Observed arrival · 2026-08-21

Proof Before Prompt: AI workflows with receipts

proofbeforeprompt.com Observed source

Editorial interest 86/100 Selection signal · not a rating of the site

An independent lab tests practical small-business AI workflows and publishes the prompts, outputs, failure modes, privacy notes, and verdicts.

Landing page captured for the 2026-08-21 issue.

Why it surfaced

Its latest test asks whether AI can turn a negative review and an internal incident record into a safe public reply without inventing facts or exposing private details. The lab publishes limitations as readily as successes, including a purchasing test it rejected for producing an untrustworthy winner.

An independent lab tests practical small-business AI workflows and publishes the prompts, outputs, failure modes, privacy notes, and verdicts.

Observed signals

Read the marks

Editorial observations of this landing page, not a rating.

○OpenPublic substance visible

✦PrettyNotable craft visible

●ProPolished or operationally mature

◎NicheUnusually specific use

ƒJavaScriptBrowser-side code central

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