Evidence-bound AI solutions for unsafe automation, missed revenue, tax overpayments, and regulated decisions.
Every solution below links a specific operational problem to a focused product, proof, and next step.
Find potential sales and use tax overpayments, bind each dollar to invoices and effective rules, and route approved findings through vendor recovery.
Recover overpaid sales tax RefundProof · controlled pilot · human review requiredBlock prompt injection, altered dollars, and unverified tool arguments before payments, claims, tax, or underwriting engines execute.
Stop unsafe AI actions PrismGuard · PrismManifest · Prism-ShieldCatch hallucinations, digit drops, prompt attacks, and evidence gaps before release and during production.
Verify AI answers and extractions Prism-Eval · PrismShineControl retrieval by taxonomy and intent, preserve causal context, and migrate vector databases without silently changing neighbors.
Improve RAG relevance and auditability PrismRAG · VectorPrism · PrismResonance · VectorBridgeResolve competing evidence, preserve valid and decision time, require human review, and export a decision trail that survives scrutiny.
Make regulated decisions defensible LedgerCovenant · Ledgerlock · PrismClaim · PrismClinicalRun native Python agents with a readable route ledger, replayable state, explicit gates, and an optional self-hosted operations plane.
Operate production AI with control ChorusGraph · PrismCortex · ChorusControlGive prospects a business-specific assistant that answers questions, qualifies intent, and moves them toward bookings or sales around the clock.
Capture leads after hours Hotel · law · dental · real estate · restaurant · moreCompare every product and library by buyer problem, maturity, deployment model, evidence, and next action.
View all solutions Human-readable and machine-readable catalogThe problem map above tells you what fits. These lanes tell you how to start.
Build with open source. Install ChorusGraph, PrismGuard, PrismShine, and PrismRAG — prove glue reduction, named gates, answer verdicts, and taxonomy retrieval with free interactive demos before any sales call.
Insight ITS governs enterprise AI. ChorusControl is the optional self-hosted AI Operations Platform for your VPC — Mother + fleet agents with Trace · Taxonomy · Memory · Guard · Admin. Soft CTA CONTROL · $1,999/month. Libraries stay free forever.
Launch a vertical AI solution. Secondary catalog: done-for-you website agents for hotel, law, healthcare, restaurant, and more — typically days from kickoff after deal and site access. Not the homepage identity; use when you want deploy, not libraries.
For engineering teams, the open-source stack separates runtime, security, verification, retrieval, and operations so each failure boundary stays inspectable.
Native Python orchestration instead of duck-taped glue.
ChorusGraph is the Agent Runtime: own Graph engine, default-on semantic cache, Route Ledger. Not a LangGraph wrapper. Soft CTA: LEDGER. Apache-2.0 — pip install "chorusgraph==1.3.0".
Ingress firewall, money-tool authorization, runtime gateway.
PrismGuard decides who may speak / inject (GRADE). PrismManifest decides which dollar parameters may execute (MANIFEST). Prism-Shield enforces ACCEPT / REVIEW / REFUSE at runtime (SHIELD). Not SOC2 certified.
CI red team, then evidence-aware answer verdicts.
Prism-Eval fails the build on digit-drops and prompt injections before merge (EVAL). PrismShine verifies answers against a supplied preload (VERIFY); PASS means grounded in that preload, not world-true.
Taxonomy graphs, wavepacket memory, proven migrations.
PrismRAG is taxonomy-controlled Graph RAG (TAXONOMY). PrismResonance is wavepacket memory for RAG. VectorBridge migrates vector databases and proves neighbour overlap. VectorPrism is a separate supporting retrieval engine, not this category.
Optional self-hosted ops plane. Not the orchestrator.
ChorusControl is Operations: Trace, Logs, Admin in your VPC. Orchestration stays on ChorusGraph. Enterprise is $1,999/month Founding (CONTROL). Open-source libraries stay $0 forever.
View all products · Research tools · Fail-closed ops packaging · Evidence center
Building agents is crowded. Owning them in production is not: you need stop / escalate behavior, a hop ledger you can replay, and a verdict that “fluent” is not the same as grounded.
Insight ITS packages that path with open-source modules you can prove first:
This is governance for production agents — not a new agent framework and not a chatbot wrapper.
Same products as the tree above, in production order: AI Security (Guard, Manifest) → Agent Runtime (ChorusGraph) → AI Verification (Shine) + AI Retrieval (PrismRAG). Operations (ChorusControl) is optional. Select a node for its definition — all text is in this HTML.
Not on this live hop: Prism-Eval is AI Verification in CI (digit-drops fail the build — it does not sit on the request path). Prism-Shield is AI Security at runtime (ACCEPT / REVIEW / REFUSE before engines run), beside Manifest.
Self-hosted prompt-injection firewall for production LLM apps. Returns an auditable allow/block decision through named gates — not a vague score. Soft path: GRADE.
Zero-trust tool-argument gate. AI/OCR may propose dollar parameters; only an Ed25519-signed ParameterManifest that clears the hard security check may enter your tax, underwriting, claims, or payment engine. Soft path: MANIFEST. Works with any orchestrator — ChorusGraph optional.
Native Python agent runtime that reduces production glue around checkpointers and wiring. Route Ledger: why each hop chose · soft path LEDGER. Plug in Guard, Manifest, Shine, and RAG against your database.
Evidence-aware anti-hallucination verdict engine for RAG and tool answers. VERIFY grounding on answers/receipts · PASS ≠ world-true. Soft path: VERIFY.
Taxonomy-controlled Graph RAG that models document supersession — vector similarity alone does not. Soft path: TAXONOMY.
Ops plane: Trace · Logs · Admin — fail-closed operations in your VPC · CONTROL. Optional enterprise Mother + fleet agents. Offline Ed25519 license. $1,999/month.
Benchmarks, demos, packages, and deployment — disclosed, not slideware. Default view shows three high-value proof items.
FinancePackBench job win — eye-to-eye peers, not “beat AWS on everything.”
Prompt-injection job comparison on the published pack scorecard boundary.
PrismAPI / warm retrieve path vs naive re-embed — see pack page for methods.
Vendor-authored benchmarks. Guard → ChorusGraph → Shine, plus PrismAPI (embeds) and PrismDriver (warm retrieve). Pattern: runtime hop evidence (Route Ledger) → answer verdict (PrismShine VERIFY). Job-by-job pack wins remain on Prism Pack Family — not a claim that Shine replaces your orchestrator. See pack benchmarks · Guardrail Scorecard
Production agents fail in layers. We publish job-by-job wins on FinancePackBench — eye-to-eye peers.
Interactive demos — no signup wall. Soft paths: LEDGER · GRADE · VERDICT · TAXONOMY.
Core libraries are free forever on GitHub and PyPI. Soft CTAs — no fake Buy on OSS.
1) Demo & pip install. 2) Optional ChorusControl in your VPC ($1,999/month · CONTROL). 3) Custom AWS/Azure agent/RAG/security builds or vertical website agents when you need implementation.
Prism stack libraries stay $0 forever. ChorusControl Enterprise is the self-hosted AI Operations Platform for your VPC.
CONTROL · Lane 2
Mother + child agents in your VPC · Overview · Trace · Taxonomy · Cortex · Guard · Logs · Admin · Ops Assistant (teach + gated execute)
Founding monthly entitlement
Soft CTA: CONTROL. Never cold Calendly.
CONTROL — Request accessLane 1 · Open source · free forever
ChorusGraph · PrismGuard · PrismShine · PrismRAG · PrismCortex · PrismLib · …
No purchase required
Soft CTAs: GRADE · LEDGER · TAXONOMY · VERIFY · pip / GitHub
Explore open-source productsLibraries are free forever on GitHub and PyPI. Buy ChorusControl Enterprise ($1,999/month) only if you want the self-hosted ops dashboard in your VPC. No cold Calendly. No Packages A/B/C. ChorusControl pricing →
Find the solution for AI risk, revenue recovery, regulated decisions, retrieval quality, production operations, or missed inbound leads—then validate it with evidence, a demo, or a focused conversation.
Five categories under Open-Source AI Infrastructure: Agent Runtime (ChorusGraph); AI Security (PrismGuard, PrismManifest, Prism-Shield); AI Verification (Prism-Eval, PrismShine); AI Retrieval (PrismRAG, PrismResonance, VectorBridge); Operations (ChorusControl). Supporting libraries, demos, research, and vertical website agents sit outside that tree. See the tree.
Open-Source AI Infrastructure is five categories: Agent Runtime (ChorusGraph), AI Security (PrismGuard, PrismManifest, Prism-Shield), AI Verification (Prism-Eval, PrismShine), AI Retrieval (PrismRAG, PrismResonance, VectorBridge), Operations (ChorusControl). Vertical AI (secondary) is turnkey website chat for one industry. Python Libs is a supporting hub, not a category. See outcomes.
Read the five-category tree at #outcomes. Start with free demos: ChorusGraph (Agent Runtime), PrismGuard (AI Security), PrismShine (AI Verification), PrismRAG (AI Retrieval). Then PrismManifest / Prism-Shield (Security), Prism-Eval (Verification), VectorBridge / PrismResonance (Retrieval). ChorusControl is optional Operations. Python Libs is a supporting hub, not a category. Optional free Risk Management architecture audit.
ChorusGraph is Insight ITS’s Apache-2.0 native Python agent runtime (pip install "chorusgraph==1.3.0") — own Graph engine, semantic cache, Route Ledger. It is a LangGraph alternative, not a wrapper. Compare: ChorusGraph vs LangGraph.
Use ChorusGraph when you want a native replacement runtime. Stay on LangGraph and add PrismLang as middleware — PrismLang is not a LangGraph alternative.
PrismGuard is the self-hosted prompt-injection firewall: auditable allow/block with resolution_gate. Wire it before the LLM. Guide: prompt-injection firewall.
PrismManifest authorizes money tool arguments before tax, underwriting, claims, or payment engines. Runtime ACCEPT/REVIEW/REFUSE is Prism-Shield. CI red team: Prism-Eval.
Route Ledger is built into ChorusGraph — it records why the agent routed, not only stdout. Demo: ChorusGraph demo.
Prism-Eval is AI Verification — pre-deploy adversarial CI (digit-drops fail the build; product page · soft CTA EVAL). Prism-Shield is AI Security — runtime ACCEPT / REVIEW / REFUSE (product page · soft CTA SHIELD). Funnel: Eval → merge → Shield; PrismManifest (also AI Security) seals args underneath. PrismShine is the other Verification product (answer verdicts; PASS ≠ world-true).
Python Libs is a supporting navigation hub for six PyPI pages. It is not an infrastructure category. PrismManifest, PrismRAG, PrismResonance, and VectorBridge are first-class in the Open-Source AI Infrastructure tree (AI Security / AI Retrieval). PrismLang and PrismLib stay supporting. Eval, Shield, VectorPrism, Fabric, and Cortex have their own pages.
VectorPrism is a supporting intent-gated retrieval library (positional subspace multiplexing in one 1024d tensor). It is not in the AI Retrieval category — that tree lists PrismRAG, PrismResonance, and VectorBridge. It is not VectorBridge (migration). Pin: pip install "vectorprism==0.1.2". Soft CTA RECOVER. Product page.
PrismSQL is a hosted schema-bound NL-to-SQL compiler. Upload your contract, then POST /api/prismsql/v1/query/execute with a JWT. The model never writes SQL. The API returns sql_template + params; you run it. Companion: pip install "prismschema==0.1.0" — not a pip package itself. Product page · guide · compile vs execute.
Yes — interactive OSS demos for ChorusGraph, PrismGuard, PrismShine, PrismRAG, and Prism-Eval (no signup). For Vertical AI, request a guided live demo via contact. See Evidence center.
Prism · Chorus libraries are free forever on GitHub and PyPI. The only paid platform product is ChorusControl Enterprise ($1,999/month; soft CTA CONTROL). Request access with CONTROL; Stripe Buy when checkout is live. See ChorusControl pricing. Vertical website agents are a separate catalog (nav + shop), starting at $2,499 one-time setup plus $79–$149/month depending on industry and features. AI Agent Integration (add to an existing site) starts at $1,999 one-time + $49/month. See live prices in the product shop or ask our chat widget (answers use the same PostgreSQL catalog). All USD. Platform libraries are free forever; ChorusControl Enterprise is $1,999/month (CONTROL CTA; no fake Buy until Stripe live). Canon: foundingPlatformPricing.json. Vertical-agent one-time = deployment, KB setup, and go-live; monthly = hosting, API usage, and support. 2-year maintenance guarantee on AI Web products. Live cart prices always come from /api/products when available. Last market review: June 2025.
ChorusControl Enterprise is the only paid Prism · Chorus platform product. Monthly price: $1,999/month. Soft CTA: CONTROL — request access; Stripe Buy when checkout is live. Libraries stay free forever. Price home: choruscontrol.html#pricing.
Yes — we're based in Mission Viejo, CA but deploy remotely for clients worldwide.
Industry pre-training for vertical agents, scoped knowledge bases (no off-topic hallucinations), real actions where configured, and the same Prism stack we run on this homepage — PrismLang, PrismRAG, PrismResonance, pgvector, PrismCache.
When the agent is stuck or the answer is not grounded, you should not keep burning tools and tokens as if nothing happened. ChorusGraph’s Route Ledger makes hops inspectable; PrismShine’s VERIFY checks grounding; ChorusControl is the optional ops plane for fleet Trace/Logs. Soft paths: LEDGER · VERIFY · CONTROL. See fail-closed packaging.
No. PrismShine is standalone for verdicts. The homepage “ledger → verify” packaging is the recommended production pattern when you already run ChorusGraph (or any runtime that emits inspectable receipts).
Tried a demo or pip install? Tell us what you need next — custom agent/RAG/security on AWS/Azure, ChorusControl in your VPC, or a vertical website agent. Call +1 (973) 692-6919 or +1 (310) 702-7911 · email info@insightits.com · Mission Viejo, Orange County, CA · serving clients worldwide.
Book a fit call after demos — not a cold calendar wall.
Five categories: Agent Runtime (ChorusGraph) · AI Security (PrismGuard, PrismManifest, Prism-Shield) · AI Verification (Prism-Eval, PrismShine) · AI Retrieval (PrismRAG, PrismResonance, VectorBridge) · Operations (ChorusControl). See the tree.
Buy a finished agent for hotel, dental, law, etc. when you want done-for-you. Priced in the product shop.
Transparent tiers: setup + monthly from our Stripe catalog. Vertical AI agents include 2-year maintenance — a separate catalog from platform libraries ($0 forever) and ChorusControl Enterprise. Research labs under Research tools — not in this cart.
Adding a Vertical AI Web Agent may auto-include optional Database and Payment Integration line items. Remove them in the cart if you do not need those services.
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Every project begins with a detailed contract that clearly outlines scope, timeline, payment terms, 2-year support, IP, and confidentiality. All contracts are reviewed and agreed upon before work begins.
Industry-standard secure payment methods: card processing, bank transfers, encrypted payment information, PCI DSS compliant processing, receipts, and a 30-day money-back guarantee on setup fees if not satisfied.
We are a legitimate, established business with 20 years of experience in Mission Viejo, Orange County, California. All contracts are legally binding and protect both parties. Free maintenance & ticketing for 2 years from contract signing; new features beyond original scope are quoted separately.
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