A competitor launched a feature. Does that create real roadmap pressure?
Start with the commercial choice. Research only the evidence capable of changing it.
- DecisionStart with what you must decide.
- EvidenceResearch what can actually answer it.
- BoundariesKeep unknowns and weak claims visible.
- ActionRespond only when the signal earns it.
What this investigation must establish
Observation
Feature, integration, workflow or AI capability that changed.
Decision
Build, partner, reposition, sell around it or monitor.
Boundary
Shipping a feature does not prove usage, retention or buyer importance.
Best output
ICP relevance, capability delta, evidence threshold and roadmap response options.
The standard
Directly established
The cited source directly supports the statement.
Evidence-backed interpretation
Multiple observations support the interpretation, but it remains an inference.
Useful hypothesis
Potentially useful for testing, not strong enough for a high-impact decision alone.
Not established
Evidence is missing or insufficient. DataSnifferAI should say so.
Have a competitive decision to make now?
Investigate one decision with traceable evidence, explicit uncertainty, a clear next action and an eligible 30-day Decision Watch.
Start a $79 investigation →