Amit Naik.

AI business strategy · Enterprise AI · Generative systems

Amit Naik.

Making AI useful.
Building what’s next.

Hi, I’m Amit—an engineering leader in the Bay Area with deep expertise in generative systems. I connect AI business strategy with hands-on engineering, focusing on how enterprise AI can improve products, change how teams work, and deliver measurable business impact.

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San Francisco Bay AreaPowerful AI Systems, Ideas and the teams behind them

What I focus on

AI business strategy

Where can AI make a meaningful difference? I connect business priorities with technical possibilities, helping frame what to build and how to measure whether it’s working.

Enterprise AI impact

The real value shows up in better products, useful workflows, and teams that can get more done. I focus on what it takes to move from experiments to adoption across an enterprise.

Generative systems

I bring deep technical expertise to the systems behind the experience—from models, retrieval, and agents to evaluation, reliability, and the architecture needed to scale.

Media

Amit Naik on TFiR discussing why AI agents fail in productionWatch on YouTube ↗

TFiR · With Swapnil Bhartiya

Why AI agents fail in production

A conversation about context, tools, and the infrastructure that makes enterprise AI work beyond the demo.

More media appearances →

From the blog

System 1 Models or Universal Classifiers?

Where fast classifiers fit—and how to evaluate them.

Building robust RAG systems

The engineering decisions between a quick demo and production.

Code review for agentic coding

When generating code gets easier, where does the bottleneck move?

 All writing

Working on something interesting?

I’d love to hear what you’re building or thinking about.

Connect on LinkedIn ↗