Lessons from the trenches - AI in Finance
Ankita ChatrathInsights from a Product Manager building AI systems in Corporate Finance. I write about what it really takes to ship reliable, auditable, high-stakes AI in FinTech — far beyond the hype.
| Platform |  | Pricing | Only free issues | Publishes | Twice weekly |
|---|---|---|---|---|---|
| Issues | 24 | Subscribers | Read | ankitachatrath.substack.com |
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Latest Issues
Recent posts by this newsletter. Browse the email archive.
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This piece grew out of an exchange with a fellow writer whose essay on data frameworks made a sharp point: much of the data businesses have today was never designed to be fit for AI purposes.
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There is a frantic quality to the current AI market.
You Cannot Manage AI Trust Without Observability
A rollout that cannot measure trust cannot manage trust. In my opinion, AI workflows that are not evaluated in production are being managed on hope. Offline benchmarks and pilot feedback matter, but they do not tell you how the system behav...
The Lifecycle of AI Organizational Maturity
My feed is full of companies telling the wrong story about AI maturity time and again.
Authors
The writers behind this newsletter.
Senior AI PM at the crossroads of Enterprise Finance, 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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