After years of record investment and breathless headlines, the biggest AI trends all point to one question: can AI actually deliver? AI is moving into our offices, factories, labs and critical infrastructure, and it increasingly shapes the services we use and the decisions that affect our lives. That makes the year ahead more important than […]
A bank’s fraud monitoring system flags a suspicious transaction. A customer who usually makes small domestic payments has suddenly initiated a large international transfer. The transaction looks unusual, but is it fraud? In a traditional workflow, the alert might wait for an analyst to investigate. With Generative AI, a team could quickly summarise the transaction […]
Rajan opened the spreadsheet that ran his entire business, and it crashed. He owned a garment export company in Tiruppur: ₹40 crore in revenue, 200 employees, and one forty-tab Excel file that decided everything from fabric orders to shipment dates. The next morning, a buyer in Germany emailed: “Where is our order?” Rajan had no […]
On Monday morning, a company’s leadership team made a decision: it was time to embrace AI. By Friday, the marketing team had an AI content tool, sales was experimenting with automated emails, and operations had subscribed to an AI-powered workflow platform. Everyone was excited. The business was finally moving forward with artificial intelligence. Three months […]
The demo was flawless. A chatbot answered shipment questions in seconds. The room clapped. The contract was signed that week. Eleven months later, the tool was quietly switched off, and a seven-figure budget had bought nothing but a lesson. This is a composite story, built from patterns that repeat across failed AI projects, and chances […]
What if the hardest part of building software was no longer writing the code? AI agents in IT operations are making that question real. One software company’s engineers have stopped asking “How long will this take to build?” and started asking “Are we building the right thing?” It began with a tiny team and a […]
Priya Menon’s phone buzzed in the middle of the night, and for once she was glad it did. “Supplier invoice flagged. Payment held. Please review.” Her AI agents had been running her candle business for four months. Scout tracked inventory, Penny handled customers, Ledger paid the bills, and Atlas coordinated all three. This multi-agent system […]
One AI agent can analyze a problem. Another can find the solution. A third can put it into action. What happens when all three work together? That’s the idea behind Multi-Agent AI, one of the emerging developments in artificial intelligence. We’ve moved from AI that generates content to AI that can plan tasks and take […]
AI-generated content is becoming almost impossible to distinguish from human-written content. Now, OpenAI is taking a step that could change how we identify it. The company is introducing an invisible ChatGPT watermark for eligible users in the European Union. The watermark will be added to text generated by ChatGPT and Codex as OpenAI responds to […]
Remember when one giant application handled everything: login, payments, search, notifications, all tangled in a single codebase? It worked, until it didn’t. Then came microservices, and software was never built the same way again. Agentic AI is now at that same turning point. The all-purpose “super agent” is giving way to something smarter: teams of […]
