Prompt Autopsy Sales Audit

    2

    Forensic diagnostic tool that audits prompts and AI products for commercial failure and structural weaknesses.

    $6.99

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    Works with the AI tools you already use

    Claude CodeClaude CodeCursorCursorCodex CLICodex CLIGitHub CopilotGitHub CopilotGemini CLIGemini CLI+20 more

    prompt-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

    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.

    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.

    ~30 seconds
    1. 1

      Download the ZIP

      Free skills download straight away. Paid skills unlock right after purchase.

    2. 2

      Unzip into your skills folder

      Every agent reads skills from one folder on your machine. Drop the unzipped folder in there.

    3. 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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    Fresh listing

    Recently published to Agensi

    30-day refund

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    Trust & safety

    Security scanned

    Verified clean 3 months ago

    • Passed all security checks, Safe to install

    Listed3 months ago

    What's inside

    Frequently Asked Questions