RAW Labs
RAW Labs is a enterprise platform for governed data APIs and AI workflows.
Analyst Perspective
RAW Labs SA is a Swiss private B2B software company that builds enterprise infrastructure for data access, API creation, and governed AI workflows. Its core proposition is to help organisations expose and operationalise data for AI agents, chatbots, analytics, and business processes without sacrificing enterprise-grade governance, traceability, and control. The company’s current product set includes Kora, a workflow operating system for governed agentic processes, and MXCP, a production-grade framework for Model Context Protocol systems and data-to-AI workflow execution. The business sells to enterprise engineering, operations, compliance, and AI teams, particularly in regulated or process-driven environments. RAW Labs generates revenue through enterprise SaaS subscriptions and infrastructure licensing, supported by high-value commercial relationships rather than self-serve volume pricing. Its differentiation is built around audit-ready execution records, workflow governance, and integration between enterprise data pipelines and production AI systems.
Analyst Signal Briefing
Updated: 30 Jul 2026No strategic news signals detected in the last 90 days.
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Key insights about RAW Labs
Category Differentiation
RAW Labs is an enterprise software company for governed data APIs and AI workflows, not a consumer AI app or a general-purpose data brokerage business. It competes with workflow and enterprise automation platforms rather than media, advertising, or publisher technology vendors.
RAW Labs: About
RAW Labs operates a B2B software model centred on enterprise workflow and data infrastructure. It creates value by giving organisations a governed layer for turning enterprise data into APIs and production AI services, then extending that capability into controlled workflow execution and MCP-based AI system deployment. The company captures value through software subscriptions, enterprise licensing, and related support tied to mission-critical process automation and AI operations.
How RAW Labs Works & Monetises
Business model analysis and core revenue streams
RAW Labs monetises through enterprise SaaS subscriptions and infrastructure licensing. Kora is sold as a hosted enterprise platform, with commercial value linked to workflow deployment, governance requirements, organisational rollout, and process criticality. MXCP is monetised through enterprise licensing, developer infrastructure adoption, and associated support or implementation arrangements for production MCP and data-to-AI workflow systems. The company’s commercial approach is sales-led and contract-based rather than ad-supported or consumer subscription driven.
Revenue Channels
Products & Services in Categories
Verified structural categorizations from the graph
RAW Labs: Frequently Asked Questions
What is RAW Labs?
RAW Labs is a Swiss B2B software company that provides enterprise infrastructure for data APIs, governed AI workflows, and production MCP-based systems.
Who uses RAW Labs?
RAW Labs is used by enterprise engineering, operations, compliance, and AI teams that need controlled, auditable workflow automation and data-to-AI integration.
How does RAW Labs make money?
RAW Labs makes money through enterprise SaaS subscriptions, software licensing, and related support or implementation for its workflow and AI infrastructure products.
Company Facts
- Founded
- 2015
- Headquarters
- Switzerland
- Core Segment
- B2B SaaS Provider
- Company Size
- 10–49
- Official Link
- raw-labs.com