Whitepapers

Needl.ai whitepapers are long-form papers on AI in financial markets, sent to your work email.

Illustration of two whitepaper covers: The New Economics of Conviction, and AskNeedl on OfficeQA Pro, coming soon
Cover of The New Economics of Conviction

The New Economics of Conviction

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

Whitepaper

Cover of AskNeedl on OfficeQA Pro

AskNeedl on OfficeQA Pro

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

Whitepaper

Cover of Cost-Aware Document Intelligence on AWS

Cost-Aware Document Intelligence on AWS

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

Cover of Benchmarking PDF Extraction Tools

Benchmarking PDF Extraction Tools

Evaluation criteria, scoring functions, and comparative results from benchmarking 42 extraction libraries and vision-language models for financial-document quality.

Whitepaper · Coming soon

Frequently asked questions

What are Needl.ai whitepapers?

Long-form papers from Needl.ai on AI in financial markets, sent to your work email.

What is the latest whitepaper?

The New Economics of Conviction, written with AWS, on adopting agentic AI across diligence and portfolio operations in private markets.

Where else can I read Needl.ai’s research?

The technical notes carry benchmark results and engineering detail, and the Needl.ai blog covers AI across credit, wealth management and trading.

See Needl.ai run on your own documents

The fastest way to get started is a demo on the documents your team works with.

Whitepapers

Needl.ai whitepapers are long-form papers on AI in financial markets, sent to your work email.

Illustration of two whitepaper covers: The New Economics of Conviction, and AskNeedl on OfficeQA Pro, coming soon
Cover of The New Economics of Conviction

The New Economics of Conviction

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

Whitepaper

Cover of AskNeedl on OfficeQA Pro

AskNeedl on OfficeQA Pro

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

Whitepaper

Cost-Aware Document Intelligence on AWS

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

Benchmarking PDF Extraction Tools

Evaluation criteria, scoring functions, and comparative results from benchmarking 42 extraction libraries and vision-language models for financial-document quality.

Whitepaper · Coming soon

Frequently asked questions

What are Needl.ai whitepapers?

Long-form papers from Needl.ai on AI in financial markets, sent to your work email.

What is the latest whitepaper?

The New Economics of Conviction, written with AWS, on adopting agentic AI across diligence and portfolio operations in private markets.

Where else can I read Needl.ai’s research?

The technical notes carry benchmark results and engineering detail, and the Needl.ai blog covers AI across credit, wealth management and trading.

See Needl.ai run on your own documents

The fastest way to get started is a demo on the documents your team works with.