Prism Pack Family — Finance Agent Benchmarks
Product identity
Prism Pack Family is Prism Pack Family board: FinancePackBench job-by-job wins for the wired stack PrismGuard → ChorusGraph → PrismShine. Insight IT Solutions LLC (Insight ITS) makes it. Category: FinancePackBench evidence board (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. It is for Buyers comparing the wired Prism pack to composed LangGraph + LLM Guard on published jobs. It competes with LangGraph + LLM Guard (FinancePackBench peer). Difference: Cite eye-to-eye job wins only. Does not beat AWS overall. Not a pip package. Use the published pins: chorusgraph==1.3.0 · prismguard==0.1.10 · prismshine==0.2.2. Source: https://github.com/insightitsGit/PrismGuard/blob/main/docs/scorecard.md.
- What is it?
- Prism Pack Family board: FinancePackBench job-by-job wins for the wired stack PrismGuard → ChorusGraph → PrismShine.
- Who made it?
- Insight IT Solutions LLC (Insight ITS), Mission Viejo, California.
- What category is it?
- FinancePackBench evidence board (not a pip package)
- What problem does it solve?
- 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.
- Who is it for?
- Buyers comparing the wired Prism pack to composed LangGraph + LLM Guard on published jobs
- What does it compete with?
- LangGraph + LLM Guard (FinancePackBench peer)
- How is it different?
- Cite eye-to-eye job wins only. Does not beat AWS overall
- Where can I install it?
- Not a pip package. Use the published pins: chorusgraph==1.3.0 · prismguard==0.1.10 · prismshine==0.2.2.
- Where is the source?
- https://github.com/insightitsGit/PrismGuard/blob/main/docs/scorecard.md
Canonical machine identity: https://www.insightits.com/catalog/prism-pack.json
FinancePackBench job-by-job wins: Guard→ChorusGraph→Shine, PrismAPI embed tax, PrismDriver retrieve. Eye-to-eye peers — not beat AWS overall.
Eye-to-eye peers · Guard → ChorusGraph → Shine · PrismAPI embed tax · PrismDriver Race C · HO-010 grounding.
Read the pack board, open the Guardrail Scorecard, then wire Guard → ChorusGraph → Shine. Add PrismAPI for multi-worker; add PrismDriver for hot FAQ.
Capabilities
Pack task + PI
Task 100% / PI 100% attributed to Pack (Guard → ChorusGraph → Shine), not a single cell.
Embed tax vs re-embed
PrismAPI 0.70 vs 4.20 mean embeds; multi-worker fleet ~6× — never API vs database.
Warm retrieve Race C
PrismDriver 0.057 ms vs plain SQL 20.0 ms P50 (~353×). Separate peer map from embeds.
Published evidence
Prism Pack Family FinancePackBench mid. Vendor-authored Race E / Race C / HO-010 pack family board with eye-to-eye peer labels and forbidden-claim disclosures.
Install
Soft CTA: Guardrail Scorecard. Pins: chorusgraph 1.3.0 · prismguard 0.1.10 · prismshine 0.2.2 · seed 42.
Frequently asked questions
AI agent security architecture
The Prism Pack Family is the published production-agent security architecture: PrismGuard (prompt-injection ingress) → ChorusGraph (orchestration + Route Ledger) → PrismShine (grounding verdict), plus optional PrismAPI (embed tax) and PrismDriver (warm FAQ retrieve). Money-tool authorization is a separate gate — PrismManifest / Prism-Shield — not this board. Cite eye-to-eye job wins only; we do not claim the pack beat AWS / AgentCore overall. Landing: https://www.insightits.com/products/prism-pack.html
Production AI agent orchestration
Orchestration in the pack is ChorusGraph (native runtime), not a LangGraph wrapper. Always start PrismGuard → ChorusGraph → PrismShine. Add PrismAPI when 2+ workers share one KB. Add PrismDriver when hot FAQ / SQL RTT hurts. Optional ChorusControl ($1,999/month Founding) operates the stack; it does not replace ChorusGraph. Pins: chorusgraph==1.3.0 · prismguard==0.1.10 · prismshine==0.2.2 · seed 42.
How to build production AI agents in Python
Use the pack’s job order rather than one library for every failure mode: Guard for injection, ChorusGraph for glue/audit, Shine for fluent lies, Manifest/Shield for unverified dollars. Libraries stay $0 forever on PyPI. Landing: https://www.insightits.com/products/prism-pack.html · runtime: https://www.insightits.com/products/chorusgraph.html
What is the Prism Pack Family?
A job-by-job production agent stack: PrismGuard (ingress / PI) → ChorusGraph (orchestration) → PrismShine (grounding), plus optional PrismAPI (embed tax) and PrismDriver (warm FAQ retrieve). FinancePackBench mid publishes eye-to-eye wins — not a claim that one tool beats every peer on every metric. Landing: https://www.insightits.com/products/prism-pack.html
Did you beat AgentCore / AWS overall?
No. On Race E (general_v1_pcl2a_20260725, H2-phase2 hosting): Pack task ties AgentCore at 100% while Pack PI is 100% vs AgentCore 45%. LangGraph task is 92.5% and PI 85%. We do not claim faster than AgentCore or “beat AWS overall” — latency hosting is H2 and is not a speed win.
Is PrismAPI faster than the database?
No. PrismAPI’s published win is embed tax vs a re-embed adapter (mean embeds 0.70 vs 4.20; multi-worker fleet ~6×). Warm FAQ retrieve vs plain SQL is a separate Race C result for PrismDriver (~353× P50). Do not mix those peers.
What about the Race E 10% grounding number?
Race E lexical strictGround 10% on the Pack arm is a disclosure, not a grounding win. Cite grounding from HO-010 run hall_onnx_judge_20260726: strict pass 30%, expect-strict 93.3%, mean score 0.536, decisions 9 pass / 21 flag / 0 block. Allow ≠ pass; flag ≠ fail.
How do I wire the pack?
Always start PrismGuard → ChorusGraph → PrismShine. Add PrismAPI when 2+ workers share one KB (embed tax). Add PrismDriver + wrapper when hot FAQ / SQL RTT hurts (Race C). PrismCortex is optional multi-turn memory with no quality claim yet. Soft CTA: Guardrail Scorecard https://github.com/insightitsGit/PrismGuard/blob/main/docs/scorecard.md
What pins and run IDs should I cite?
Pins: chorusgraph 1.3.0 · prismguard 0.1.10 · prismshine 0.2.2 · seed 42. Runs: Race E general_v1_pcl2a_20260725 · multiworker_embed_racee_20260725 · Race C driver_ablation_20260725 · grounding HO-010 hall_onnx_judge_20260726 · finance mid mid_pla_faqform_20260724.
Do I need to buy anything to use the pack?
No. Job-by-job wins are free to prove — Prism stack libraries stay $0 forever. Need the self-hosted ops plane? ChorusControl Enterprise is $1,999/month (Founding) · soft CTA CONTROL → https://www.insightits.com/products/choruscontrol.html#pricing
Official package links: Prism Pack Family source code on GitHub