News

News

Enabling Operational Capability Intelligence

Enabling Operational Capability Intelligence

This February marked my first full year as a full member of the Headai team, and I want to take a moment to reflect on this incredible journey. The past year has been filled with new challenges, significant learning experiences, and countless memorable moments. My name is Essi Kemppainen, and I work at Headai as a Growth & Development Specialist – a role that has been both a passion and a constant learning opportunity for me.

A complex beginning and building my path at Headai

My journey at Headai started almost by chance. I first encountered Harri in 2021 during the national Junior Chamber Pori Porigami event, and later, we crossed paths again a couple of years later during the SuomiAreena week in Pori, where he was speaking about artificial intelligence. After the official panel discussion we had an interesting conversation that later led to an unexpected opportunity. After the event a couple of months later, I came across an advertisement for Sarasen’s Code Academy and decided to ask Harri if Headai would consider taking me on as an apprentice. Long story short, I was selected – despite my background in service industries rather than IT.

At Headai, I was given the freedom to shape my own role, and I embraced the challenge. I chose the title “Growth & Development Specialist” to reflect my passion for development and growth – whether it’s related to products, people, or processes. Even during my apprenticeship, I was entrusted with significant responsibilities, such as managing an EU-level Data Space project. By the time my apprenticeship ended, I had earned the trust of the entire team and was hired as a full member.

Memorable moments and major milestones

One of the most defining moments for me was being asked, during my apprenticeship, to take on the leadership of the EU Data Space project. This was a huge vote of trust, and the role even gave me the opportunity to travel internationally for the project. Moments like this have shown me the value of Headai’s open culture and mutual trust.

Our team is a wonderful mix of multicultural expertise and diverse backgrounds. While our headquarters are in Pori, we operate globally. I often find myself surrounded by brilliant minds, learning something new every day, and receiving just the right amount of challenge to keep growing and improving.

Learning and growing in a trust-based culture

One of the most profound lessons I’ve learned this year is the importance of trust. Reflecting on my past workplaces, I now see how toxic environments can erode confidence and hinder growth. At Headai, the trust I’ve been given has allowed me to flourish.

Headai has also deepened my understanding of technology and artificial intelligence. I’ve delved into the fascinating world of cognitive AI, learning about its different forms and applications, and I’ve had the chance to apply this knowledge in my work. I’ve also been able to bring my unique perspective from a service-oriented background to the team, enriching the overall dynamic with fresh ideas.

Looking ahead

My first year at Headai has been full of growth and insights, but I’m already looking forward to what the next year will bring. My goal is to solidify my place in the company and focus more on product development in my role. I’m especially excited about the upcoming launch of our own Headai Cloud service, new projects and events, and the opportunity to travel internationally.

The first year was fantastic, but I know the second year has the potential to be even better. And of course I can’t wait for Headai 2.0 (our team day). The first Headai was a blast and this year it’ll be even bigger. 2025 is going to bring new opportunities, challenges, and learning experiences. I’ve learned that courage and curiosity have been my keys to success so far – and I intend to keep moving forward with those same principles.

Written by:

Essi Kemppainen

Growth & Development
Specialist


Build curricula for what comes next

Build curricula for what comes next

Use skills data to understand changing labour-market needs and keep education aligned with the skills that matter.

Use skills data to understand changing labour-market needs and keep education aligned with the skills that matter.

Understand local skills demand

Understand local skills demand

Identify emerging skills gaps

Identify emerging skills gaps

Compare education with labour-market needs

Compare education with labour-market needs

Track how skills needs change over time

Track how skills needs change over time

Helping YTK members find work that matches their real skills

Job seekers couldn’t see which of their skills mattered, or which jobs actually fit. Headai built a skills-based recommendation engine, now live in production with 1,500+ monthly users and growing.

Job seekers couldn’t see which of their skills mattered, or which jobs actually fit. Headai built a skills-based recommendation engine, now live in production with 1,500+ monthly users and growing.

Turning fragmented skills data into shared decisions with LEADSx2030

Europe’s skills demand, education provision and technology signals were fragmented. LEADSx2030 now connects the evidence in one public Observatory, helping users compare demand and supply and identify where to act.

Europe’s skills demand, education provision and technology signals were fragmented. LEADSx2030 now connects the evidence in one public Observatory, helping users compare demand and supply and identify where to act.

Seeing what's actually happening in an industry, before it shows up in official statistics

Official statistics show what already happened. Headai's Growth Agents track 20 technology areas in real time, using one unified data language so frontier AI can analyze industry signals without hallucinating, and trace every insight back to its source.

Official statistics show what already happened. Headai's Growth Agents track 20 technology areas in real time, using one unified data language so frontier AI can analyze industry signals without hallucinating, and trace every insight back to its source.

Turning clinical notes into explainable ICF and ICD codes

Most patient record data is free text, hard to compare or analyse at scale. Headai's Health Coder turns clinical notes into ICF and ICD codes, each traced to the passage it came from. Validated in two peer-reviewed studies in 2025.

Most patient record data is free text, hard to compare or analyse at scale. Headai's Health Coder turns clinical notes into ICF and ICD codes, each traced to the passage it came from. Validated in two peer-reviewed studies in 2025.

Consistent where generative AI is not: keywording 5,585 project applications

Rural development applications were keyworded by hand, unevenly. Headai structured 5,585 applications against an 84-term ontology, raising the average from 3.9 to 4.9 keywords per application and suggesting useful new themes for 99.5% of them.

Rural development applications were keyworded by hand, unevenly. Headai structured 5,585 applications against an 84-term ontology, raising the average from 3.9 to 4.9 keywords per application and suggesting useful new themes for 99.5% of them.

Ready to turn information

into intelligence?

Ask questions across your organisation’s information without query languages or specialist tools.

Ready to turn information

into intelligence?

Ask questions across your organisation’s information without query languages or specialist tools.

Ready to turn information

into intelligence?

Ask questions across your organisation’s information without query languages or specialist tools.