Multi Agent Systems for Enterprises: Patterns, Risks and When to Use Them
A customer approaches a service representative requesting to cancel their order, which has already been dispatched to the warehouse. The representative is able to identify the order; however, fulfilling the request involves the status of the shipment, eligibility for a refund, and approval from the customer. But the question is whether one agent should manage […]
Yash Baravaliya
AI Governance Framework: What Enterprises Need Before Scaling AI Agents
An AI agent can do tasks correctly, but it still can be a source of trouble for your company. It may pull up a private document, process a refund without permission, or change a customer’s record with old information. The production environment combines customers, data, interconnected systems, and decisions that can have financial implications for […]
Niraj Salot
Agentic AI vs AI Agents: The Architecture Difference
Search “agentic AI” right now, and you’ll find dozens of 2026 prediction posts, vendor decks, and LinkedIn hot takes, most of them using “AI agent” and “agentic AI” as if they’re interchangeable. They aren’t. And for an enterprise deciding what to actually build, conflating the two isn’t a semantic nitpick—it’s the difference between shipping a […]
Yash Baravaliya
MCP Server: To Adopt or Not? Enterprise Decision Framework
A Practical Decision Framework for Enterprises Model Context Protocol has gone from a niche spec to the topic every AI engineering team is arguing about. The “MCP Part I: To MCP or Not (MCP)” thread making the rounds on Substack captured something real: teams are standing up an MCP server before they’ve asked whether they […]
Yash Baravaliya
Two Days, Two Stages: NextGenSoft Attends Global FinTech Fest & AWS Pinnacle Summit 2026
Some weeks remind you why you’re in this industry in the first place. This was one of them for NextGenSoft. Our CEO Brijesh Shah and CTO Pranav Lakhani spent back-to-back days moving between two of the most important events on India’s fintech and cloud calendar this year, the Global Fintech Fest (GFF) and the AWS Pinnacle Summit, held […]
Brijesh Shah
AI Consulting in 2026: Why Boutique Specialists Are Winning Over Big Firms
If you’ve spent any time researching AI consulting firms this year, you’ve probably noticed two very different stories playing out at once. The household-name firms, the McKinseys, Accentures, and Big Four advisory arms, are announcing AI practice expansions, acquiring smaller AI shops, and rolling out proprietary AI “platforms” for clients. Meanwhile, a parallel conversation has […]
Niraj Salot
The Hidden Reason: Why Your AI Gets Answers Wrong
“Context engineering: what it actually is, why it broke our system, and how we fixed it.” We built an AI-driven observability and error-resolution system for a production platform. The idea was clean. Capture every log. When an exception occurs, an AI layer reads it and takes action. If it recognises the problem, it pulls a […]
Brijesh Shah
Five Moves Every CTO Should Make Before 2027
AI automates activity. The CTO remains accountable for consequences. In the last year, I have had the same conversation about AI with three very different technology leaders. They could not have disagreed more. The first, a CEO I respect, does not trust it. He will not let his engineering team near AI for anything production-grade. […]
Brijesh Shah
How to Choose the Right AI Agent Development Company (2026 Buyer’s Checklist)
The pilot looked great. A support agent that read tickets, checked order history, and drafted replies — all live in the demo. Three weeks after handoff, someone quietly turned it off. It had promised a refund policy that didn’t exist, nobody could trace why, and the vendor’s fix was “we’ll tweak the prompt.” That story […]
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