Amit Naik.

Articles · Interviews · Enterprise AI

Media.

Talking AI.
Getting into the details.

Conversations about generative systems, enterprise data, and what it takes to make AI work in the real world.

Published articles

BigDATAwire · August 3, 2026 · By Amit Naik

Token Optimization in Enterprise AI: How Context Architecture Determines Whether Your AI Program Scales Economically

How the design of tools, data access, and context shapes the cost and reliability of enterprise AI—and where architectural changes can make the biggest difference.

Read on BigDATAwire ↗
YouTube thumbnail for Amit Naik's TFiR interview on production AI agentsWatch on YouTube ↗

TFiR · With Swapnil Bhartiya

Why AI agents fail in production

A conversation about the infrastructure around the model: context, tools, orchestration, and the trade-offs of managed agent platforms.

Watch the conversation ↗
YouTube thumbnail for Amit Naik's interview with Shelly DeMotte KramerWatch on YouTube ↗

Kramer&Co · With Shelly DeMotte Kramer

Connectivity, Context, and Control

Architecting the data layer for production AI—and why connecting models to live business systems matters for enterprise adoption.

Watch the conversation ↗