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Hype vs Reality: A Quick Filter

~8 min read

Estimated time: ~8 min read — for the in-app brief plus opening the primary source.

What this is

A short filter for pitches and headlines: separate demos from durable capability, marketing claims from evaluated performance, and moonshots from process improvements you can run this quarter.

A short filter for pitches and headlines: separate demos from durable capability, marketing claims from evaluated performance, and moonshots from process improvements you can run this quarter.

  • Ask for the unit of value: hours saved, errors reduced, revenue influenced — not 'AI-powered' as a feature label.
  • Demand the evaluation setting: whose data, what languages, what edge cases, compared to what baseline (human process or prior tool).
  • Watch for AI washing: rules engines or search with a chatbot wrapper. Useful maybe — but price and govern accordingly.
  • Prefer boring operational gains with owners over visionary platforms without a first workflow.

Next action: Busy leaders lose time to polished narratives. A repeatable filter protects your calendar, budget, and credibility when you sponsor initiatives.

Deep dive

Ask for the unit of value: hours saved, errors reduced, revenue influenced — not 'AI-powered' as a feature label.

Demand the evaluation setting: whose data, what languages, what edge cases, compared to what baseline (human process or prior tool).

Watch for AI washing: rules engines or search with a chatbot wrapper. Useful maybe — but price and govern accordingly.

Prefer boring operational gains with owners over visionary platforms without a first workflow.

Related weekly lessons

procurementskepticismdemos