
The New Economics of Conviction
A framework for investment intelligence in the agentic era. A Needl.ai and AWS whitepaper.
Needl.ai whitepapers are long-form papers on AI in financial markets, sent to your work email.


A framework for investment intelligence in the agentic era. A Needl.ai and AWS whitepaper.
Whitepaper

How AskNeedl performs on the OfficeQA Pro benchmark for enterprise document question answering.
Whitepaper

How Needl.ai routes financial documents to the cheapest sufficient extraction backend, retrieves without a vector database, and reasons agentically on AWS. A Needl.ai and AWS whitepaper.
Whitepaper · Coming soon

Evaluation criteria, scoring functions, and comparative results from benchmarking 42 extraction libraries and vision-language models for financial-document quality.
Whitepaper · Coming soon
Long-form papers from Needl.ai on AI in financial markets, sent to your work email.
The New Economics of Conviction, written with AWS, on adopting agentic AI across diligence and portfolio operations in private markets.
The technical notes carry benchmark results and engineering detail, and the Needl.ai blog covers AI across credit, wealth management and trading.
The fastest way to get started is a demo on the documents your team works with.
Whitepaper
Thank you.
Needl.ai whitepapers are long-form papers on AI in financial markets, sent to your work email.


A framework for investment intelligence in the agentic era. A Needl.ai and AWS whitepaper.
Whitepaper

How AskNeedl performs on the OfficeQA Pro benchmark for enterprise document question answering.
Whitepaper
How Needl.ai routes financial documents to the cheapest sufficient extraction backend, retrieves without a vector database, and reasons agentically on AWS. A Needl.ai and AWS whitepaper.
Whitepaper · Coming soon
Evaluation criteria, scoring functions, and comparative results from benchmarking 42 extraction libraries and vision-language models for financial-document quality.
Whitepaper · Coming soon
Long-form papers from Needl.ai on AI in financial markets, sent to your work email.
The New Economics of Conviction, written with AWS, on adopting agentic AI across diligence and portfolio operations in private markets.
The technical notes carry benchmark results and engineering detail, and the Needl.ai blog covers AI across credit, wealth management and trading.
The fastest way to get started is a demo on the documents your team works with.
Whitepaper
Thank you.