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Content & CreativeDone with custom-built or unnamed agent Mar 3, 2026

Audit and rewrite marketing copy to strip unverified claims

A dual-agent system scores landing page, cold email and pitch deck copy against strict rubrics, then rewrites it to remove fluff and unsupported claims.

Audit and rewrite marketing copy to strip unverified claims preview
What They Did
The builder made two agents on gpt-4o-mini with low temperature and fixed seeds. The evaluator scores copy against mode-specific rubrics (landing page, cold email, pitch deck) and caps Specificity at 7/10 when no verifiable metrics exist. The rewriter is forbidden from strengthening claims, turns unproven percentages into defensible outcomes, and strips Markdown.
How It Went
The source is a launch post and reports no results or numbers from real use. It invites users to try to bypass the guardrails and gives brutal feedback, with 5 free credits on sign-in.
Worth Knowing
A hidden watermark in the rewritten text stops users re-auditing already optimized copy and wasting credits; credit deductions use Firestore transactions to avoid race conditions.
Try it yourself with custom-built or unnamed agent

Read my marketing copy in [file path for landing page, cold email, or pitch deck]. Score each section against a strict rubric: every claim must be specific and verifiable, with no fluff, superlatives, or unsupported numbers. Then write a revised version that removes or flags every unsupported claim, and give me a table of what you changed and why.

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