# Headai
> Headai Oy is a Finnish AI company, founded in 2015 in Pori, that provides Operational Capability intelligence. It turns millions of documents and complex data into knowledge graphs through a Semantic Layer, so organisations and AI agents can see relationships, skills and signals and act on them.
Headai’s core AI is non-generative (self-organising maps, shallow neural networks, NLP and knowledge graphs). It runs on standard CPU hardware, even fully offline, and every finding can be traced back to its sources. Headai is not a chatbot or an LLM wrapper; it is an analytical engine that an LLM or AI agent can call.
Headai analyses two kinds of data, separately or combined: its own curated indices (100M+ job ads, 25M+ research papers, 10M+ news articles, 1M+ investments and funded projects) and the customer’s own data, such as reports, strategies, curricula, CVs and internal documents. Analytics include Signals (trends and weak signals over time), Gap and Scorecard (comparison of two graphs), Match and Compass (recommendations of courses, jobs or actions).
Headai serves governments, enterprises and education providers, with more than 100 customers since 2015. Published customer stories include YTK Unemployment Fund, LEADSx2030, Business Finland, Pirkanmaa Wellbeing Services County (Pirha) and the Finnish Food Authority. AI agents can use Headai through the MCP server at https://mcp.headai.dev/mcp, and developers through the Headai API. Access to Headai Cloud, the API and MCP requires a personal API key.
The links below are public product information. Customer data and API access require authorization.
## Product
- [Headai](https://headai.com/): Operational Capability intelligence. Millions of documents structured through the Semantic Layer into knowledge graphs, built for agentic AI.
- [Technology stack](https://headai.com/components): Semantic computing, cognitive reasoning and machine learning that turn unstructured text into structured insight. Knowledge Graphs, Signals & Trends, Text Intelligence, Compare & Analyze, Modify & Extend, Multilingual Intelligence.
- [Solutions](https://headai.com/solutions): Five core intelligence areas: Technology, Human Capability, Organisational Capability, Future Capability and Capability Gap Intelligence.
- [Vibe Analytics](https://headai.com/vibe-analytics): A chat-first workspace for workforce, skills and innovation. Ask a question and get a knowledge graph, a comparison or a forecast, with sources you can verify. Early access through a waiting list. Awarded Data Economy Spotlight 2026.
- [Agentic AI / MCP](https://headai.com/mcp): Connect AI agents to Headai’s structured knowledge through the MCP server. Documentation at https://headai.dev/docs/mcp/connect.
- [API](https://headai.com/api): BuildKG and Text2Graph turn text into knowledge graphs; Gap, Match, Compass and Signals run on top; data-cleaning and visualisation tools prepare and present results.
- [Headai Cloud](https://cloud.headai.com): Web interface for Headai. Create the API key here under Settings; the same key works for Cloud and MCP.
## Customer stories
- [Customer stories](https://headai.com/customer-stories): All published customer cases.
- [YTK skills-based job matching](https://headai.com/customer-stories/ytk-skills-based-job-matching): Explainable skills-based job recommendations for YTK Unemployment Fund, live in production with 1,500+ unique users in January 2026.
- [LEADSx2030 European skills intelligence](https://headai.com/customer-stories/leadsx2030-european-skills-intelligence): Europe’s skills demand, education provision and technology signals connected in one public Observatory.
- [Business Finland Growth Agents](https://headai.com/customer-stories/business-finland-growth-agents): 20 technology areas tracked in real time across 4 data types in one normalised skills language.
- [Pirha Health Coder](https://headai.com/customer-stories/pirha-health-coder): Clinical notes turned into explainable ICF and ICD codes, validated in two peer-reviewed studies in 2025.
- [Finnish Food Authority keywording](https://headai.com/customer-stories/finnish-food-authority-keywording): Consistent keywording of 5,585 project applications.
## For machines and AI agents
- [Headai for machines](https://headai.com/machines): Facts, data, MCP access, API reference, evidence and security information written for AI systems.
- [Headai facts](https://headai.com/headai-facts): Plain-text facts about the company, products, use cases, partners and FAQ.
- [Headai API reference](https://cloud.headai.com/documentation): Endpoint documentation. Base server https://megatron.headai.com, header “Authorization: API-key <KEY>“.
## Newsroom
- [Newsroom](https://headai.com/newsroom): Articles on skills data, agentic AI, vibe analytics, data spaces and AI research.
- [From Vibe Coding to Vibe Analytics](https://headai.com/newsroom/from-vibe-coding-to-vibe-analytics-how-conversational-ai-is-replacing-dashboards): How conversational AI is replacing dashboards.
- [Building Trustworthy Agentic Architecture](https://headai.com/newsroom/building-trustworthy-agentic-architecture): Headai’s approach to reliable agent workflows.
- [New ADS Demand Dashboard](https://headai.com/newsroom/new-ads-demand-dashboard-redefines-how-europe-understands-and-builds-the-digital-future): Europe’s digital skills demand.
- [Prometheus X](https://headai.com/newsroom/prometheus-x-a-20m-investment-for-creating-a-european-data-space-for-skills): A 20M investment for a European Data Space for Skills.
- [Generative AI Versus Cognitive AI](https://headai.com/newsroom/generative-ai-versus-cognitive-ai): How Headai’s cognitive AI differs from generative AI.
## Company
- [About us](https://headai.com/about-us): Founded in 2015 by Harri Ketamo, Marko Laiho and Antti Koivisto, following a decade of research in cognitive sciences, semantic computing and AI.
- [For partners](https://headai.com/for-partners): Technology partners Solita, Avaintech, NETUM, Microsoft, UpCloud and European Data Spaces for Skills; solution partner Miltton.
- [Trust and sustainability](https://headai.com/trust-and-sustainability): Explainable by design, data sovereignty and resource-efficient AI that runs on standard CPUs.
- [Book a demo](https://headai.com/book-a-demo): Tell us about your organisation. Email support@headai.com.
- [Privacy policy](https://headai.com/privacy-policy): How Headai handles personal data.
- [End user license agreement](https://headai.com/end-user-license-agreement): Terms of use.
## Security and compliance
- Servers in Finland, ISO/IEC 27001 certified hosting (UpCloud).
- Customer-provided data is not used to train or update models. Append-only audit logging. Air-gapped deployment available for sensitive data such as health records.
- Human-in-the-loop design, aligned with the EU AI Act, Data Act and GDPR.
## Contact
- General: support@headai.com
- Harri Ketamo, CEO & Founder: harri.ketamo@headai.com
- Anu Passi-Rauste, Partner & CBO: anu.passi-rauste@headai.com