A real AI use, explained simply
Build a first market brief using only sources you allow
Create a scoped first market brief whose evidence stays inside an approved source list.
Write one question containing a product, region, and time period.
Done when: Allowed and excluded sources are recorded, major citations are opened, and facts, estimates, and unknowns are separate.
Before you start
- A scoped market question
- Allowed sites or files and exclusions
What the original documents
OpenAI documents selecting websites, files, and connected apps for a documented deep-research report; STORM and GPT Researcher publish cited research-draft workflows.
Claim boundary: The sources support report-drafting workflows, not market completeness, forecast accuracy, or business conclusions.
This page explains a source-documented method. It is not an independent Studio Nani reproduction or performance guarantee.
Follow the workflow and check each result
- List allowed sites and files plus excluded sources.Output: A source boundaryCheckpoint: Confirm access and dates.
- State the question, period, and comparison criteria; review the plan before running.Output: A research planCheckpoint: Remove questions the sources cannot answer.
- Generate the first brief with claims and citations.Output: A cited market brief draftCheckpoint: Separate evidence, counterevidence, and unknowns.
- Open major citations and create a human next-research list.Output: Reviewed first briefCheckpoint: Treat every conclusion as preliminary.
Worked output shape — no made-up values
Question / scope / signals / citations / counterevidence / unknowns / next action.
questionQuestionscopeScopesignalsSignalscitationsSources and citationscounterCounterevidenceunknownsUnknownsnextNext action
Human completion checks
- Every major citation
- Publication dates and source interests
- Facts versus estimates
Limitations
- Access and limits vary by plan and region.
- A cited report remains a first draft.
Use this when
Allowed and excluded sources are recorded, major citations are opened, and facts, estimates, and unknowns are separate.
Copy this and change the brackets
Research [product] in [region] for [period]. Use only [approved sites/files]. Separate market signals / evidence / counterevidence / unknowns.Source-documented method
The sources support report-drafting workflows, not market completeness, forecast accuracy, or business conclusions.
Keep in mind
Access and limits vary by plan and region. A cited report remains a first draft.
Next, make it your own
Source and notes
- OpenAI Deep Research FAQ ↗official-help · checked 2026-07-24
- STORM ↗github · checked 2026-07-24
- GPT Researcher ↗github · checked 2026-07-24