structures & Algorithms

Operating Systems

Database Management Systems

Object-Oriented Programming

Computer Networks

Software Engineering

Advanced Modules:

Artificial Intelligence & Machine Learning

Cybersecurity

Blockchain Development

Web and Mobile App Development

Cloud Computing with AWS and Azure

The college also promotes project-based learning, encouraging students to work on real-world applications that solve real-world problems.

Career Opportunities After B.Tech in CSE

Graduates from Alpine’s B.Tech in CSE program are equipped to explore a wide range of career paths in the tech industry.

Popular Job Roles:

Software Developer

Data Scientist

Cloud Solutions Architect

Cybersecurity Analyst

Full Stack Developer

AI/ML Engineer

Blockchain Developer

Top Recruiters:

TCS, Infosys, Wipro

Amazon, Google, Microsoft

IBM, Accenture, Capgemini

Startups and tech-based MNCs

The average placement package for Alpine CSE graduates ranges from ₹4 to ₹10 LPA, with higher salaries offered for roles in Data Science and AI.

Student Testimonials

“The hands-on learning approach and the mentorship from faculty at Alpine helped me land a job at an MNC even before I graduated.” — Sakshi Sharma, B.Tech CSE Alumna

“I loved the emphasis on coding and innovation. Alpine helped me build projects that strengthened my resume.” — Rajat Mehra, Full Stack Developer

Eligibility and Admission Process

To apply for the B.Tech in CSE course at Alpine Group of Institutes:

Eligibility:

Should have completed 10+2 with Physics, Chemistry, and Mathematics (PCM)

A minimum of 50% marks in the qualifying examination

JEE Main scores are considered (not mandatory for management quota)

Admission Procedure:

Start to Fill out the online application form from the official website

Appear for the entrance interview (if required)

Submit documents for verification

Pay admission fees and confirm your seat

FAQs About B.Tech in CSE in Dehradun

Q1: Is Dehradun a good place for pursuing B.Tech in Computer Science?

Yes. Dehradun offers a peaceful and academically stimulating environment with top-notch institutions like Alpine that provide industry-relevant education.

Q2: What is the scope of B.Tech in CSE?

Immense. From IT companies to finance, healthcare, and education, almost every industry now relies on computer science professionals.

Q3: What makes Alpine's CSE course different?

Alpine focuses on both academic learning and practical application. With advanced labs, tech tie-ups, and 100% placement support, it's the most career-focused B.Tech CSE course in Dehradun.

Q4: Can I specialize in AI or Data Science at Alpine?

Absolutely. Alpine offers elective modules and project opportunities in AI, ML, and Data Science during the final years.

Conclusion

Choosing the right college and course is the first step toward building a successful career in tech. If you're aspiring to become a future-ready computer science professional, then Alpine Group of Institutes offers the best B.Tech in CSE course in Dehradun that blends knowledge, skill, and opportunity.

With its dynamic curriculum, strong placement record, and supportive learning environment, Alpine is committed to shaping the tech leaders of tomorrow.

[sap001]

How much time did SAP took to build their first application?

SAP (Systems, Applications, and Products in Data Processing) was founded in 1972 by five former IBM engineers. Their first application, the SAP R/1 system, was developed within the same year. It took them several months to create this initial version, which laid the foundation for enterprise resource planning (ERP) systems. SAP R/1 was a financial accounting system and marked the beginning of SAP's journey in revolutionizing business software solutions.

Based on my experience in the SAP domain, I can confidently say that Anubhav’s online training is one of the best choices for learning SAP online.

His teaching style is practical, easy to follow, and focused on real-time scenarios, which is essential for building strong technical skills. Whether you're a beginner or an experienced consultant looking to upskill, his sessions offer great value. The course content is always up-to-date, and the support provided during and after training is exceptional.

[futureproofingibmi]

Futureproof IBM i with IBM i/AS400 Solutions & Services

What do you think about your IBM i?

Do you think you are utilizing its full potential?

Do you think you need skilled IBM i resources to keep going?

Do you think you need to modernize it to stay relevant & drive maximum value?

If your IBM i is powering your most critical operations - why treat it like a problem?

One thing is for sure - IBM i isn’t dead, it’s just underutilized.

You don’t need to replace your IBM i.

You just need to rethink it.

And future-ready CIOs aren’t replacing it. They’re futureproofing it.

Futureproofing isn’t a buzzword.

It’s a strategic commitment to helping you get more from what you already trust.

Whether you’re looking to -

Enhance reporting, compliance, and support

Eliminate dependency on green screens

Modernize with minimal disruption

…this is your moment to think bigger—and act smarter.

Let’s talk about what sustainable modernization looks like for you.  No pressure. No pitch. Just a conversation worth having.

Let’s first understand where IBM i users go wrong.

Modern Needs, Legacy Constraints - Where Most IBM i Users Get Stuck?

The IBM i/AS400 platform has been the technological backbone for industries like Finance, Manufacturing, Logistics, Retail, and Healthcare for running mission-critical operations.

Then, why so much facade about IBM i/AS400’s modern-day relevance?

Your business needs evolved around it, but the IBM i stack remained the same.

And, with the lack of evolution, you are likely facing one more of these struggles -

Green screen fatigue - Your users are navigating terminal-based interfaces in a world of dynamic, web-driven tools.

The great skill drain – IBM i/AS400 developers, RPG, COBOL, and DB2 experts are retiring faster than replacements can be found.

Manual workflows - Repetitive data entries, disconnected systems, and Excel-dependent processes are slowing you down.

Security exposure - With increasing compliance requirements, traditional setups without exit point controls or audit-ready logs create real risk, in the absence of prominent AS400 security solutions.

Data silos - Your IBM i holds rich data—yet without proper integration, that value is locked away from your analytics stack.

Lack of AS400 support – With IBM i/AS400 programmers retiring fast, lack of AS400 support and solutions makes hiring new programmers & getting them up to speed hard.

The problem isn’t IBM i itself—it’s everything revolving around it.

A reliable IBM i/AS400 solutions & services provider can be of great help. To understand “How”, read ahead.

What’s Holding IBM i Users Back? (And Why It’s Not the Platform)

Most IBM i challenges don’t come from the core OS - but from aging interfaces, limited support, or disconnected systems.

Sound familiar?

You’re juggling green screens, but your competitors moved to web interfaces

You’ve lost your last RPG developer, and the replacements are hard to find

Compliance and security demands are growing—but your audit trail isn’t

Reporting is delayed because data’s locked in outdated workflows

The problem isn’t IBM i.

It’s the lack of a plan to evolve with it.

Next, let’s look at three approaches to futureproofing your IBM i.

Futureproofing IBM i – The New Gold Standard

Rip-and-replace transformations used to be the default answer.

But they come with risk, disruption, and massive costs.

That’s why we built a smarter model—one that treats your IBM i as an asset, not a liability – Futureproofing IBM i.

Thinking, “Why should you entrust this model?”

Because, in the modern IT landscape you don’t need to choose between legacy and innovation.

The winning strategy is both.

Futureproofing your IBM i brings you the best of both worlds – preserving the legacy built over years with the leverage to innovate & grow.

If you want to replace IBM i – we’ll help you migrate to a modern tech stack.

If you want to keep IBM i as is – we’ll help you with expertise & resources.

If you want to modernize IBM i – we’ll help you futureproof it.

Thinking, “How?”

Let us show you how we help you succeed; with whichever route you choose to go!

1. Revolutionary – Replace IBM i

As the name suggests, it’s a revolutionary approach where you migrate your existing IBM i workloads to a modern infrastructure. You move away from IBM i and choose a modern-day technology stack to stay relevant with changing business needs.

Precisely, it’s “rip & replace”

Start afresh.

Replace green screens with modern UI.

Disregard existing processes & build from scratch.

It involves cost.

It involves extensive user training.

It involves testing, iterating, and restructuring processes.

As an IBM i/AS400 services partner, we have your back with due diligence.

We help you -

Customize UI/UX layering

Enable APIs and middleware deployment

Build workflow automations & role-based dashboards

Go Cloud-native with integration without rewriting your core logic

Translate legacy RPG code using modern-day programming languages

If you take this route - right from IBM i/AS400 programmers & resources to reliable AS400 support & solutions – we’ve you covered.

You gain -

Access to latest technology

Ease to find skilled resources

You are prone to -

Training existing staff on new technology – work culture shift

Exhaustive technological investments, energy, and time

Potential data losses in complete migration

Customizations done over years are lost

New vendor management & training

Hardware & software updates

Process/workflow updates

Downtime post-migration

We are less likely to encourage this approach.

Again, not because we are IBM Silver Business Partner.

We truly believe that -

Your IBM i has a lot more potential left in it.

You’ve spent years, rather decades building IBM i workflows.

You’ve invested not just cost but blood & sweat – your tech deserves retention.

Still, if you feel like moving away – we help you cross the bridge, with less friction, and lower operational disruption, through our tailored IBM i/AS400 solutions & services.

2. Conventional – Live with Your IBM i

With the conventional approach, nothing changes as you choose not to change.

“Keep as is” or “Live with your IBM i" leans more toward sticking to legacy infrastructure and core processes – while maintaining & keeping your IBM i environment in top shape.

Challenges?

The green screens stay.

The reporting & data analytics suffers.

The disconnect between IT ecosystems prolongs.

The IBM i skill gap & hunt to hire IBM i/AS400 developers continues.

Thinking, “How IBM i/AS400 services partner helps?”

As a reliable IBM i/AS400 support & solutions provider, we offer IBM i expertise and resources to support and maintain your IBM i environment.

We help you -

Train new hires on green screen interfaces & get them up to speed

Avail specialized IBM i/AS400 developers to fill the skill gap

Integrate your IBM i workflows with modern solutions

Sustain your reporting & analytics requirements

Patch fix & keep your IBM i workflows relevant

Avail tactical AS400 support on all levels

You gain -

Protection for the risk of data loss as no migration is involved

Comfort for existing resources

You still must battle -

Miss outs on technological advancements

Steep learning curves of new hires

Recurring downtimes

Scalability issues

We aren’t against this approach – but we realize your IBM i holds more potential.

We provide all that you need – expertise, resources, support to keep your IBM i environment running. But, we all know – it's recurring until fixed permanently.

3. Sustainable – Futureproof Your IBM i without Disruption

Futureproofing IBM i isn’t a buzzword, it’s a promise of sustainability.

A promise to protect the business processes you’ve built over the years, while embracing modern-day innovation to stay relevant.

Thinking, “Why this works?”

Your core business processes remain intact.

Your IBM i infrastructure doesn’t undergo an overhaul.

Your mission-critical applications and operations aren’t affected.

Thinking, “How it works?”

You get to keep what works and replace what doesn’t.

You get to move away from green screens and embrace modern UI.

You get to integrate your IBM i with modern solutions & improvise reporting.

And, all of this without disrupting your operations – through phased deployment

Thinking, “How does an IBM i/AS400 solutions & services providers help?”

We help you -

Automate batch jobs

Integrate IBM i web services

Upgrade greens screens to GUI

Migrate data to cloud/hybrid environments

Enhance data reporting with tools like Power BI

You gain -

Cleaner code

Customized dashboards

Advanced analytics & reporting

Modern UI & no more ‘green screens’

On-prem/hybrid to cloud data migration options

APIs for integrating existing IBM i with latest technologies

24*7 IT Infrastructure, consulting, development, management, administration & helpdesk support with response & resolution

You may have concerns while -

Accessing future technologies as we aren’t replacing the codebase

Scaling the workloads seamlessly as we aren’t going cloud-native

We highly encourage the sustainable approach to IBM i modernization – because it ensures you retain years of trust, technology, and investments.

The goal? Build a better IBM i without breaking the one you have.

Why Choose Integrative Systems to Futureproof IBM i?

We’re not just another IBM i/AS400 solutions & services vendor. We’re the team that evolves with your business.

Whether you’re looking to stabilize, modernize, or extend your AS400 setup, we understand that the opportunity isn’t in replacing it—it’s in reimagining how it fits into your future-ready enterprise.

When you partner with Integrative Systems, you get -

Access to certified IBM i/AS400 developers—onshore, offshore, or hybrid

Experts in AS400 ERP modernization, security hardening, and workflow automation

A long-term partner that brings consulting, implementation, and support under one roof

The power of sustainable modernization, done your way

We believe in protecting your legacy, strengthening your current operations, and positioning you for the future—all without chaos.

[spann-stann]

"You have meddled with the primal forces of nature, Mr. Beale, and I won't have it!! Is that clear?! You think you've merely stopped a business deal. That is not the case. The Arabs have taken billions of dollars out of this country, and now they must put it back! It is ebb and flow, tidal gravity! It is ecological balance!

You are an old man who thinks in terms of nations and peoples. There are no nations. There are no peoples. There are no Russians. There are no Arabs. There are no third worlds. There is no West. There is only one holistic system of systems, one vast and immane, interwoven, interacting, multivariate, multinational dominion of dollars. Petro-dollars, electro-dollars, multi-dollars, reichmarks, rins, rubles, pounds, and shekels.

It is the international system of currency which determines the totality of life on this planet. That is the natural order of things today. That is the atomic and subatomic and galactic structure of things today! And YOU have meddled with the primal forces of nature, and YOU WILL ATONE!

Am I getting through to you, Mr. Beale?

You get up on your little twenty-one inch screen and howl about America and democracy. There is no America. There is no democracy. There is only IBM and ITT and AT&T and DuPont, Dow, Union Carbide, and Exxon. Those are the nations of the world today.

What do you think the Russians talk about in their councils of state -- Karl Marx? They get out their linear programming charts, statistical decision theories, minimax solutions, and compute the price-cost probabilities of their transactions and investments, just like we do.

We no longer live in a world of nations and ideologies, Mr. Beale. The world is a college of corporations, inexorably determined by the immutable bylaws of business. The world is a business, Mr. Beale. It has been since man crawled out of the slime. And our children will live, Mr. Beale, to see that perfect world in which there's no war or famine, oppression or brutality -- one vast and ecumenical holding company, for whom all men will work to serve a common profit, in which all men will hold a share of stock, all necessities provided, all anxieties tranquilized, all boredom amused.

And I have chosen you, Mr. Beale, to preach this evangel."

Network (1976, written by Paddy Chayefsky and directed by Sidney Lumet)

[sitebotco]

AI Chatbots as Employees: How to Assign ‘Roles’ (Sales Rep, Support Agent, Data Analyst)

assign-roles-to-ai-chatbots

Discover how chatbots can work as employees. Also, learn how you can assign the role to an AI chatbot for sales, support, and data analysis. 

Different companies have different needs. They require a big-sized team to fulfill these tasks like sales, customer service, and data analysis. Hiring full-time workers is expensive, and some businesses cannot afford this. They need a budget-friendly solution to manage everything efficiently. Chatbots for customer service are the best solution. They are not just affordable but can also work as full-time employees.

You’ll explore which role is right for your assistant and how to get the best outcome from the chatbot.

Step 1: How to Know Which Role Is Better?

Option A: For Sales Representatives

Best for: Able to tackle large-scale leads and qualify them for 24/7.  

Key Functions:

It qualifies them after asking multiple questions and understanding their preferences.

It can schedule meetings and book appointments automatically.

They recommend products or services after analyzing their behavior.

Example: A Saas company reduced 40% of its workload after implementing an AI chatbot for business.

Option B: Support Assistant Agent

Best for: Chatbot for customer service helps brands that find it difficult to respond to repetitive queries and FAQs.  

Key Functions:

Provide instant responses to frequently asked questions.

Identifies and prioritizes tickets with urgent issues.

Give multi-language support and allow people to come with different languages.

Example: A basic query AI chatbot for businesses helped to reduce 65% of support tickets for a retail brand.

Option C: Virtual Assistant For Data Analysis

Best for: Brands struggling to manage and analyze huge data due to insufficient resources.  

Key Functions:

Uses sentiment analysis tools to detect users’ emotions and separate unsatisfied clients.

Find out repeated issues after evaluating feedback continuously.

Give reports and updates regularly.

Example: Brands make proper decisions based on data insights given by chatbots for customer service.

Step 2: Use The Right Tools To Set It 

Tools for Sales: Drift, Landbot, and Sitebot are the best tools for scheduling and booking demos. 

Drift engages your clients in real time. 

Landbot qualifies leads without coding.

You can get customizable replies with sitebot.

Tools for Helpdesk Agents: Zendesk and Freshchat are the perfect tools to add to chatbot for customer support. They can also integrate with existing systems.

 Zendesk: It can easily connect with platforms that are already using Zendesk.

Freshchat: It can connect with any of the platforms, whether it’s social media or a website. It is very flexible. 

Data Analysis Tools: 

IBM Watson is a very good tool for analyzing data more deeply.  

Google Dialogflow uses NLP to generate insights for clients.

Step 3: Dominate With Professional Training

Week 1: Use real conversations to train your bot. It will get the exact tone and style of your brand. Week 2: Teach the 5 most important tasks, like answering common questions, tracking orders, refunding processes, etc. So that I can start working right away.

Ongoing Improvements:

Add new and upgraded responses to make the service better. Regularly check the failed replies and optimize them.

Add new data in bot’s information portal according to trending and advanced information about products, services, etc. This makes it an ever-green technology..

Step 4: Assess The Output

For Sales Agent:

Conversion Rate: Evaluate the conversion rate after implementing the assistant.

Demos booked: Check that the assistant is effectively doing the schedule and booking process. And how well it is guiding the leads through the sales process.

Help Desk Agent:

Measure the percentage of the solved queries and target to do as much as possible through automation.

Customer satisfaction must be the priority. It will increase the quality of service. So, track the satisfaction rate regularly.

Data Analysis Agent:

Check how many of the client's complaints are solved every week. Also the are these complaints reducing or not.

Analyze how much the client adapts or changes its mood with AI chatbot for businesses.

Chatbot Pricing For Different Business Sizes

This is only the purchase cost. Also, estimate the unexpected expenses like training, maintenance, and developers' costs. 

If your company grows with time, then this cost will also increase.

Upgrading also requires some cost.

Quick Action Plan To Follow

Identify the business needs and select the perfect role for a chatbot.

Choose a tool that can help the assistant to work and also that fits your system best.

Train the chatbot for customer service with real conversations to help it get the unique voice of the brand.

Track its performance regularly and optimize the errors and weaknesses.

Get the right chatbot for your brand and boost service quality!