By the ThesisLoop team · Updated 2 Jul 2026
AI Equity Research Software: What Professional Teams Need
Evaluate AI equity research software with a capability checklist covering document grounding, per-claim citations, contradiction handling, and exportable memos.
Informational research only. ThesisLoop is not investment advice, a stock recommendation, or a guarantee of returns.
Who this page is for
Professional analysts, research teams, and institutional investors evaluating software
Example assets to start with
Why this matters now
Research teams are moving past chatbot experiments and now evaluate purpose-built platforms on citations, auditability, and document coverage before committing budget.
ThesisLoop research prompt
Run an AI equity research analysis on [company]'s primary filings, and return cited findings across management credibility, business model, growth, risk, and scenarios.
Start with this promptEvidence checks
Confirm the software ingests primary documents — annual reports, earnings transcripts, investor decks — not just news or price feeds.
Verify every extracted finding links to the exact source passage so a reviewer can check it in seconds.
Test contradiction handling: does the tool surface where the deck and the audited statements disagree?
Check that exported memos preserve citations and avoid recommendation or target-price language.
Research questions
Which document types does the platform actually analyze, and how current is its coverage?
Can any claim in the output be traced to a source page or transcript passage?
How does the tool behave when documents conflict or evidence is missing?
What does the audit trail look like when a memo is shared with a committee or client?
Public report examples
Use these published reports as examples of source-backed research structure: claims, evidence, risks, and follow-up questions. They are educational examples, not investment advice or recommendations.
Keywords this page covers
The goal is not a keyword list. The goal is to turn a search query into a specific, source-backed research workflow.
Related research topics
Move from a broad theme into adjacent company-level diligence.