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Lessons from the trenches - Enterprise AI Enablement

Ankita Chatrath

For the people shipping AI in enterprise — what data, architecture, governance, and Org design actually look like when pilots hit production.

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Substack
PricingOnly free issuesPublishesTwice weekly
Issues28SubscribersRead ankitachatrath.substack.com

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Latest Issues

Recent posts by this newsletter. Browse the email archive.

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43 hours ago
1
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How to Make Enterprise Data AI-Ready

In the last article, we explored the context layer and why it matters so much in Enterprise AI implementations. Since then, many of you have asked for practical examples and a closer look at the data challenges that show up during real depl...

14 days ago
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The Context Stack: What Matters Most for AI Enablement Today

Everyone is racing to upgrade their model. Fine-tuning on domain data. Swapping vendors at contract renewal because the benchmarks shifted. Within my domain of expertise, i.e. Finance, teams carry particular pressure to demonstrate they are...

20 days ago
2
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Authors

The writers behind this newsletter.

  • Ankita Chatrath

    Senior AI PM at the crossroads of Enterprise Enablement, AI and Product Strategy. Exploring LLMs, agentic workflows and data platforms reshaping decisions. Real lessons from shipping AI in large orgs—for PMs and builders who want impact over hype.

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