Original links, dates, and source type
Official pages, code, regulation, news, and user accounts are not the same evidence.
AI RESEARCH · FROM SEARCH TO DECISION-READY EVIDENCE
Do not ask AI only for links. Ask whether the evidence is enough.
Research can cover products, customers, regulation, markets, topics, or technology. The useful deliverable is not a confident long essay—it is sources, facts, conflicts, unknowns, and what remains worth checking.
See what you should get first
SEE THE FINISH LINE FIRST
A decision-ready research result needs at least these three layers
Confirmed, conflicting, and still unknown
Separate facts from editorial judgment so tone does not substitute for evidence.
What evidence is enough to decide
Research has no natural finish line. More search should add evidence that could change the decision.
NOT MAGIC · A PATH YOU CAN INSPECT
Turn “research this” into six checkable actions
If one step is unclear, pause there instead of hiding the problem under more generations.
- 1
Question
Name the decision to make
- 2
Source scope
Required and excluded sources
- 3
Collect
Keep URL, date, and exact location
- 4
Compare
Find repetition, conflict, and staleness
- 5
Deliver
Separate fact, judgment, and unknown
- 6
Review
Open key sources before deciding
WHAT A GOOD FRIEND WOULD FLAG EARLY
Three ways research results become misleading
Secondary repetition
Ten articles may repeat one unverified claim. Volume does not make sources independent.
Missing the deciding counterexample
A research agent may stop once it can write a convincing answer without showing which leads it skipped.
Using stale knowledge for a live question
Prices, versions, rules, people, and product capabilities change. Record the observation date and re-open current sources.
START HERE TODAY
Match research depth to the importance of the decision
QUICK ORIENTATION
ChatGPT search or deep research
Ask for five primary entry points and one sentence on disagreement. Open two yourself.
- BRING
- A clear question, the decision, a timeframe, and preferred sources
- DONE MEANS
- Five primary entries, dates, and disagreement; you open two
- STOP WHEN
- Do not treat an uncited long answer as a research result
SPENDING MONEY OR DAYS
Webhound · research-task product
Require a source table, criteria, unknowns, and a stopping rule—not only a summary.
- BRING
- Criteria, allowed and excluded sources, and the final decision format
- DONE MEANS
- A checkable source table, conflicts, unknowns, and stopping rule
- STOP WHEN
- If a key claim cannot be traced to primary material, keep checking before spending or deciding
ONGOING MONITORING
GPT Researcher · self-hostable research agent
Fix the sources and fields first, then automate collection. Send conflict and failure to human review.
- BRING
- A development environment, model and search services, evaluation samples, and maintenance
- DONE MEANS
- Repeated runs record what is new, duplicated, conflicting, or failed
- STOP WHEN
- Do not call self-hosting a shortcut without ownership for sources, cost, and failures
WHY WE FRAMED IT THIS WAY
Inspect the public primary material before investing.
These public projects show multi-step search, source tracking, and inspectable research becoming distinct capabilities. Completeness and accuracy still need task-specific verification.
ONE-TAP FEEDBACK
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