Risk-First Stock Research Workflow
Start research with downside scenarios, thesis killers, balance sheet risks, and evidence gaps before refining the bull case.
Informational research only. ThesisLoop is not investment advice, a stock recommendation, or a guarantee of returns.
Who this page is for
Investors who want to avoid confirmation bias
Example assets to start with
Start with a company, sector, watchlist, or position you already follow.
Why this matters now
AI tools can make bull cases sound polished, so risk-first workflows help investors counter confirmation bias and narrative momentum.
ThesisLoop research prompt
Create a risk-first research memo for [company] that starts with downside evidence, thesis killers, and open questions.
Start with this promptEvidence checks
Write the bear case before refining the bull case.
Identify balance sheet, dilution, customer, regulatory, and execution risks.
Find evidence that would make the thesis uninvestable or not worth further research.
Track risk mitigants separately from risk descriptions.
Research questions
What is the most credible reason the thesis could fail?
Which risks are measurable and which are qualitative?
What downside evidence is missing from the current note?
How would the thesis behave under stress?
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.