{
  "@context": "https://schema.org",
  "@type": "SoftwareApplication",
  "@id": "https://www.insightits.com/products/vectorprism-demo.html",
  "slug": "vectorprism-demo",
  "canonicalName": "VectorPrism Demo",
  "name": "VectorPrism Demo",
  "canonicalUrl": "https://www.insightits.com/products/vectorprism-demo.html",
  "knowledgeUrl": "https://www.insightits.com/catalog/vectorprism-demo.json",
  "markdownUrl": "https://www.insightits.com/catalog/vectorprism-demo.md",
  "family": "demo",
  "infraFamily": null,
  "recordType": "demo",
  "status": "published",
  "parentProduct": "vectorprism",
  "whatItIs": "VectorPrism Demo page: two separate retrievers on the same docs. Agent A is VectorPrism (encode_query + PSMRetrievalEngine.search). Agent B is plain all-mpnet-base-v2 cosine — not VectorPrism. Plus a live PrismManifest money/digit gate. README does not require HashingEncoder (plumbing/CI only). Full Agent A experience is frozen 768d encoder plus all six trained MultiTaskProjectionAdapter heads. This lab runs that path on all-mpnet-base-v2 (lab contrast pack, not the finance adversarial .pt).",
  "problem": "Buyers ask why RAG retrieves the wrong documents — funny cosine neighbors on why/cause and taxonomy queries.",
  "isNot": [
    "PrismRAG (taxonomy Graph RAG)",
    "VectorBridge (migration)",
    "Website Hub chat",
    "A claim that VectorPrism always beats dense RAG",
    "A claim that this lab uses the published finance_hard_adversarial_multi.pt",
    "ChorusControl traces on this path"
  ],
  "alternatives": [
    {
      "name": "Dense cosine RAG without intent gates",
      "relationship": "Agent B on this page. Same corpus, frozen all-mpnet-base-v2 cosine — not VectorPrism.",
      "url": "https://www.insightits.com/products/vectorprism-demo.html"
    }
  ],
  "features": [
    {
      "name": "Six trained channels — not hashing",
      "description": "The README never requires HashingEncoder. Full experience: freeze a 768d encoder and train all six MultiTaskProjectionAdapter heads."
    },
    {
      "name": "Why did Server X crash at 3 AM?",
      "description": "Causal retrieval vs funny cosine neighbors — README incident-log use case."
    },
    {
      "name": "Which policy supersedes the runbook?",
      "description": "Hyperbolic taxonomy channel vs Euclidean bleed on parent/child trees."
    },
    {
      "name": "People also ask about RAG",
      "description": "Wrong-document retrieval, RAG hallucinations, multi-vector pgvector cost, intent-gated vs dense."
    }
  ],
  "architecture": "POST /api/agents/vectorprism-demo/chat. Locked: one page, same stack, only retrieval changes (Agent A VectorPrism vs Agent B plain MPNet cosine). Live: encode_query + PSMRetrievalEngine.search vs all-mpnet-base-v2 768d cosine; confirmed uploads dual-indexed; PrismManifest enforce_group3_boundary on money/digit chips; Prism-Shield seals after ALLOW; Prism-Eval G4 on the extractor in CI. Not wired: ChorusGraph, PrismGuard, PrismCortex, ChorusControl traces, OCR unless tesseract, pgvector/Qdrant Stage-1. Isolated from Website Hub.",
  "useCases": [
    "Why did Server X crash at 3 AM?",
    "Which policy supersedes the runbook?",
    "Control: What is ChorusGraph?"
  ],
  "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": "https://github.com/insightitsGit/VectorPrism",
  "pypi": "https://pypi.org/project/vectorprism/0.1.0/",
  "documentation": [
    {
      "title": "Parent: VectorPrism",
      "url": "https://www.insightits.com/products/vectorprism.html"
    },
    {
      "title": "README",
      "url": "https://github.com/insightitsGit/VectorPrism/blob/main/README.md"
    },
    {
      "title": "Two-agent architecture (on-page)",
      "url": "https://www.insightits.com/products/vectorprism-demo.html#vpd-architecture"
    },
    {
      "title": "Compose contract (on-page)",
      "url": "https://www.insightits.com/products/vectorprism-demo.html#compose"
    },
    {
      "title": "https://www.insightits.com/products/vectorprism-demo.html",
      "url": "https://www.insightits.com/products/vectorprism-demo.html"
    },
    {
      "title": "https://github.com/insightitsGit/VectorPrism",
      "url": "https://github.com/insightitsGit/VectorPrism"
    },
    {
      "title": "https://pypi.org/project/vectorprism/0.1.0/",
      "url": "https://pypi.org/project/vectorprism/0.1.0/"
    },
    {
      "title": "https://insightitsgit.github.io/VectorPrism/",
      "url": "https://insightitsgit.github.io/VectorPrism/"
    }
  ],
  "install": "pip install \"vectorprism==0.1.0\". Soft CTA RECOVER.",
  "version": "0.1.0",
  "relatedProducts": [
    "vectorprism",
    "prismmanifest",
    "prism-shield",
    "prism-eval"
  ],
  "publisher": {
    "@type": "Organization",
    "name": "Insight IT Solutions",
    "legalName": "Insight IT Solutions LLC",
    "url": "https://www.insightits.com"
  }
}