By the ThesisLoop team · Updated 2 Jul 2026
AI Research Assistant for Investors: Beyond Chat Prompts
Why a purpose-built research assistant beats one-off chatbot sessions: document-grounded answers, evidence-linked citations, and saved theses you can refresh as new filings arrive.
Informational research only. ThesisLoop is not investment advice, a stock recommendation, or a guarantee of returns.
Who this page is for
Investors who want a persistent research assistant rather than one-off chat sessions
Example assets to start with
Why this matters now
Investors who tried general chatbots for research keep hitting the same ceiling — stale training data, no citations, no memory — and are searching for what comes after chat.
ThesisLoop research prompt
Act as a research assistant on [company]: answer questions from its indexed primary documents with cited evidence, and maintain a structured thesis you can re-run as new documents arrive.
Start with this promptEvidence checks
Test whether answers are grounded in the company's own documents rather than the model's training data.
Require an evidence link on every answer so it can be opened against the source passage.
Check that the assistant declines when the documents do not contain the answer instead of improvising.
Confirm research persists — a saved thesis you can refresh beats a chat transcript that scrolls away.
Research questions
Where did my chatbot research go wrong — stale data, missing citations, or lost context?
Can I ask a follow-up next month and build on the same evidence base?
Does the assistant structure output into analysis pillars or leave me freeform prose?
What happens to my prior research when a new quarterly filing lands?
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.