# Community Vision AI — Full export > Community Vision AI (CVAI) is an AI literacy platform and analysis suite. It pairs educational content (mental models, AI concept articles) with structured analysis tools (Epistemic Quality Audit, Spec Review, Mental Model analyses, Competitive Research, Conversational Analyst) that score business documents and decisions claim-by-claim. Root index: https://communityvision.ai/llms.txt Full export: https://communityvision.ai/llms-full.txt ## All public pages - https://communityvision.ai/ (marketing) - https://communityvision.ai/about (marketing) - https://communityvision.ai/learn (marketing) - https://communityvision.ai/support (marketing) - https://communityvision.ai/pricing (pricing) - https://communityvision.ai/business (business) - https://communityvision.ai/business/directory (business) - https://communityvision.ai/marketplace/consultants (business) - https://communityvision.ai/mental-models (mental-model) - https://communityvision.ai/ai-concepts (ai-concept) - https://communityvision.ai/tools/epistemic-quality-audit/new (tool-landing) - https://communityvision.ai/docs/api (docs) - https://communityvision.ai/privacy (legal) - https://communityvision.ai/terms (legal) - https://communityvision.ai/editorial-policy (legal) - https://communityvision.ai/challenges (article) - https://communityvision.ai/visions (article) - https://communityvision.ai/business/consultants (business) - https://communityvision.ai/business/directory-info (business) - https://communityvision.ai/business/marketplace-info (business) --- # Segment: llms-mental-models.txt # Community Vision AI — Mental models > Community Vision AI (CVAI) is an AI literacy platform and analysis suite. It pairs educational content (mental models, AI concept articles) with structured analysis tools (Epistemic Quality Audit, Spec Review, Mental Model analyses, Competitive Research, Conversational Analyst) that score business documents and decisions claim-by-claim. Root index: https://communityvision.ai/llms.txt Full export: https://communityvision.ai/llms-full.txt ## Quick Answers ### Q: What are mental models on CVAI? A: Mental models on CVAI are reusable thinking frameworks (Circle of Knowledge, Go-to-Market, Competitive Moat, Pricing & Packaging, Value Equation, Pyramid of Evolution) that structure how an analysis tool reasons about a document or business question. ### Q: Can I run an analysis using a mental model? A: Yes. Every mental model in the library is wired to an analysis tool you can run on your own document or business challenge — the same model is then used to label the results so you can compare runs apples-to-apples. ## Pages - https://communityvision.ai/learn - https://communityvision.ai/mental-models ## Related segments - https://communityvision.ai/llms-ai-concepts.txt - https://communityvision.ai/llms-tools.txt - https://communityvision.ai/llms-pricing.txt - https://communityvision.ai/llms-business.txt - https://communityvision.ai/llms-api.txt --- # Segment: llms-ai-concepts.txt # Community Vision AI — AI concepts > Community Vision AI (CVAI) is an AI literacy platform and analysis suite. It pairs educational content (mental models, AI concept articles) with structured analysis tools (Epistemic Quality Audit, Spec Review, Mental Model analyses, Competitive Research, Conversational Analyst) that score business documents and decisions claim-by-claim. Root index: https://communityvision.ai/llms.txt Full export: https://communityvision.ai/llms-full.txt ## Quick Answers ### Q: What is the AI Concepts library? A: The AI Concepts library is a categorized collection of educational articles about how AI systems actually work — model architectures, training, evaluation, risks, and policy — written for non-research practitioners. ### Q: Are CVAI AI Concept articles AI-generated? A: AI Concept articles are AI-assisted: drafts are generated and then human-reviewed and edited before publication. Each article is tagged with the model used and the editorial review date. ## Pages - https://communityvision.ai/learn - https://communityvision.ai/ai-concepts - https://communityvision.ai/challenges ## Related segments - https://communityvision.ai/llms-mental-models.txt - https://communityvision.ai/llms-tools.txt - https://communityvision.ai/llms-pricing.txt - https://communityvision.ai/llms-business.txt - https://communityvision.ai/llms-api.txt --- # Segment: llms-tools.txt # Community Vision AI — Analysis tools > Community Vision AI (CVAI) is an AI literacy platform and analysis suite. It pairs educational content (mental models, AI concept articles) with structured analysis tools (Epistemic Quality Audit, Spec Review, Mental Model analyses, Competitive Research, Conversational Analyst) that score business documents and decisions claim-by-claim. Root index: https://communityvision.ai/llms.txt Full export: https://communityvision.ai/llms-full.txt ## Quick Answers ### Q: What are mental models on CVAI? A: Mental models on CVAI are reusable thinking frameworks (Circle of Knowledge, Go-to-Market, Competitive Moat, Pricing & Packaging, Value Equation, Pyramid of Evolution) that structure how an analysis tool reasons about a document or business question. ### Q: Can I run an analysis using a mental model? A: Yes. Every mental model in the library is wired to an analysis tool you can run on your own document or business challenge — the same model is then used to label the results so you can compare runs apples-to-apples. ### Q: What analysis tools does CVAI provide? A: CVAI provides five tools: Epistemic Quality Audit (claim-by-claim scoring), Spec Review (10-dimension product-spec gate), Mental Model analyses (Go-to-Market, Pricing & Packaging, Competitive Moat), Competitive Research (auto-discovered competitor briefs), and the Conversational Analyst (multi-turn chat grounded in completed reports). ### Q: How does Epistemic Quality Audit work? A: EQA extracts every claim from a document, scores each one across domains like Knowledge, Confidence, and Evidence, detects distortions, and renders a Circle of Knowledge map. It produces an executive summary, a list of high-materiality claims, and a calibrated rewrite of the original text. ### Q: How does Spec Review work? A: Spec Review evaluates a product specification across 10 dimensions (problem framing, scope, success metrics, risks, etc.), assigns each a 0-100 score with rationale, gives a gate recommendation (ship / revise / block), and produces a calibrated rewrite plus a version-to-version diff. ## Pages - https://communityvision.ai/mental-models - https://communityvision.ai/tools/epistemic-quality-audit/new ## Related segments - https://communityvision.ai/llms-mental-models.txt - https://communityvision.ai/llms-ai-concepts.txt - https://communityvision.ai/llms-pricing.txt - https://communityvision.ai/llms-business.txt - https://communityvision.ai/llms-api.txt --- # Segment: llms-pricing.txt # Community Vision AI — Pricing & plans > Community Vision AI (CVAI) is an AI literacy platform and analysis suite. It pairs educational content (mental models, AI concept articles) with structured analysis tools (Epistemic Quality Audit, Spec Review, Mental Model analyses, Competitive Research, Conversational Analyst) that score business documents and decisions claim-by-claim. Root index: https://communityvision.ai/llms.txt Full export: https://communityvision.ai/llms-full.txt ## Quick Answers ### Q: How much does CVAI Pro cost? A: CVAI Pro is $25/month or $250/year (a 17% discount). Both plans include $25/$250 of bundled analysis usage and a 20% discount on every additional analysis run. ### Q: Do I need a subscription to use CVAI tools? A: No. CVAI offers pay-as-you-go with no subscription required: you load funds and pay only for analyses you run. CVAI Pro is for teams that want bundled usage and the 20% usage discount. ### Q: Can I cancel my CVAI Pro subscription anytime? A: Yes. Pro subscriptions can be cancelled at any time from your billing settings. You keep access through the end of the current paid period and any remaining bundled usage stays usable until it expires. ### Q: What payment methods does CVAI accept? A: CVAI accepts every major credit and debit card via Stripe, plus saved payment methods for automated top-ups. Invoicing for corporate plans is available on request. ## Pages - https://communityvision.ai/pricing ## Related segments - https://communityvision.ai/llms-mental-models.txt - https://communityvision.ai/llms-ai-concepts.txt - https://communityvision.ai/llms-tools.txt - https://communityvision.ai/llms-business.txt - https://communityvision.ai/llms-api.txt --- # Segment: llms-business.txt # Community Vision AI — Business & marketplace > Community Vision AI (CVAI) is an AI literacy platform and analysis suite. It pairs educational content (mental models, AI concept articles) with structured analysis tools (Epistemic Quality Audit, Spec Review, Mental Model analyses, Competitive Research, Conversational Analyst) that score business documents and decisions claim-by-claim. Root index: https://communityvision.ai/llms.txt Full export: https://communityvision.ai/llms-full.txt ## Quick Answers ### Q: What does CVAI Business include? A: CVAI Business gives teams shared credit pools, multi-seat management, a business directory listing, the AI consultant marketplace, and the same analysis tools (EQA, Spec Review, Mental Model analyses) used on individual plans. ### Q: How do shared team credit pools work on CVAI? A: Pro users on a team can fund a shared corporate credit pool that any seat can spend against, with per-member spend limits and a usage ledger admins can audit at any time. ### Q: Can I list my company in the CVAI business directory? A: Yes. Any verified business can publish a directory listing with a logo, description, links and category tags. Paid listings unlock featured placement and the consultant marketplace. ## Pages - https://communityvision.ai/business - https://communityvision.ai/business/directory - https://communityvision.ai/marketplace/consultants - https://communityvision.ai/business/consultants - https://communityvision.ai/business/directory-info - https://communityvision.ai/business/marketplace-info ## Related segments - https://communityvision.ai/llms-mental-models.txt - https://communityvision.ai/llms-ai-concepts.txt - https://communityvision.ai/llms-tools.txt - https://communityvision.ai/llms-pricing.txt - https://communityvision.ai/llms-api.txt --- # Segment: llms-api.txt # Community Vision AI — API & MCP > Community Vision AI (CVAI) is an AI literacy platform and analysis suite. It pairs educational content (mental models, AI concept articles) with structured analysis tools (Epistemic Quality Audit, Spec Review, Mental Model analyses, Competitive Research, Conversational Analyst) that score business documents and decisions claim-by-claim. Root index: https://communityvision.ai/llms.txt Full export: https://communityvision.ai/llms-full.txt ## Quick Answers ### Q: Does CVAI have a public API? A: Yes. CVAI exposes a versioned REST API under /api/v1/ for analysis tools (EQA, Spec Review, Mental Models), billing, reports, and agent access. Authentication is via session cookie or a Bearer cvai_ak_ API key. ### Q: Does CVAI support MCP for AI agents? A: Yes. CVAI ships an MCP server (Spec Review and core analysis tools) reachable over HTTP at /api/mcp and over stdio, callable from Claude Code, Cursor, and any MCP-compatible client. ### Q: How is API usage billed? A: API and MCP calls are billed against the same USD balance as web UI runs: a 4.2x markup on the underlying OpenAI cost, with per-user spend caps, immutable ledger entries in cents, and the Pro 20% discount applied automatically. ## Pages - https://communityvision.ai/docs/api ## Related segments - https://communityvision.ai/llms-mental-models.txt - https://communityvision.ai/llms-ai-concepts.txt - https://communityvision.ai/llms-tools.txt - https://communityvision.ai/llms-pricing.txt - https://communityvision.ai/llms-business.txt