The New Economics of Conviction

Needl.ai and AWS wrote this framework for investment intelligence in the agentic era: how private-market firms should adopt agentic AI across diligence and portfolio operations.

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What’s inside

Cover of The New Economics of Conviction
  • How retrieval-first, citation-backed context turns a data room into decision-ready evidence in days, not months.
  • How the Investment Intelligence Stack shows where to buy, where to build, and where advantage lives.
  • What to evaluate in a 90-day proof of concept before committing to production.

Frequently asked questions

About the paper and how to get it.

What is The New Economics of Conviction?

A Needl.ai and AWS whitepaper on how private-market firms should adopt agentic AI across diligence and portfolio operations.

What does the whitepaper cover?

How retrieval-first, citation-backed context turns a data room into decision-ready evidence in days, how the Investment Intelligence Stack shows where to buy, where to build and where advantage lives, and what to evaluate in a 90-day proof of concept before committing to production.

How do I get the whitepaper?

Enter your work email on this page and the whitepaper is sent to you.

Where can I see this in practice?

See AI Due Diligence for the data room workflow, and Needl.ai on AWS for the partnership behind the paper.