# 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 secure enterprise AI agent management platform and multi-tenant control plane. It is designed to integrate conversational models directly into customer codebases — not as a standalone consumer chatbot. Kimss orchestrates access to Azure AI Foundry projects, meters usage and credits 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
- Spend caps, credit pools, and usage attribution across teams
- Multi-tenant AI isolation with workspace-scoped agents and data assets
- Azure AI Foundry agent gateway with governed routing and observability
- Digital Employees / digital workforce patterns on the control plane

## 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 credits
- https://kimss.ai/enterprise — enterprise offerings
- 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/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/data_assets
- 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/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_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