{"@context":"https://schema.org","@type":"FAQPage","mainEntity":[{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Yes. Insight IT Solutions is our brand name; Insight IT Solutions LLC is the registered legal entity in California. Both refer to the same company at insightits.com in Mission Viejo, Orange County."},"name":"Is Insight IT Solutions the same as Insight IT Solutions LLC?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Yes. We deploy production agentic AI using LangGraph-style orchestration, PrismLang middleware, ChorusGraph runtime, scoped RAG knowledge bases, and MCP tool integrations \u2014 live on your site in 3\u20137 days."},"name":"Does Insight IT Solutions build LangGraph AI agents?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"PrismRAG (enterprise RAG), PrismLib (semantic LLM cache), ChorusGraph (LangGraph alternative), CHORUS Fabric (multi-agent protocol), VectorBridge (vector DB migration), PrismCortex (auditable agent memory), PrismGuard (audited prompt-injection firewall), and PrismShine (anti-hallucination verdict engine). Vertical web agents include built-in RAG scoped to your business."},"name":"What RAG and agentic AI platforms do you offer?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Agentic AI agents take real actions \u2014 booking, CRM updates, payments, scheduling \u2014 not just Q&A. Our agents use LangGraph orchestration, RAG retrieval, and MCP integrations scoped to your business rules."},"name":"What is agentic AI and how is it different from a chatbot?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"We deliver your custom AI agent in 3\u20137 days. Once you make a deal and provide access to your website source code, we start immediately."},"name":"How fast can I get my AI agent?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Vertical AI agents start at $2,499 one-time setup plus $79\u2013$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."},"name":"How much does an AI agent cost?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Deploy a 24/7 vertical AI agent scoped to your business. It answers FAQs, books appointments, and qualifies leads while you sleep \u2014 live on your site in 3\u20137 days with 2-year maintenance included."},"name":"How do I stop losing after-hours leads?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"You only need to provide access to your website's source code (GitHub, GitLab, or code repository). We handle everything else including AI agent development, integration, and testing."},"name":"What do I need to provide?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Our agents perform real actions \u2014 not just chat. Scoped knowledge bases, MCP integrations, and 20 years of delivery experience. Up to 10X faster deploy with included 2-year maintenance."},"name":"What makes Insight IT Solutions AI agents different?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Yes. We are based in Mission Viejo, California, and serve clients worldwide. All services are delivered remotely."},"name":"Do you serve businesses outside Orange County?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Vertical AI = turnkey chat for your business website (hotel, law, dental, etc.) \u2014 we deploy it for you. Platform libraries = pip install packages for developers building their own agents (PrismLib cache, PrismRAG, PrismLang, CHORUS, PrismResonance, VectorBridge, PrismCortex memory, PrismGuard firewall, PrismShine verdict engine)."},"name":"What's the difference between Vertical AI and platform libraries?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Run the free Risk Management architecture audit at insightits.com/ap003, then PrismLib (semantic cache), PrismGuard (prompt-injection firewall), PrismShine (anti-hallucination verdicts), PrismCortex (auditable memory), and the platform pilot stack. ChorusMesh orchestration from $29/mo."},"name":"I'm a platform engineer \u2014 where do I start?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"AEO is how your business shows up when people ask AI assistants (ChatGPT, Gemini, Perplexity, Google AI Overviews) instead of typing keywords. Insight IT Solutions builds grounded site chat, llms.txt / ai-info.txt crawler files, FAQ schema, and Prism-stack agents so AI systems cite accurate pricing and product facts."},"name":"What is AI Visibility or Answer Engine Optimization (AEO)?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Insight IT Solutions LLC is based in Mission Viejo, Orange County, California. We serve clients worldwide with remote delivery. Contact: info@insightits.com."},"name":"Where are you located?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Call +1 (973) 692-6919 or +1 (310) 702-7911. Email info@insightits.com. Mission Viejo, CA \u2014 worldwide remote delivery."},"name":"What is your phone number?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Call +1 (973) 692-6919 or +1 (310) 702-7911, email info@insightits.com, or book a 30-min AI Fit Call at insightits.com/#contact. We are based in Mission Viejo, California, and work with clients worldwide."},"name":"How do I contact Insight IT Solutions?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"ChorusGraph is our Apache-2.0 native Python agent runtime and LangGraph alternative, with its own Graph engine, semantic cache, Route Ledger, memory, and plug-in ports. It does not require LangGraph in production. pip install \"chorusgraph==1.1.0\" \u00b7 https://www.insightits.com/products/chorusgraph.html"},"name":"What is ChorusGraph?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"PrismGuard is an open-source audited prompt-injection firewall and ChorusGraph security plug-in that returns allow/block with resolution_gate and decision_source. Its self-hosted rules and ONNX path support shadow traffic, feedback, and domain calibration. The published proof pack is law-specific; healthcare and finance packs are not claimed ready. pip install \"prismguard[prism,guard-model]==0.1.9\" \u00b7 https://www.insightits.com/products/prismguard.html \u00b7 https://www.insightits.com/compare/prismguard-vs-llm-guard.html"},"name":"What is PrismGuard?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"PrismShine is a self-hosted anti-hallucination verdict engine \u2014 cause-side forensics + effect-side grounding in one auditable ShineVerdict. Not a firewall (that\u2019s PrismGuard) and not an agent runtime (that\u2019s ChorusGraph). PASS means grounded in the provided preload only. Vendor-authored HaluEval QA run (n=200): F1 0.831 vs HHEM-2.1-Open 0.746, with 0 LLM calls. Live interactive demo: https://insightitsgit.github.io/PrismShine/demo.html \u00b7 pip install \"prismshine==0.2.2\" \u00b7 https://www.insightits.com/products/prismshine.html \u00b7 https://www.insightits.com/compare/prismshine-vs-hhem.html"},"name":"What is PrismShine?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Start with ChorusGraph (native agent runtime), then plug in PrismGuard for input security, PrismShine for answer verification, and PrismRAG for retrieval over your customer DB \u2014 works for legal, healthcare, and finance. Add PrismLib (cache / Prism Lab PrismAPI) and PrismLang (LangGraph middleware) as needed. Browse https://www.insightits.com/#product-showcase-platform"},"name":"Which Prism product should I start with as a developer?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"PrismCortex is compliance-grade agent memory \u2014 bitemporal facts, auditable replay, and content-addressed renders. Open-source core with commercial pilots. https://www.insightits.com/products/prismcortex.html"},"name":"What is PrismCortex?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"PrismRAG is our open-source Graph RAG library (Apache 2.0) that stops category bleed with client-defined taxonomy rules. For developers \u2014 not a Vertical AI Web Agent. pip install prismrag-patch \u00b7 https://www.insightits.com/products/prismrag.html"},"name":"What is PrismRAG?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Open-source platform libraries (ChorusGraph, PrismGuard, PrismShine, PrismRAG, PrismLang, and more) are free to pip install. PrismCortex offers a 30-day validation sandbox for evaluation. Vertical AI Web Agents are sold as deploy packages \u2014 ask about a specific product for pricing."},"name":"Do you offer a free trial?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"We deliver your custom AI agent in 3\u20137 days after deal and website source access. Platform libraries are pip install \u2014 you integrate on your timeline."},"name":"How long does deployment take?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Three families: (1) Vertical AI Web Agents for industry websites; (2) AI Infrastructure Platform libraries (ChorusGraph, PrismGuard, PrismShine, PrismRAG, PrismLang, CHORUS, PrismResonance, VectorBridge, PrismLib, PrismCortex); (3) Research tools (Delllusion, Impersonation, AI Library). Browse https://www.insightits.com/#aiweb-products"},"name":"What products do you sell?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"PrismLang is open-source middleware for LangGraph \u2014 not a LangGraph replacement. Add @prism_node on existing graph nodes for fewer prompt tokens, audit trail, and tenant isolation. pip install prismlang \u00b7 https://www.insightits.com/products/prismlang.html"},"name":"What is PrismLang?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"PrismLib is our open-source semantic LLM cache and tensor DB driver (PrismCache + PrismDriver). Not a Vertical AI Web Agent. pip install \"prismlib[cache]\" \u00b7 https://www.insightits.com/products/prismlib.html"},"name":"What is PrismLib?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"CHORUS Fabric is a free MIT tensor-native gRPC protocol for agent-to-agent float32 communication (not the paid ChorusMesh cluster product). pip install chorus-fabric \u00b7 https://www.insightits.com/products/chorus-fabric.html"},"name":"What is CHORUS Fabric?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"ChorusMesh is our paid commercial orchestration layer on PrismLib \u2014 cluster cache mesh, Kafka/NATS, alerting, and licensing. Different from free CHORUS Fabric. Tiers from about $29/mo \u00b7 ask for ChorusMesh pricing details."},"name":"What is ChorusMesh?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Insight Vector Bridge migrates vectors between Chroma, Qdrant, pgvector, Pinecone, and more with bandwidth savings and Recall@10 validation. pip install insight-vector-bridge \u00b7 https://www.insightits.com/products/vectorbridge.html"},"name":"What is VectorBridge?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"PrismResonance is wavepacket memory for RAG \u2014 phase-aware reranking as a read-only sidecar over your vector DB. pip install prismresonance \u00b7 https://www.insightits.com/products/prism-resonance.html"},"name":"What is PrismResonance?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Delllusion is a research multi-expert deliberation tool (experimental labs \u2014 not a shop SKU). See https://www.insightits.com/delllusion or Research tools on the homepage."},"name":"What is Delllusion?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"A Vertical AI Web Agent is a turnkey industry chat agent we deploy on your website (hotel, restaurant, hospital, dental, law, real estate, and more) in about 3\u20137 days \u2014 not a pip-install developer library. Browse https://www.insightits.com/#aiweb-products"},"name":"What is a Vertical AI Web Agent?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Yes \u2014 Hotel AI Web Agent is a Vertical AI product for hotel websites (booking FAQs, guest questions, lead capture). See pricing on the site or ask \"how much is the Hotel AI Web Agent?\". https://www.insightits.com/products/hotel.html"},"name":"Do you have a Hotel AI agent?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Yes \u2014 Online Shop AI Web Agent (https://www.insightits.com/products/onlineshop.html) and Industrial Company AI Web Agent (https://www.insightits.com/products/industrial-ai-agent.html) are Vertical AI Web Agents. Full lineup also includes Fitness, Real Estate, Law, Hospital, Dental, Hotel, and Restaurant \u2014 https://www.insightits.com/#aiweb-products"},"name":"Do you have Online Shop or Industrial AI agents?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Yes. ChorusGraph has its own native Graph + ChorusStack runtime and is not a LangGraph wrapper. Our published Azure benchmark compares an integrated ChorusGraph stack with a documented LangGraph baseline; it is not an engine-only microbenchmark. https://www.insightits.com/compare/chorusgraph-vs-langgraph.html"},"name":"Is ChorusGraph a LangGraph alternative?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"No. PrismLang is middleware you add on top of existing LangGraph graphs (@prism_node). For a native runtime alternative that does not require LangGraph in production, use ChorusGraph. https://www.insightits.com/products/prismlang.html"},"name":"Is PrismLang a LangGraph replacement?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"pip install \"chorusgraph==1.1.0\" \u2014 Apache 2.0 open source, no license key for OSS. Docs and landing: https://www.insightits.com/products/chorusgraph.html \u00b7 PyPI: https://pypi.org/project/chorusgraph/"},"name":"How do I install ChorusGraph?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"pip install \"prismguard[prism,guard-model]==0.1.9\" then run prismguard-model download and optionally prismguard init --domain law. https://www.insightits.com/products/prismguard.html"},"name":"How do I install PrismGuard?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"pip install \"prismshine==0.2.2\" then run prismshine capabilities. Verify with ShineGate.verify(EvidenceBundle(...)) or prismshine verify bundle.json. Optional Tier-3 ONNX (~1 GB, not in wheel): python -m prismshine.tools.ensure_span_onnx --export. Interactive demo (no install): https://insightitsgit.github.io/PrismShine/demo.html \u00b7 https://www.insightits.com/products/prismshine.html \u00b7 PyPI: https://pypi.org/project/prismshine/0.2.2/"},"name":"How do I install PrismShine?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Email us at info@insightits.com, call +1 (973) 692-6919 or +1 (310) 702-7911, or book a 30-min AI Fit Call at https://www.insightits.com/#contact"},"name":"What is your email?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Yes. Insight IT Solutions LLC is in Mission Viejo, Orange County, California, and we serve clients worldwide remotely."},"name":"Are you based in California?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Risk Management (AP003) is our free RCM 5-vector AI architecture risk audit for AI systems. Start at https://www.insightits.com/ap003.html"},"name":"What is Risk Management or AP003?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Yes. PrismLang adds middleware on LangGraph; ChorusGraph is a full native alternative. We also deploy production agents with LangGraph-style orchestration for customers."},"name":"Do you support LangGraph?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"PrismGuard Production Pilot is a design-partner engagement (~$25k one-time estimate) for staging deploy, custom lexicon, audited decision logs, and ChorusGraph or HTTP wiring \u2014 for any production LLM stack, not law-only. Book a Guardrail Autopsy via #contact first."},"name":"What is the Production Pilot for PrismGuard?"},{"@type":"Question","acceptedAnswer":{"@type":"Answer","text":"Insight IT Solutions LLC builds Vertical AI Web Agents and an AI Infrastructure Platform (ChorusGraph, PrismGuard, PrismShine, PrismRAG, PrismLang, PrismLib, PrismCortex, and more). Based in Mission Viejo, CA \u2014 insightits.com \u00b7 info@insightits.com"},"name":"Tell me about Insight IT Solutions"}]}