You're losing leads after hours — staff answer the same FAQs 50× a day instead of closing.

Sound familiar?

Where Production Agents Quietly Fail

For platform engineers, AppSec, and teams shipping agents with tools and RAG — not another chatbot pitch.

Agent glue everywhere

LangGraph is powerful — but production still means custom wiring, checkpointers, and glue code before anything ships reliably.

Opaque allow / block scores

Guards that return a vague 0.87 leave AppSec and auditors guessing. You need a named gate on every decision.

Graph RAG that costs to keep

Entity graphs and rebuild pipelines eat budget. Vector similarity does not know that one document replaced another.

Proof stuck in slideware

You need interactive demos and pip install you can run — not a calendar-first sales funnel.

Open-source stack: ChorusGraph (native runtime · LEDGER) · PrismGuard (LLM WAF · GRADE) · PrismRAG (taxonomy retrieval · TAXONOMY). Free interactive demos — prove it before you talk.

About Insight IT Solutions

Open-Source Agent Infra — Then Custom When You Need It

We ship ChorusGraph, PrismGuard, and PrismRAG as open source — plus the wider Prism stack dogfooded in the chat on this page.

Insight IT Solutions ships open-source agent infrastructure (ChorusGraph (native runtime · Route Ledger), PrismGuard (LLM WAF · resolution_gate), PrismRAG (taxonomy Graph RAG) — plus related platform libraries and custom AWS/Azure builds when teams need architecture and implementation together. Vertical website agents remain in the catalog as a secondary path. Website Hub chat runs the same Prism stack we ship.

3 Hero OSS products — ChorusGraph · PrismGuard · PrismRAG with free interactive demos
9 Platform libraries on PyPI (OSS) + PrismCortex commercial tiers + ChorusMesh orchestration
pip Install and prove locally — soft CTAs: LEDGER · GRADE · TAXONOMY
20+ yrs Software delivery experience · Mission Viejo, Orange County, CA

Open-Source Agent Stack

For engineers. pip install packages you embed in your own apps. ChorusGraph (native agent runtime · LEDGER), PrismGuard (prompt-injection firewall · GRADE / Scorecard), PrismRAG (taxonomy Graph RAG · TAXONOMY), plus PrismLib, PrismLang, CHORUS Fabric, PrismResonance, VectorBridge, and PrismCortex. Browse the platform showcase.

Vertical AI Web Agents (secondary)

Also available for business owners. Turnkey industry chat widgets — scoped knowledge bases, live demos, shop pricing. Not the company homepage identity; use when you want done-for-you deploy. Browse the product shop or see landing pages.

Research & Experimental Tools

Free Risk Management architecture auditor, plus Delllusion, Impersonation, and AI Library labs. Explore research tools.

Prism Stack — the same five layers that power our homepage AI chat: encode with PrismLang, sharpen with PrismRAG, rank with PrismResonance, retrieve from pgvector, and cache answers with PrismCache.
PrismLang PrismRAG PrismResonance pgvector PrismCache

In plain terms: a visitor question flows through five layers — encode the text, sharpen categories, rank matches, retrieve from vectors, and cache the answer. Same stack as our homepage chat.

Cut the Glue

ChorusGraph is a native BSP agent runtime with semantic cache and Route Ledger — prove the path with the interactive demo, then pip install.

🛡

Named Gates, Not Opaque Scores

PrismGuard is a self-hosted LLM WAF with resolution_gate on every decision — plus Guardrail Scorecard / GRADE to test your stack.

🕸

Taxonomy Graph RAG

PrismRAG retrieval that knows version and replacement — TAXONOMY soft path, interactive demo on GitHub Pages.

Mission Viejo, CA 20+ years delivery OSS on PyPI Interactive demos Apache 2.0 / MIT Custom platforms quoted
Also available

Vertical AI Web Agents — Done-for-You Catalog

Secondary path for business sites that want a turnkey industry chat widget. Open-source stack above remains the company lead.

  • Live AI web agent on your site (typical golden-path deploy)Core
  • Industry pre-training + scoped knowledge baseIncluded
  • Web widget + API deploymentIncluded
  • 2-year maintenance, tickets & security updatesIncluded
  • Optional PostgreSQL catalog & Stripe pricing syncOptional
  • Live demo on your industry template before you buyIncluded
Priced in the product shop See live catalog tiers · Platform OSS remains free to pip install · Enterprise pilots quoted separately

When this path fits

You want a finished website agentNot a library
Industry templatesHotel · law · healthcare…
Prefer done-for-you deployWe wire the widget
Prefer OSS / self-hostUse platform stack ↑
Conditional guarantee on vertical deploys: 30-day money-back on setup fees if you're not satisfied after launch review. Plus 2-year included maintenance — see contracts & guarantee.

Every Objection, Answered in the Stack

What stops platform buyers — and the named open-source answer for each.

"Too much glue around LangGraph"

ChorusGraph native runtime

BSP-style agent runtime with semantic cache and Route Ledger. Interactive demo →

"Guards are opaque scores"

PrismGuard · resolution_gate

Self-hosted LLM WAF with a named gate on every decision — GRADE / Scorecard soft path. Demo →

"Graph RAG costs too much to keep"

PrismRAG taxonomy retrieval

Version-aware Graph RAG over your customer DB — TAXONOMY soft path. Demo →

"We need proof, not a sales call"

pip install + interactive demos

Run locally or in the browser first. Soft CTAs: LEDGER · GRADE · TAXONOMY — calendar later if you want a custom build.

"Can't show risk to my boss"

Free Risk Management architecture audit

Lead magnet for technical buyers: risk report before you commit. Run free audit →

"Vendor too new / unproven"

20+ years delivery + OSS on PyPI

Production libraries on GitHub/PyPI, and this homepage chat running the same Prism stack we ship.

For engineers & platform teams

ChorusGraph · PrismGuard · PrismRAG — Then the Rest of the Stack

Start with interactive demos and soft CTAs (LEDGER · GRADE · TAXONOMY). Add cache, memory, and orchestration when you need them.

Pain: Production agents fail on glue, opaque guards, and Graph RAG cost — before you even get to token spend.

Heroes: ChorusGraph (native runtime · LEDGER) · PrismGuard (LLM WAF · resolution_gate · GRADE) · PrismRAG (taxonomy Graph RAG · TAXONOMY).

Also published: PrismCache hit rate 91–96% in Azure production-like load (westus2). Mixed scenario: 95.9% hit rate, 1.67M tokens saved, ~$723/mo projected at GPT-4o pricing. CHORUS Fabric: 4.45× smaller payloads vs REST JSON.

Plan: (1) Run a hero demo · (2) Optional free Risk Management architecture audit · (3) Shadow-mode cache pilot if LLM spend is the bleed · (4) Custom AWS/Azure build when you need it.

Stack path (OSS → pilot)

  • LEDGER: ChorusGraph Route Ledger + interactive demo — no sales call required
  • GRADE: PrismGuard Scorecard / gate-gap readout · resolution_gate on every decision
  • TAXONOMY: PrismRAG taxonomy Graph RAG over your Postgres / customer DB
  • Cache: PrismLib / PrismCache shadow-mode pilot + hit-rate report on staging
  • Memory: PrismCortex — bitemporal agent memory, replay certificates, self-hosted production
  • Audit: Free Risk Management architecture risk report
  • Recurring (optional): ChorusMesh orchestration from $29/mo · Enterprise air-gap & SLA quoted

Conditional guarantee on paid cache pilots: ≥70% semantic hit rate in 14 days on staging or pilot refund — terms in contract.

Open-Source Stack First — Vertical Agents Second

Platform libraries = ChorusGraph, PrismGuard, PrismRAG and the wider Prism stack you pip install. Vertical AI = turnkey website chat (secondary catalog). Research labs are free experiments — not in the shop cart.

Open-source agent infra (lead)

Build on ChorusGraph (LEDGER): plug in PrismGuard (GRADE) for audited security and PrismRAG (TAXONOMY) for taxonomy retrieval from your DB. Plus cache, LangGraph middleware, tensors, migration, and PrismCortex memory. Most tiers are free OSS.

Vertical AI Web Agents (secondary)

Buy a finished agent for hotel, dental, law, etc. when you want done-for-you. We scope the knowledge base, embed the widget, and go live. Priced in the product shop.

ChorusGraph with PrismGuard security plug-in and PrismRAG retrieval plug-in for legal, healthcare, finance using the customer database
ChorusGraph plug-ins: PrismGuard (security) + PrismRAG (retrieval) — domain-ready when wired to your database.

Product Shop — Live Catalog Pricing

Transparent tiers: setup + monthly from our Stripe catalog. Vertical AI agents include 2-year maintenance. Platform OSS via ChorusMesh from $29/mo. Research labs under Research tools — not in this cart.

Cart bundle note — DB & payment integrations

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.

Loading products...

How Teams Adopt the Stack

Prove with demos and pip first. Custom AWS/Azure builds and vertical deploys when you need implementation help.

1

Demo & pip install

Run ChorusGraph, PrismGuard, and PrismRAG interactive demos. Soft paths: LEDGER · GRADE · TAXONOMY — no calendar required.

2

Wire into your stack

Native runtime + security plug-in + taxonomy retrieval over your DB — same Prism layers shown in our About section.

3

Custom or vertical (optional)

Need architecture + implementation on AWS/Azure, or a done-for-you industry widget? We quote from the live catalog after you have proof.

See the Prism stack diagram · Open-source stack · Vertical catalog

👋 Ask about ChorusGraph, PrismGuard, PrismRAG, demos, or pricing — I read from our live product catalog. Soft paths: LEDGER · GRADE · TAXONOMY.

Insight IT Solutions Logo

Insight IT Solutions

Checking agent health…

🤖

AI Agent

Online • Ready to help

Built for Production — Verified Numbers

Benchmarks from in-repo tests and Azure deployments. No fabricated client logos — try our live demos above.

9 Vertical AI Web Agents in the shop
8 Platform libraries — ChorusGraph, PrismRAG, PrismLang, PrismLib, CHORUS, Resonance, VectorBridge, PrismCortex, PrismGuard
64+ KB chunks in Website Hub RAG with pgvector vectors
3–7 days Typical go-live for industry web agents
Prism Stack Dogfooded in this site's AI chat — PrismLang, PrismRAG, PrismResonance, pgvector, PrismCache
95.9% PrismCache hit rate (mixed load) · ~$723/mo projected token savings
Risk Management Free AI architecture risk auditor — 200 enterprise archetypes, hold-out R² ≥0.95

Benchmark sources (reproducible)

Metrics extracted from product code, Azure westus2 tests, and Risk Management verification — not marketing estimates.

91.0% PrismCache hit rate (light load) 20 users × 60s · 5,936 queries · ~$594/mo projected · Azure Container App
95.9% PrismCache hit rate (mixed) 50 users × 300s · 1.67M tokens saved · GPT-4o pricing · ~$723/mo projected
98.6% DB read latency reduction 143ms → 2ms · two-node Azure · CHORUS Fabric WAL streaming
57–62% Fewer inter-agent prompt tokens PrismLang domain benchmarks · healthcare, finance, trade
4.45× Smaller agent payloads CHORUS Fabric vs REST JSON · 128-dim transatlantic benchmark
13/13 PrismRAG integration tests pass prismrag-patch 0.2.1 from PyPI · Python 3.12 · offline verification

Questions about the stack? Explore open-source libraries · interactive demos · or ask the chat widget (live product catalog).

AI Visibility & Answer Engine Optimization

When buyers ask ChatGPT, Gemini, or Perplexity instead of Google — your business needs grounded facts, not guesses.

Answer Engine Optimization (AEO) is how AI assistants discover, trust, and cite your brand. We ship the same stack on insightits.com: structured llms.txt and ai-info.txt crawler files, FAQPage schema synced to our live PostgreSQL catalog, grounded site chat (PrismRAG + hallucination guard), and PrismCache so repeated questions cost less — with human-approved FAQ promotion from real conversations.

  • Open-source agent infra — ChorusGraph, PrismGuard, PrismRAG (demos + pip)
  • Prism stack — PrismLang, PrismCortex memory, PrismLib cache, and more
  • Crawler-ready site — robots.txt allows GPTBot & Claude; catalog blocks auto-sync

Frequently Asked Questions

Quick answers on the open-source stack, demos, and when vertical agents still fit.

What's the difference between Vertical AI and platform libraries?

Platform libraries (homepage lead) = pip install open-source agent infra — ChorusGraph, PrismGuard, PrismRAG, plus PrismLib, PrismLang, CHORUS, PrismResonance, VectorBridge, PrismCortex. Vertical AI (secondary) = turnkey chat for a business website when you want done-for-you deploy. See product showcase.

I'm a platform engineer — where do I start?

Start with the three hero demos: ChorusGraph (LEDGER), PrismGuard (GRADE), PrismRAG (TAXONOMY). Optional free Risk Management architecture audit. Then add PrismLib cache / PrismCortex memory as needed. See platform stack.

Can I try before talking to sales?

Yes — interactive OSS demos for ChorusGraph, PrismGuard, and PrismRAG (no signup). Vertical industry demos are also hosted. See Interactive Demos.

How fast can a Vertical AI agent go live?

For the secondary done-for-you catalog: typically days from kickoff after deal and site access. Platform libraries are pip install — you integrate on your timeline.

How much does it cost?

Vertical AI agents start at $2,499 one-time setup plus $79–$149/month depending on industry and features. Platform OSS (ChorusMesh) from $29/mo. 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. 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.

What do I need to provide?

Access to your website repo or CMS, your services/pricing info, and any integrations you want (calendar, catalog, payments). We handle agent build, KB setup, testing, and launch.

What makes your agents different from generic chatbots?

Industry pre-training, 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.

What's included after launch?

2-year included maintenance: bug fixes, patches, security updates, and support tickets. New features beyond original scope are quoted separately before work starts.

Do you serve businesses outside Orange County?

Yes — we're based in Mission Viejo, CA but deploy remotely for clients worldwide.

Explore open-source stack · Free Risk Management architecture audit · Contact for custom builds

Ready to Cut Glue, Opaque Guards, and Graph RAG Cost?

Start with interactive demos and soft CTAs (LEDGER · GRADE · TAXONOMY). Custom platforms and vertical agents when you need implementation — same Prism stack we run on this site.

Talk After You’ve Proven the Stack

Tried a demo or pip install? Tell us what you need next — custom agent/RAG/security on AWS/Azure, or a vertical website agent from the catalog. Call +1 (973) 692-6919 or +1 (310) 702-7911 · email info@insightits.com · Mission Viejo, Orange County, CA · serving clients worldwide.

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Schedule Your AI Fit Call

30 minutes to confirm fit, timeline, and pricing — no vague "contact us."

Contracts, secure payments & 2-year guarantee
📄

Clear & Comprehensive Contracts

Every project begins with a detailed contract that clearly outlines:

  • ✓ Exact scope of work and deliverables
  • ✓ Timeline and milestones
  • ✓ Payment terms and schedule
  • ✓ Support and maintenance terms (2-year guarantee included)
  • ✓ Intellectual property rights
  • ✓ Confidentiality and data protection

All contracts are reviewed and agreed upon before work begins. No hidden fees, no surprises.

🔒

Secure Payment Processing

We use industry-standard secure payment methods:

  • ✓ Secure credit card processing
  • ✓ Bank transfers accepted
  • ✓ Encrypted payment information
  • ✓ PCI DSS compliant
  • ✓ Payment receipts provided
  • ✓ 30-day money-back guarantee on setup fees if not satisfied

Your payment information is always protected and secure.

🛡️

Your Protection Guarantee

We are a legitimate, established business with 20 years of experience. Located in Mission Viejo, Orange County, California. All contracts are legally binding and protect both parties. You can review all terms before signing, and we're always available to answer questions about contracts, payments, or any aspect of our services. Your trust and security are fundamental to our business.

🛡️

2-Year Guarantee on All Products & Services

Free Maintenance & Ticketing for 2 Years: All ticketing and maintenance for your AI agent, software, or website is completely free for the first 2 years from the date of contract signing. This includes:

  • ✓ Bug fixes and technical issues
  • ✓ System updates and patches
  • ✓ Technical support and troubleshooting
  • ✓ Performance monitoring and optimization
  • ✓ Security updates and maintenance

New Feature Additions: While maintenance and support are free for 2 years, adding new features or functionality beyond the original scope will be priced separately with fair, transparent pricing. We'll always provide a clear quote before any additional work begins.

This 2-year guarantee is automatically included in all contracts and applies to any product or service you purchase from us.