LangGraph is powerful — but production still means custom wiring, checkpointers, and glue code before anything ships reliably.
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.
Guards that return a vague 0.87 leave AppSec and auditors guessing. You need a named gate on every decision.
RAG answers invent numbers and entities while looking correct — and encoder checkers never see empty retrieval or tool failures.
Entity graphs and rebuild pipelines eat budget. Vector similarity does not know that one document replaced another.
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) · PrismShine (answer verdicts · VERDICT) · PrismRAG (taxonomy retrieval · TAXONOMY). Free interactive demos — prove it before you talk.
Which Path Fits You?
Start with open-source agent infra. Vertical website agents remain available as a secondary catalog.
Engineer · AppSec · Platform
Open-source agent stack
ChorusGraph runtime, PrismGuard firewall with resolution_gate, PrismShine answer verdicts, PrismRAG taxonomy retrieval — demos + pip install.
Turnkey vertical website agents
Hotel, restaurant, law, healthcare, retail, real estate — scoped KB chat widgets we deploy for you when you want done-for-you.
See vertical catalog →
About Insight IT Solutions
Open-Source Agent Infra — Then Custom When You Need It
We ship ChorusGraph, PrismGuard, PrismShine, 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.
4
Hero OSS products — ChorusGraph · PrismGuard · PrismShine · 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 · VERDICT · 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),
PrismShine (anti-hallucination verdicts · VERDICT),
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, shop pricing, guided demos on a Fit Call. 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.
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.
Choose Your Path
Open-source stack first. Soft CTAs: LEDGER · GRADE · VERDICT · TAXONOMY — not a cold calendar pitch.
Open-Source Stack
ChorusGraph · PrismGuard · PrismShine · PrismRAG — plus PrismLib, PrismLang, CHORUS, PrismResonance, VectorBridge, PrismCortex. pip install and demos.
LEDGER · GRADE · VERDICT · TAXONOMY
Soft paths on product landings: Route Ledger (ChorusGraph), GRADE (PrismGuard), VERDICT (PrismShine), TAXONOMY (PrismRAG).
Start with ChorusGraph →Vertical Agents (secondary)
Turnkey industry web chat when you want done-for-you deploy — hotel, restaurant, law, healthcare, and more.
Browse vertical catalog →Research Labs
Risk Management auditor, Delllusion, Impersonation, AI Library — try free tiers.
See research tools →
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 · VERDICT · 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 · PrismShine · PrismRAG — Then the Rest of the Stack
Start with interactive demos and soft CTAs (LEDGER · GRADE · VERDICT · TAXONOMY). Add cache, memory, and orchestration when you need them.
Pain: Production agents fail on glue, opaque guards, confident hallucinations, and Graph RAG cost — before you even get to token spend.
Heroes: ChorusGraph (native runtime · LEDGER) ·
PrismGuard (LLM WAF · resolution_gate · GRADE) ·
PrismShine (anti-hallucination verdicts · VERDICT) ·
PrismRAG (taxonomy Graph RAG · TAXONOMY).
Also published: PrismShine HaluEval QA F1 0.831 vs HHEM 0.746 (Shine-only receipt; PASS ≠ world-true). 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_gateon every decision - VERDICT: PrismShine ShineVerdict on answers — cause-side forensics + effect-side grounding (beats HHEM on HaluEval QA)
- 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.
See it working
Interactive Demos — No Signup Wall
Start with the open-source heroes. Vertical industry demos below remain available as a secondary catalog.
ChorusGraph
Native agent runtime · LEDGER
Interactive demo →
PrismGuard
LLM WAF · resolution_gate · GRADE
Interactive demo →
PrismShine
Anti-hallucination verdicts · VERDICT
Interactive demo →
PrismRAG
Taxonomy Graph RAG · TAXONOMY
Interactive demo →
Also available — Vertical AI Web Agents (request a guided live demo; hosted sandboxes are offline after infrastructure teardown):
Restaurant AI
Reservations, menu Q&A, orders
Request live demo →
Real Estate AI
Listings, viewings, lead qualification
Request live demo →
Hotel AI
Guest support, bookings, concierge
Request live demo →
Hospital AI
Departments, hours, patient navigation
Request live demo →
Dental AI
Appointments, reminders, patient FAQs
Request live demo →
Law AI
Intake, scheduling, document FAQs
Request live demo →
Fitness / Gym AI
Classes, plans, member support
Request live demo →
Online Shop AI
Product help, cart, checkout
Request live demo →
Industrial AI
Operations, scheduling, support
Request live demo →
Like what you see? Explore the open-source stack · soft paths LEDGER · GRADE · TAXONOMY · or vertical catalog if you need done-for-you.
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Open-Source Stack First — Vertical Agents Second
Platform libraries = ChorusGraph, PrismGuard, PrismShine, 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, PrismShine (VERDICT) for answer grounding, 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.
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, PrismShine, and PrismRAG interactive demos — or pip install locally. Soft paths: LEDGER · GRADE · VERDICT · 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
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 — request a guided vertical demo or try platform demos above.
Benchmark sources (reproducible)
Metrics extracted from product code, Azure westus2 tests, and Risk Management verification — not marketing estimates.
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, PrismShine, 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 four hero demos: ChorusGraph (LEDGER), PrismGuard (GRADE), PrismShine (VERDICT), 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, PrismShine, and PrismRAG (no signup). For Vertical AI, request a guided live demo via contact. 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 · VERDICT · 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.
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.