AI 101 for investors

A plain-English primer on AI for fundamental investors.

How agents read filings, where retrieval breaks down, and what a complete, trusted data layer changes about the answers you get. New explainers are on the way — in the meantime, our blog goes deeper.

01

What an AI agent actually does with a filing

From a 10-K to an answer: retrieval, reasoning, and where context gets lost along the way.

02

Why web search isn't a data layer

Fragmented sources, stale pages, and unverified numbers — and what changes when the data is structured.

03

Credits, coverage, and completeness

How to think about what your agent can reach: companies, disclosures, transcripts, and financials.

04

Trusting the output

Cross-checking agent answers against clean, verified financial data extracted directly from filings.