Hype vs. evidence
Press releases as hypotheses, customer disclosures as data.
What this lens looks for
Vendor announcements describe what should happen, not what has happened. This lens audits the distance between announcement language and named-buyer public evidence.
When we apply it
- An announcement uses outcome verbs (“transformed”, “unlocked”, “drove”) without naming the outcome metric
- A reference customer is mentioned but the customer has not gone on record publicly
- A category claim (“the new standard for X”) arrives before any deployed cohort has been named
What the verdict looks like
Articles through this lens cite the announcement, cite the named-buyer evidence (or its absence), and render one of three reads:
- Compelling: named practitioners corroborate the announcement’s specific claims
- Lukewarm: practitioners corroborate some claims, flag others
- Skip: no named practitioner is publicly endorsing the category outcome; drafting against the announcement risks looking like vendor amplification
The third read exists. Articles get killed at this gate.
Articles through this lens
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OpenAI Just Reframed Frontier AI Scores as a Setup Problem
OpenAI's new evaluation playbook says harness, budget, and validity checks can change results. That is a buyer warning, not just a safety note.
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PwC's Second Announcement Had the Metrics, My First Verdict Missed Them
I collapsed two PwC announcements into one. A re-audit separates May 5 from May 14 and lands on an asymmetric verdict, compelling for the alliance, lukewarm for Advocate Health.
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Starbucks Killed Automated Counting in 9 Months, and the Adoption-Value Gap Captured Itself
Starbucks rolled out NomadGo's computer-vision inventory tool across North America in September 2025, then retired it the week of May 18-22, 2026 and returned stores to manual counts. For the [adoption-value gap](/about/#airs), this is a rare named-buyer case where deployment and abandonment happened inside one observation window, making the gap visible without inference.
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What Buyers Actually Said: Two Weeks of Vendor Noise vs. Named Evidence
Four W21-W22 announcement clusters scored by named-buyer evidence depth. Three lukewarm, one skip. The contrast that shows where decision quality fails.