Prompt Autopsy Sales Audit
Forensic diagnostic tool that audits prompts and AI products for commercial failure and structural weaknesses.
$6.99
Works with the AI tools you already use
Claude Code
Cursor
Codex CLI
Muse
Dots+22 moreClaude CodeCursorCodex CLIMuseDots
OpenClaw
Manus
Grok
Grok Bot+18 agentsprompt-autopsy-sales-audit
Example session with this skill installed
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.'
- Read your context and instructions
- Compiled the prompt-autopsy-sales-audit
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.
Connects securely to your tools. The creator never sees your data.
What you get
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.
How to install
Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.
- 1
Download the ZIP
Free skills download straight away. Paid skills unlock right after purchase.
- 2
Unzip into your skills folder
Every agent reads skills from one folder on your machine. Drop the unzipped folder in there.
- 3
Ask your agent to use it
Restart the agent if it was already running. It picks the skill up automatically - no config needed.
Skills folder by agent
Click the path to copy it. Create the folder if it does not exist yet.
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Security scanned
Verified clean 3 months ago
- Passed all security checks, Safe to install