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RAW Labs

Enterprise platform for governed data APIs and AI workflows.

Available information varies by company and source.

Profile record updated:

Company facts

Official name
RAW Labs SA
Entity type
COMPANY
Founded
2015
Headquarters
Switzerland
Company size
10–49
Market role
B2B SaaS Provider
Official website
raw-labs.com

What RAW Labs does

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.

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.

Strategic context

AI-supported assessment from the existing company research; distinguish interpretation from sourced facts.

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.

Business model & monetisation

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.

Kora enterprise platform subscriptions
Software Subscription
MXCP enterprise licensing and support
Service Fee
Implementation and technical enablement
Service Fee

Products & capabilities

No products with linked sources are available in this view.

Products & market categories

Recent recorded signals

Dates refer to the source publication. Older entries are historical context, not evidence of a new event.

No sufficiently sourced and dated signals are available for this view.

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Questions about RAW Labs

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.

Sources & coverage

This profile uses public, official and technically observable information. Missing information does not prove that a product or relationship does not exist. The list below does not imply that every profile statement has been verified.

15 publicly documented primary sources and citations linked across the market graph.

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