The Hidden Reason: Why Your AI Gets Answers Wrong
About the Author

Brijesh Shah

CEO | NextGenSoft

Brijesh is an IIM Ahmedabad alumnus with 22+ years of experience in software development and management. As the visionary leader of NextGenSoft, he drives the company toward becoming a global leader in software services and digital transformation. He also serves as Vice President of the PMI Gujarat Chapter.

Brijesh Shah, CEO of NextGenSoft, on LinkedIn Brijesh Shah, CEO of NextGenSoft, on Instrgram

More insights from Brijesh Shah

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Artificial Intelligence

The Hidden Reason: Why Your AI Gets Answers Wrong

September 3, 2026

“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
01-Digital Transformation Consulting
Digital Transformation

Digital Transformation Consulting Firms: How to Evaluate ROI in 2026

September 2, 2026

Digital transformation has advanced beyond just replacing legacy systems and transferring applications to the cloud. By 2026, organizations will be investing in various technologies, including artificial intelligence, robotics, cloud platforms, data analytics, application modernization, and intelligent processes to enhance their operations. However, the investment in new technology does not guarantee the creation of business value. […]

Brijesh Shah
Agentic AI, Artificial Intelligence

Five Moves Every CTO Should Make Before 2027

August 27, 2026

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
Why Most Software Architecture Diagrams Fail — And the Framework We Built to Fix It
Software Development

Why Software Architecture Diagrams Fail and How to Fix Them

August 5, 2026

Every engineering team creates software architecture diagrams. Very few create diagrams that people immediately understand, remember, and share. I have sat in architecture reviews where a 47-component AWS system architecture diagram was presented for 20 minutes, and when it was over, nobody in the room could explain what the system actually did. The diagram was […]

Brijesh Shah
AI in Production The Realities Nobody Talks About scaled
Artificial Intelligence

AI in Production: The Realities Nobody Talks About

July 24, 2026

One data point frames the whole discussion. Across the teams we track, AI-native engineering teams modify only about 5% of AI-generated code before merge. In a large enterprise application team, that figure is 20%. Four times higher. The model is the same. The API is the same. The tools are identical. The gap is entirely […]

Brijesh Shah
01-Big AI Leap, NextGenSoft now a registered AWS select tier & Anthropic Registered Partner
Artificial Intelligence, AWS

Why NextGenSoft is a Trusted Enterprise AI Partner: AWS Select Tier & Anthropic Registered Partner

July 10, 2026

“Big Update: NextGenSoft is now an AWS Select Tier Services Partner and registered with the Claude Partner Network.” NextGenSoft is a leading certified AI development company in India that delivers more than just a promise. We are an Anthropic Registered Partner, an AWS Certified AI development company, and an AWS Select Tier Services Partner, with […]

Brijesh Shah
01-AWS Registered Partner-v1
Artificial Intelligence, AWS, Cloud DevOps

Big Update: NextGenSoft Joins the Official AWS Partner Network

May 19, 2026

NextGenSoft is an AI-first digital engineering company based in Ahmedabad, India. We provide innovative digital products and services for both startup and enterprise customers. The company has a strong reputation for delivering intelligent, scalable, and secure technology solutions. We further establish its ability to help customers transform through reliable cloud-based solutions by joining the AWS […]

Brijesh Shah
01-ai-powered-model-for-modern-businesses
Artificial Intelligence, Software Development

AI-First Development: The New Operating Model for Modern Software Engineering

May 8, 2026

Software development is going through one of its biggest shifts since cloud computing and DevOps became mainstream. For many years, engineering teams improved delivery through Agile, CI/CD, cloud-native architecture, automation, and DevOps culture. These practices helped teams move faster, but much of the software development life cycle still depended heavily on manual effort, fragmented tools, […]

Brijesh Shah
How AI is Transforming Modern Project Management
Artificial Intelligence, Strategy

How AI is Transforming Modern Project Management?

January 30, 2026

Today, artificial intelligence is transforming project management by automating complex tasks such as rescheduling and strategy development. This shift allows project managers to focus on strategy and value rather than process-driven activities. As a technology CEO and long-time Project Management Institute volunteer, I have seen AI accelerate the shift highlighted in the PMBOK® Guide (8th […]

Brijesh Shah
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Topics Brijesh Shah writes about

Artificial Intelligence (30) Thought Leadership (13) Agentic AI (8) Generative AI (7) Cloud DevOps (5) AWS (4) Software Development (3) Strategy (3) Leadership & Culture (2) Digital Transformation (1)
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