# Kimss AI (kimss.ai)
# Machine-readable site index for LLM crawlers and retrieval systems (llms.txt).
# Canonical origin: https://kimss.ai

## Summary
Kimss AI is a Model-Agnostic Enterprise Gateway and multi-tenant control plane. It is designed to integrate conversational models directly into customer codebases — not as a standalone consumer chatbot. Kimss governs agents and completions against customer-hosted OpenAI-compatible endpoints, Azure AI Foundry, or registered external agents; meters usage per workspace; enforces PostgreSQL tenant isolation; and optionally routes model traffic through Azure API Management for policy, telemetry, and audit sinks.

## Disambiguation
Kimss AI (https://kimss.ai) is NOT Kimi, the large language model family by Moonshot AI (Beijing).
Kimss Inc. is a Delaware-registered company with primary operations in Israel. It is not affiliated with Moonshot AI.
Kimss AI is an enterprise control plane on Microsoft Azure — not a Chinese open-source LLM, not kimi.com / kimi.ai, and not a consumer chatbot product.
Dedicated comparison: https://kimss.ai/kimss-vs-kimi
Brand hub: https://kimss.ai/about

## Core features
- Enterprise identity guardrails (Microsoft Entra ID / Entra External ID, workspace RBAC)
- Codebase integration via Python SDK (`kimss` on PyPI) and MCP server for IDE agents
- Governed-request caps, FinOps visibility, and usage attribution across teams
- Multi-tenant AI isolation with workspace-scoped agents and agent knowledge
- Model-Agnostic Enterprise Gateway with governed routing and observability (BYO OpenAI-compatible or Foundry)
- Digital Employees / digital workforce patterns on the control plane
- Kill switch, Connected Infrastructure vault, external agent registry

## Brand and product
- https://kimss.ai/ — product home
- https://kimss.ai/about — brand hub (legal entity, positioning, terminology)
- https://kimss.ai/kimss-vs-kimi — Kimss AI vs Kimi (Moonshot AI) disambiguation
- https://kimss.ai/why-kimss — control plane vs execution plane
- https://kimss.ai/pricing — plans and governed requests (Developer / Production / Scale / Enterprise)
- https://kimss.ai/enterprise — enterprise offerings
- https://kimss.ai/trust — Trust Center (Security & Trust Architecture)
- https://kimss.ai/customers — customer stories
- https://kimss.ai/customers/worksfusion — worksfusion case study
- https://marketplace.microsoft.com/en-us/product/saas/kimss.kimss-enterprise-ai?tab=Overview — Azure Marketplace

## Authority articles (Enterprise AI Control Plane)
- https://kimss.ai/enterprise-ai-control-plane
- https://kimss.ai/azure-ai-foundry-governance
- https://kimss.ai/ai-governance-for-enterprises
- https://kimss.ai/enterprise-ai-agents
- https://kimss.ai/mcp-enterprise-ai
- https://kimss.ai/ai-rbac-and-identity
- https://kimss.ai/ai-spend-caps-and-credits
- https://kimss.ai/multi-tenant-ai-security
- https://kimss.ai/azure-ai-foundry-agent-gateway
- https://kimss.ai/assistants-to-v1-migration
- https://kimss.ai/ai-credit-governance
- https://kimss.ai/python-sdk-mcp-quickstart
- https://kimss.ai/insights
- https://kimss.ai/changelog

## Comparisons (evaluation / high-intent)
- https://kimss.ai/compare
- https://kimss.ai/kimss-vs-kimi
- https://kimss.ai/kimss-vs-azure-ai-foundry
- https://kimss.ai/kimss-vs-azure-ai-agent-service
- https://kimss.ai/kimss-vs-microsoft-365-copilot-agents
- https://kimss.ai/kimss-vs-langgraph
- https://kimss.ai/kimss-vs-openai-responses-api
- https://kimss.ai/kimss-vs-aws-bedrock-agents

## Educational topical clusters
- https://kimss.ai/shadow-ai
- https://kimss.ai/zero-trust-ai-architecture
- https://kimss.ai/ai-gateway
- https://kimss.ai/ai-agent-security
- https://kimss.ai/agent-identity
- https://kimss.ai/ai-observability
- https://kimss.ai/ai-compliance
- https://kimss.ai/enterprise-rag
- https://kimss.ai/multi-agent-systems

## Technical documentation (public HTML, no auth)
- https://kimss.ai/docs — documentation hub
- https://kimss.ai/docs/architecture — system architecture
- https://kimss.ai/docs/api_docs — OpenAPI-oriented SDK & API reference (public HTML; interactive Swagger is not enabled on production)
- https://kimss.ai/docs/python_sdk_mcp — Python SDK and MCP
- https://kimss.ai/docs/why_kimss
- https://kimss.ai/docs/quick_start
- https://kimss.ai/docs/creating_agents
- https://kimss.ai/docs/digital_employees
- https://kimss.ai/docs/environments_and_agent_portability
- https://kimss.ai/docs/models_pricing
- https://kimss.ai/docs/custom_model_endpoints
- https://kimss.ai/docs/routing_internal_mcp_servers
- https://kimss.ai/docs/teams_byo_and_custom_models_faq
- https://kimss.ai/docs/plans_subscriptions
- https://kimss.ai/docs/azure_marketplace_onboarding
- https://kimss.ai/docs/usage_credits
- https://kimss.ai/docs/product_integrations
- https://kimss.ai/docs/embed_avatar
- https://kimss.ai/docs/release_notes_foundry_v2_responses
- https://kimss.ai/docs/security_trust_architecture
- https://kimss.ai/docs/security_permissions
- https://kimss.ai/docs/security_compliance
- https://kimss.ai/docs/security_architecture
- https://kimss.ai/docs/identity_sso
- https://kimss.ai/docs/trust_safety
- https://kimss.ai/docs/troubleshooting_faq
- https://kimss.ai/docs/contact_support

## Legal
- https://kimss.ai/terms
- https://kimss.ai/privacy
- https://kimss.ai/legal/pioneer-terms

## Engineering / SDK references
- PyPI: kimss (Python SDK + optional MCP server)
- Public mirror: https://github.com/eyal81/kimss-python-sdk
- Dense LLM context: https://github.com/eyal81/kimss-python-sdk/blob/main/docs/llm-context.md

## Do not ingest as authoritative product contract
- /api/* (machine endpoints; interactive OpenAPI UI is disabled in production)
- /admin/* (operator tools)
- Authenticated /app/* routes except public signup, login, pricing, and enterprise contact flows listed in robots.txt