Prompt Autopsy Sales Audit
Forensic diagnostic tool that audits prompts and AI products for commercial failure and structural weaknesses.
- Identify why a prompt listing has high views but zero sales.
- Determine if a prompt asset should be killed, revived, or repositioned.
- Score prompt mechanics and output quality against professional benchmarks.
$6.99
· or 35 creditsSecure checkout via Stripe
Included in download
- Identify why a prompt listing has high views but zero sales.
- Determine if a prompt asset should be killed, revived, or repositioned.
See it in action
You say
I'm selling a 'Creative Writing Assistant' prompt for $10. It has 500 views but 0 sales. Here is the prompt: 'Act as a creative writer and help me write a story about anything I want.'
Your agent does
Quick Prompt Autopsy
Root Cause: Generic AI Slop Verdict: Kill Confidence: High
Main Problem
The prompt is a "Low Output Ceiling" failure. It asks the AI to do what it already does by default. There is zero proprietary logic or specialized instruction.
Biggest Buyer Objection
"I can do this myself for free."
Fastest Fix
Delete this and find a specific niche, like "Horror Short Story Structural Editor."
What Not To Waste Time On
Do not rewrite the description or lower the price. The core product has no value.
Prompt Autopsy Sales Audit
Forensic diagnostic tool that audits prompts and AI products for commercial failure and structural weaknesses.
$6.99
· or 35 creditsSecure checkout via Stripe
Included in download
- Identify why a prompt listing has high views but zero sales.
- Determine if a prompt asset should be killed, revived, or repositioned.
- Instant install
See it in action
You say
I'm selling a 'Creative Writing Assistant' prompt for $10. It has 500 views but 0 sales. Here is the prompt: 'Act as a creative writer and help me write a story about anything I want.'
Your agent does
Quick Prompt Autopsy
Root Cause: Generic AI Slop Verdict: Kill Confidence: High
Main Problem
The prompt is a "Low Output Ceiling" failure. It asks the AI to do what it already does by default. There is zero proprietary logic or specialized instruction.
Biggest Buyer Objection
"I can do this myself for free."
Fastest Fix
Delete this and find a specific niche, like "Horror Short Story Structural Editor."
What Not To Waste Time On
Do not rewrite the description or lower the price. The core product has no value.
About This Skill
The problem
Most prompt engineers focus entirely on technical execution while ignoring market viability. You spend weeks refining a prompt only to realize no one wants to buy it, it sounds exactly like a basic ChatGPT request, or it overpromises and underdelivers.
What it does
- Identifies specific failure patterns like "Generic AI Slop" or "Promise-Delivery Mismatch" using a library of 20 forensic categories.
- Scores your prompt or product listing across five diagnostic dimensions including Prompt Mechanics and Marketability.
- Delivers a definitive Kill, Revive, or Reposition verdict to prevent wasted development time.
- Analyzes buyer-side damage to determine why potential customers are bouncing from your listing.
- Provides a remediation priority matrix to separate high-impact fixes from low-value polish.
Why this beats prompting it yourself
Typical LLMs are too polite and default to vague encouragement. This skill is professionally cynical, strictly following internal score caps and failure patterns to find the exact reason a product is underperforming without softening the blow.
Use cases
- Audit a PromptBase or Gumroad listing that has high views but zero conversions.
- Decide whether to abandon a prompt project or pivot to a new target audience.
- Vetting a prompt pack's structural integrity before a public launch.
- Diagnosing why a custom GPT or AI tool feels "thin" or "generic" to users.
Known limitations
This skill measures commercial and structural viability, not platform-specific algorithm behavior or SEO rankings.
Use Cases
- Identify why a prompt listing has high views but zero sales.
- Determine if a prompt asset should be killed, revived, or repositioned.
- Score prompt mechanics and output quality against professional benchmarks.
- Uncover the "root cause" of buyer distrust in your AI product description.
How to Install
mkdir -p ~/.claude/skills && curl -sL https://www.agensi.io/api/install/prompt-autopsy-sales-audit -o /tmp/prompt-autopsy-sales-audit.zip && unzip -o /tmp/prompt-autopsy-sales-audit.zip -d ~/.claude/skills && rm /tmp/prompt-autopsy-sales-audit.zipFree skills install directly. Paid skills require purchase - use the download button above after buying.
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Security Scanned
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Permissions
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