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. Task: The builder created a dual-agent system using gpt-4o-mini with low temperature and fixed seeds. Agent 1 evaluates copy against mode-specific rubrics, capping Specificity at 7/10 without verifiable metrics. Agent 2 rewrites text to neutralize unproven claims and strip Markdown, while a hidden watermark prevents redundant audits.; tools: custom-built or unnamed agent. Human role: Source evidence is unavailable regarding specific human roles or workflows.; limitations: Prerequisites include a Next.js/Firebase stack and OpenAI API access. Credit deductions use Firestore transactions to avoid race conditions. The hidden watermark stops re-auditing optimized text. Human review is required to verify that neutralized claims remain accurate and defensible..
Tools
custom-built or unnamed agent
Published on Agent Work Atlas:
Overview
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.
Workflow
The builder created a dual-agent system using gpt-4o-mini with low temperature and fixed seeds. Agent 1 evaluates copy against mode-specific rubrics, capping Specificity at 7/10 without verifiable metrics. Agent 2 rewrites text to neutralize unproven claims and strip Markdown, while a hidden watermark prevents redundant audits.
Reported result
The source is a launch post reporting no actual usage results or metrics. It invites users to test the system's guardrails against hyped-up copy and provides 5 free credits for initial trials.
Human role
Source evidence is unavailable regarding specific human roles or workflows.
Limitations
Prerequisites include a Next.js/Firebase stack and OpenAI API access. Credit deductions use Firestore transactions to avoid race conditions. The hidden watermark stops re-auditing optimized text. Human review is required to verify that neutralized claims remain accurate and defensible.
Try it
Act as a marketing copy auditor. I will provide a draft [landing page/cold email/pitch deck] containing potentially unverified claims. First, evaluate the text against strict rubrics for its specific mode, capping 'Specificity' at 7/10 if no verifiable metrics exist. Second, rewrite the copy to remove fluff, strip Markdown, and neutralize any unproven percentages into defensible outcomes without strengthening claims. Insert a hidden watermark to prevent re-auditing. Output the raw, copy-ready text and a brief audit report. Before finalizing, ask me to confirm the neutralized claims are factually accurate. If inputs are missing, request the specific copy type and draft text.
Source reports are not independently verified. Publication date is the catalog publication date, not the original article date.