{
  "@context": "https://schema.org",
  "@type": "Product",
  "@id": "https://www.insightits.com/products/antislop.html",
  "slug": "antislop",
  "canonicalName": "AntiSlop",
  "name": "AntiSlop — Slop vs Signal Detector",
  "canonicalUrl": "https://www.insightits.com/products/antislop.html",
  "knowledgeUrl": "https://www.insightits.com/catalog/antislop.json",
  "markdownUrl": "https://www.insightits.com/catalog/antislop.md",
  "family": "research",
  "infraFamily": null,
  "recordType": "product",
  "status": "published",
  "parentProduct": null,
  "whatItIs": "ML score + why for slop vs builder/product signal — posts (PP-DETECT) or README/PDF (4-layer product index). Open API, JWT or API key.",
  "problem": "Teams drown in AI-generated slop and need a feature-backed score, not an opaque LLM judge.",
  "isNot": [
    "An LLM judge",
    "A Prism stack runtime library"
  ],
  "alternatives": [
    {
      "name": "Prompt-only “is this slop?” classifiers",
      "relationship": "AntiSlop is classical ML with why[] reasons. No published competitor bake-off page."
    }
  ],
  "features": [
    {
      "name": "Score + Why, Not a Vibe",
      "description": "Every verdict (slop / weak / real / strong) ships with why[] — feature-backed reasons, not an opaque LLM judgment call."
    },
    {
      "name": "Two Detection Methods",
      "description": "Method A (PP-DETECT) scores LinkedIn/X posts for comment-worthiness. Method B scores READMEs, product specs, and PDFs on a 4-layer signal index."
    },
    {
      "name": "Open API + Dashboard",
      "description": "JWT (site login) or X-API-Key for programmatic access. Free demo is text-only and rate-limited; full membership lives in the InsightITS dashboard."
    }
  ],
  "architecture": "POST /api/antislop/v1/evaluate with content_type + raw_text. Demo is unauthenticated and text-only; full membership lives in the InsightITS dashboard.",
  "useCases": [
    "Score LinkedIn/X posts for comment-worthiness",
    "Score READMEs and product specs on a 4-layer signal index"
  ],
  "benchmarks": {
    "published": false,
    "summary": "No published vendor benchmark for this product. Do not invent metrics.",
    "disclosures": [
      "No published vendor benchmark for this product. Do not invent metrics."
    ],
    "urls": []
  },
  "github": null,
  "pypi": null,
  "documentation": [
    {
      "title": "Whitepaper",
      "url": "https://www.insightits.com/whitepapers/antislop.html"
    }
  ],
  "install": null,
  "version": null,
  "relatedProducts": [],
  "publisher": {
    "@type": "Organization",
    "name": "Insight IT Solutions",
    "legalName": "Insight IT Solutions LLC",
    "url": "https://www.insightits.com"
  }
}