Insights

From the
Nirmata Lab

AI agents, automation architecture, and the future of autonomous business - written by people who build it every day.

Blog Posts

Guides

AI Tips and Tricks: What Still Works, What Stopped

Most AI tips and tricks still circulating were written in 2023 and never retested. Four controlled studies have since measured the popular ones on public benchmarks. Here is what survived, what quietly died, and what to do instead.

11 min read
Guides

How FIFA Used AI at the 2026 World Cup

FIFA ran one of the largest live AI deployments ever attempted, in front of billions of people, at the 2026 World Cup. What it got right is unglamorous and copyable: instrument first, automate one objective question, and keep a human on the final call.

9 min read
Guides

Best AI Image Generators: Pick by Job, Not Hype

There is no single best AI image generator, and the listicles ranking them out of ten are mostly guessing. Here is how to choose by the job you are doing, plus the licensing rules that decide whether you are allowed to sell what you made.

9 min read
Guides

Your Prototype Works. That Isn’t Production.

A working prototype proves the idea. It says almost nothing about whether the software can carry real customers, real money and real load. Here is what breaks first, why it is an architecture problem rather than a coding problem, and how to decide it before you build.

10 min read
Guides

Agentic Commerce: Your Store Is Already Listed

AI assistants now shortlist products and complete purchases for shoppers. If you sell on Shopify to US customers, you were opted in by default. Here is what the primary documentation actually says, and what most advice about it gets wrong.

10 min read
Guides

Your AI Isn’t Broken. Your Data Isn’t Ready.

The most common problem we find in stalled AI projects is not the model. It is business data that contradicts itself, terms nobody defined, and access nobody scoped. Here are the five we see most, and the fix for each.

11 min read
Agentic AI

Small Business AI Adoption Has Stalled. Here’s Why

Official figures from the US, EU and OECD show AI adoption at small firms flattening while large firms compound. The blocker is not cost or skills, and the data says exactly what it is.

15 min read
Agentic AI

Your AI Pilot Worked. Why Isn’t It Saving You Money?

Getting an AI pilot into production is no longer the hard part. Turning it into a number your accountant can see still is. What the 2026 data shows, and the three costs nobody budgets.

13 min read