{
  "@context": "https://schema.org",
  "@type": "SoftwareApplication",
  "@id": "https://www.insightits.com/products/prism-pack.html",
  "slug": "prism-pack",
  "canonicalName": "Prism Pack Family",
  "name": "Prism Pack Family — Finance Agent Benchmarks",
  "canonicalUrl": "https://www.insightits.com/products/prism-pack.html",
  "knowledgeUrl": "https://www.insightits.com/catalog/prism-pack.json",
  "markdownUrl": "https://www.insightits.com/catalog/prism-pack.md",
  "family": "research",
  "infraFamily": null,
  "recordType": "product",
  "status": "published",
  "parentProduct": null,
  "whatItIs": "Prism Pack Family board: FinancePackBench job-by-job wins for the wired stack PrismGuard → ChorusGraph → PrismShine. Not a pip package.",
  "problem": "Buyers ask whether the integrated pack beats a composed LangGraph+LLM Guard stack on a published finance bench — this page is that evidence board, with disclosures.",
  "isNot": [
    "A claim that the pack beat AWS / AgentCore overall",
    "PrismAPI faster than DB",
    "Cortex FAQ quality win",
    "Race E lexical 10% as a grounding win",
    "100% grounded from allow"
  ],
  "alternatives": [
    {
      "name": "LangGraph + LLM Guard (FinancePackBench peer)",
      "relationship": "Vendor-authored Race E / mid bake-off. Cite eye-to-eye job wins and disclosures only.",
      "url": "https://www.insightits.com/products/prism-pack.html"
    }
  ],
  "features": [
    {
      "name": "Pack task + PI",
      "description": "Task 100% / PI 100% attributed to Pack (Guard → ChorusGraph → Shine), not a single cell."
    },
    {
      "name": "Embed tax vs re-embed",
      "description": "PrismAPI 0.70 vs 4.20 mean embeds; multi-worker fleet ~6× — never API vs database."
    },
    {
      "name": "Warm retrieve Race C",
      "description": "PrismDriver 0.057 ms vs plain SQL 20.0 ms P50 (~353×). Separate peer map from embeds."
    }
  ],
  "architecture": "Wire: PrismGuard → ChorusGraph → PrismShine; add PrismAPI for multi-worker embeds; add PrismDriver for warm FAQ vs SQL; PrismCortex optional (no quality claim). Pins: chorusgraph 1.3.0 · prismguard 0.1.10 · prismshine 0.2.2 · seed 42.",
  "useCases": [
    "Read the pack family evidence before a Guardrail Scorecard"
  ],
  "benchmarks": {
    "published": true,
    "summary": "Vendor-authored FinancePackBench pack family board. Cite eye-to-eye job wins and disclosures only — not an overall AWS / AgentCore win.",
    "disclosures": [
      "Do not claim the pack beat AWS overall.",
      "Do not claim PrismAPI is faster than DB.",
      "Do not cite Cortex as a FAQ quality win.",
      "Do not treat Race E lexical 10% as a grounding win."
    ],
    "urls": [
      "https://www.insightits.com/products/prism-pack.html"
    ],
    "pins": {
      "chorusgraph": "1.3.0",
      "prismguard": "0.1.10",
      "prismshine": "0.2.2",
      "seed": 42
    },
    "raceE": {
      "PC": {
        "task": 100,
        "pi": 100,
        "benign": 100,
        "strictGround": 10,
        "allow": 100,
        "meanScore": 0.68,
        "meanEmbed": 0.7,
        "costPerOk": 0.000164,
        "taskP50Ms": 2895
      },
      "PN": {
        "task": 100,
        "pi": 100,
        "benign": 100,
        "strictGround": 10,
        "allow": 100,
        "meanScore": 0.68,
        "meanEmbed": 4.2,
        "costPerOk": 0.000164,
        "taskP50Ms": 2900
      },
      "L2": {
        "task": 92.5,
        "pi": 85,
        "benign": 100,
        "strictGround": 13.3,
        "allow": 13.3,
        "meanScore": 0.153,
        "meanEmbed": 4.2,
        "costPerOk": 0.000279,
        "taskP50Ms": 3602
      },
      "A1": {
        "task": 100,
        "pi": 45,
        "benign": 100,
        "strictGround": 26.7,
        "allow": 26.7,
        "meanScore": 0.267,
        "meanEmbed": null,
        "costPerOk": null,
        "taskP50Ms": 4264
      }
    },
    "multiworker": {
      "PC": 20,
      "PN": 120,
      "ratio": 6
    },
    "raceC": {
      "sqlP50Ms": 20.003,
      "driverP50Ms": 0.057,
      "speedupApprox": 353
    },
    "groundingHo010": {
      "strictPass": 30,
      "expectStrict": 93.3,
      "allow": 100,
      "meanScore": 0.536,
      "peerHhemStrict": 30,
      "peerHhemMean": 0.298,
      "decisions": "9 pass / 21 flag / 0 block",
      "note": "Cite this for grounding — not Race E lexical 10%"
    }
  },
  "github": "https://github.com/insightitsGit/PrismGuard/blob/main/docs/scorecard.md",
  "pypi": null,
  "documentation": [
    {
      "title": "Guardrail Scorecard",
      "url": "https://github.com/insightitsGit/PrismGuard/blob/main/docs/scorecard.md"
    },
    {
      "title": "https://www.insightits.com/products/prismguard.html",
      "url": "https://www.insightits.com/products/prismguard.html"
    },
    {
      "title": "https://www.insightits.com/products/chorusgraph.html",
      "url": "https://www.insightits.com/products/chorusgraph.html"
    },
    {
      "title": "https://www.insightits.com/products/prismshine.html",
      "url": "https://www.insightits.com/products/prismshine.html"
    }
  ],
  "install": "Soft CTA: Guardrail Scorecard. Pins: chorusgraph 1.3.0 · prismguard 0.1.10 · prismshine 0.2.2 · seed 42.",
  "version": "2026-07-26",
  "relatedProducts": [
    "prismguard",
    "chorusgraph",
    "prismshine",
    "choruscontrol"
  ],
  "publisher": {
    "@type": "Organization",
    "name": "Insight IT Solutions",
    "legalName": "Insight IT Solutions LLC",
    "url": "https://www.insightits.com"
  }
}