Michael Lee’s Post

The Future of Performance Testing with Generative AI: A Game Changer What's the Buzz? The digital age demands faster, more efficient performance testing, and Generative AI (Gen AI) is stepping up. By integrating Gen AI, organizations are not just keeping up—they're setting the pace. This transformative technology predicts issues, optimizes tests, and speeds up cycles, making it a cornerstone of modern software development. Real-World Impact: Giants like Facebook, Google, Apple, and Microsoft are already reaping the benefits. From forecasting peak times to optimizing resource allocation, Gen AI enables proactive performance management that’s not just smart—it’s revolutionary. Why It Matters: With Gen AI, businesses can enhance user satisfaction, boost reliability, and stay competitive by delivering superior digital experiences. How do you see Gen AI impacting your industry’s future? Could your current testing strategy benefit from such advanced AI capabilities? Share your thoughts below! #GenerativeAI #PerformanceTesting #DigitalTransformation #SoftwareDevelopment #Innovation

Unlocking AI's Full Potential 🤔 One of the biggest questions in AI right now is where it will have the most impact across the enterprise software landscape. 💡 AI is a reasoning engine that can automate non-deterministic work, and its value lies in three key axes: • Automation Level: From simple autocomplete functions to complex process automation • Cost of Work: The more expensive a task is, the more valuable AI becomes • Volume and Frequency: Automating high-volume tasks generates significant value 📈 By understanding these factors, we can unlock AI's full potential and generate substantial ROI. 💡 Whether you're an investor or a business leader, it's essential to consider these axes when evaluating AI opportunities. Join me on this impactful AI journey! For more insights and expert advice, drop us a message at ai@electiconsuling.com #AI #Impact #EnterpriseSoftware

Ever wonder how an AI model goes from concept to full-scale implementation? It’s not magic—it’s a journey that combines innovation, data, and a deep understanding of your business. We approach AI model development in carefully planned steps, ensuring each stage adds value and precision to your processes. Here’s how it unfolds: 1️⃣ Identify Automation Opportunities: We start by analyzing workflows to find repetitive or time-consuming tasks that are ideal for automation. Our goal? Free up your team for higher-impact work. 2️⃣ Data Collection & Analysis: High-quality, relevant data is crucial. We gather and prepare data to ensure the model is set up for success, creating a foundation that informs every decision. 3️⃣ Model Design & Development: This is where the real ‘magic’ happens. Using AI algorithms and machine learning, we build a model tailored to meet your unique needs and objectives. 4️⃣ Testing & Iteration: It’s not ‘one and done.’ We rigorously test the model, refining it based on performance to ensure it meets accuracy, efficiency, and reliability standards. 5️⃣ Deployment & Integration: Finally, we integrate the model seamlessly into your current systems, making sure it aligns with existing workflows and meets all compliance requirements. 6️⃣ Ongoing Monitoring & Optimization: AI models are dynamic—they adapt over time! We monitor performance and make updates so the system remains accurate and responsive to your evolving needs. AI model development is a process, but the results are powerful: more efficient workflows, improved decision-making, and time saved for what truly matters. Curious to learn more? Drop a comment or reach out for a conversation about how AI can transform your operations. 📈 #AIAutomation #ModelDevelopment #TechJourney #BehindTheScenes #Ai #ProSolutionAi

The potential of generative AI is exciting, yet realizing its value requires more than just enthusiasm — it demands a strategic approach. As someone deeply invested in the future of AI-driven transformation, I believe it’s essential to focus on critical foundational steps to fully unlock generative AI’s potential. The journey to ROI starts with two key priorities: getting your data in order and modernizing your infrastructure. Without a solid foundation, AI’s capabilities may not translate into the meaningful impact businesses expect. We’re already witnessing real-world examples of success. In finance, generative AI applications are reducing month-end close times and minimizing manual review, driving measurable revenue gains. In retail, AI models are enhancing supply chain efficiency by automating data transformations, improving productivity exponentially. Each of these examples underscores that when AI initiatives are backed by sound infrastructure and organized data, they deliver genuine results. At the core, AI is about more than adopting the latest tech. It’s about reorienting our business operations around data and ensuring our infrastructure can support cutting-edge capabilities. Nearly half of today’s IT leaders are already building data-driven organizations, doubling last year’s numbers, while others are updating legacy technology to handle the demands of generative AI. Generative AI is far from a passing trend. It’s a powerful tool ready to reshape industries — if we prepare accordingly. Streamlining data, tackling technical debt, and embracing a future-forward IT infrastructure can enable organizations to unlock efficiencies, reduce costs, and drive revenue growth. Strategic steps taken now will empower businesses to lead in this new era of AI-driven innovation. #AI #GenerativeAI #DigitalTransformation #Innovation #FutureOfWork

🚀 Why the power of AI is beyond just software 🌟 Artificial Intelligence (AI) isn't merely about new software; it's a game-changer reshaping industries and our daily lives. From revolutionizing customer experiences to driving innovation, AI's potential knows no bounds. 🔹 Unleashing Innovation: AI fuels creativity and innovation, propelling businesses into the future with cutting-edge solutions that redefine possibilities. 🔹 Enhancing Decision-Making: By analyzing vast datasets at lightning speed, AI empowers smarter decision-making, unlocking insights that drive strategic growth. 🔹 Transforming Industries: AI disrupts industries, from healthcare to finance, by optimizing processes, enhancing efficiency, and delivering personalized experiences. 🔹 Empowering Human Potential: Far beyond software, AI amplifies human capabilities, enabling us to achieve more, faster, and with greater precision. 🔹 Shaping Tomorrow: As we embrace AI's transformative power, we pave the way for a future where innovation knows no bounds and possibilities are limitless. Join me in exploring the boundless horizons of AI beyond mere software – it's a journey of opportunities and unparalleled growth! 🚀💡 📢 Share your own experiences with AI in the comments below and let's continue this conversation together! #AI #Innovation #ArtificialIntelligence #DigitalTransformation

When building AI products, steering clear of the following three major mistakes is crucial for success: Lack of Clear AI Justification: Before you leap onto the #AIBandwagon, ensure a crystal-clear justification for integrating #ArtificialIntelligence into your product. Without a solid rationale, you might waste resources and miss the mark on real market needs. Aim for #AI that delivers genuine value and addresses specific problems. Overhyping Without Substance: In the realm of #MachineLearning and AI, hype can overshadow substance. Don't let your product fall into the trap of promoting "vanity features" – those that are more about trendiness than true improvement. Instead, focus on the real issues #AI can solve, ensuring your features have substantial backing. Inconsistency in AI Performance: Treat your AI components as #MLServices integrated within your software. Productize these services by standardizing and ensuring repeatable outcomes, which is crucial for operational teams and customer trust. Remember, #Consistency is key to a #ReliableAI product. 🔍 Always align with the market you serve, refine internal processes for consistent #AILeadership, and maintain transparent communication about the stability of your #AIfeatures. #AIInnovation #ProductDevelopment #TechLeadership #BusinessStrategy #AIProducts #AISuccess

DO NOT adopt Gen AI without 𝗰𝗹𝗲𝗮𝗿 objectives. It's time to move beyond GenAI's initial excitement and address the practical challenges of scaling these technologies. It's time to turn Gen AI into BUSINESS VALUE. Some companies have been doing many experiments or pilot projects that may not contribute meaningfully to the organization's goals. Those projects need to provide substantial value to take up resources. So, it's time to focus on projects or initiatives with promise or success in the pilot phases. Don't pursue AI for the sake of AI; instead, align the Gen AI initiatives with the core business problems. How can these technologies address real, impactful issues within the business? ✅ Don't assess individual components of a Gen AI engine; instead, figure out how they work together. ✅ Use the right tools and capabilities to understand where the costs of Gen AI applications lurk. ✅ The market is full of infrastructures and LLMs. It's important to narrow their capabilities to serve the business best. ✅ Choose the correct data and invest in its management. This is crucial to how quickly you can scale. At Zelar, we’ve seen firsthand that success in AI isn’t about chasing trends; it’s about precision. Implement AI solutions that scale, optimize costs, improve productivity, and drive quality at every step of the cloud-native journey. 📤 DM me “VALUE”, and let’s drive results. #GenAI #AIForBusiness #ArtificialIntelligence

Turning AI Ideas into Reality: The Power of a Well-Run PoC 🚀 Investing in AI is a big decision, and proof that it will work is essential for gaining organizational buy-in and fully committing to AI production systems. That’s where Proof-of-Concept (PoC) projects come in. They’re not just a box to check—they’re the key to getting stakeholder buy-in and moving from concept to production. In my new book, I explain how to design, execute, and leverage AI PoCs to stand out as a trusted partner. A well-scoped and well-executed PoC can be the difference between an underwhelming client experience and a partnership that thrives. But let’s be real—it’s not as simple as it sounds. A successful PoC involves: 🔑 Setting expectations early to align on goals and a definition of success 🧠 Educating stakeholders on AI, its abilities, and limitations 🎯 Identifying the correct use case to prove value: AI is not a tool to solve every use case / problem 📊 Demonstrating AI validity and technical success in a way that resonates and provides confidence. The payoff? A successful PoC shows clients you’re the right partner to bring AI from concept to reality, building trust and momentum for long-term success. What are you finding are the key aspects of successful AI POCs? #ProofOfConcept #AISales #AIAdoption #QuantoriAI #GenAI

🌟 Unlock the Future of AI with fusionaix! 🌟Are you tired of hearing about AI but still wondering how it can truly benefit your business? Well, wonder no more! At fusionaix, we're not just another AI company—oh no, we're your ticket to a smarter, more efficient future! 🚀Imagine having a team that never sleeps, always ready to optimize your operations, enhance customer experiences, and predict market trends. Sounds like a dream, right? Well, at fusionaix, we're making those dreams a reality. Whether you're looking to dive into AI-driven analytics, intelligent automation, or need a little nudge in the right direction with digital transformation, we've got your back.But wait, there's more! 🤩 We believe that AI should be as fun as it is powerful—who said robots can't have a little personality? Our team of experts (human and machine alike) are here to inject some humour into your data while still delivering top-notch results. So, whether you need a chatbot that can crack a joke or an AI system that can think on its feet, fusionaix is your go-to partner.So why not join the AI revolution with a company that knows how to keep things light and effective? Let’s fuse your business with the power of AI and make the future not just bright, but downright hilarious! 😄👉 Visit us at fusionaix.com and see how we can transform your business—one smart, funny AI at a time!#aiwithpersonality #smartsolutions #businesstransformation #fusionaixfun

There are 2 approaches to building AI systems - use the opportunity to completely rethink the workflow , data infrastructure, end customer experience using themes of automation/ optimization/ simplicity. - make a quick splash by retrofitting AI using a bunch of available tools The choice of approach to AI will mainly determine the long term viability and efficiency of AI systems for your company. While every one is talking about “death by POC” phenomenon for AI projects , my gut feel is that the actual problem lies in how we are motivated to use AI. Think of AI as a generational opportunity to rethink your business process from grounds up and build for scale using the right foundations for next decade or so . If not , AI will be that elusive mirage that you always wanted to get to.. What do you think ? #ai #build