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Category perspective

Compare commercial changes without confusing public list price with realized economics.

DataSnifferAI uses the category as an input, but organizes the work around the decision the team must make.

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The workflow

  1. DecisionStart with what you must decide.
  2. EvidenceResearch what can actually answer it.
  3. BoundariesKeep unknowns and weak claims visible.
  4. ActionRespond only when the signal earns it.

What to require from any tool

Traceability

Can you see why a material claim is being made?

Boundaries

Does the product show what public evidence cannot establish?

Decision relevance

Does the output connect to your buyer, deal or GTM choice?

Action threshold

Does it tell you when not to respond?

Competitive decision intelligence

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.

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