Session 01 · 45 min · 10:00 UK / 12:00 FI
Six Years in the FIeld: What the Kalmar Deployment Taught Us About Industrial AI
What survives contact with real machine data over six years in production, and what we would build differently today.
A Monthly Webinar From the AI-Priori Research Team
One live session a month with our Chief of Research, Pekka Yli-Paunu: what we are testing on real machines, ports and terminals, what worked, what didn't, and what it means for your operation.
Next Session · 01 · Wed 11 Nov 2026 · 10:00 UK
What survives contact with real machine data over six years in production, and what we would build differently today.
November 2026 to October 2027. Each session takes one question we are working on and shows the evidence. Choose any webinar below to register.
Show Sessions About
Session 01 · 45 min · 10:00 UK / 12:00 FI
What survives contact with real machine data over six years in production, and what we would build differently today.
DataPX1Guest: Alun Jones, CTO (to be confirmed)
Session 02 · 45 min · 10:00 UK / 12:00 FI
Why optimising single machines leaves value on the table, and how yard, berth, gate and cargo flow behave as one system.
Ports & TerminalsHost-led session
Session 03 · 45 min · 10:00 UK / 12:00 FI
Multi-machine correlation: catching the faults that no single sensor stream will reveal on its own.
DataPX1Guest to be announced
Session 04 · 45 min · 10:00 UK / 12:00 FI
How pairing real and synthetic data fills the rare-event gaps that stall industrial AI projects.
ResearchHost-led session
Session 05 · 45 min · 10:00 UK / 12:00 FI
Autonomy levels, human-in-the-loop design, and where automated decisions earn trust on the floor.
DataPX1Guest: Craig Stewart, CPO (to be confirmed)
Session 06 · 45 min · 10:00 UK / 12:00 FI
A three-tier edge, network and cloud architecture for industrial AI that stays portable across infrastructure.
ArchitectureGuest: Alun Jones, CTO (to be confirmed)
Session 07 · 45 min · 10:00 UK / 12:00 FI
Strategy, Process, Execution, Evaluation, Delivery: a live SPEED™ self-assessment with the audience.
Ai AdoptionGuest: Swap M, CEO (to be confirmed)
Session 08 · 45 min · 10:00 UK / 12:00 FI
Standards, interoperability and data sharing between terminals, OEMs and operators.
Ports & TerminalsGuest to be announced
Session 09 · 30 min · 10:00 UK / 12:00 FI
AI agents do the production work, people own accuracy and governance: technical documentation at scale.
Ai AdoptionGuest: Alpha M, Director, AI Documentation Factory (to be confirmed)
Session 10 · 45 min · 10:00 UK / 12:00 FI
How industrial companies join EU and Business Finland research programmes, timed ahead of the autumn calls.
ResearchGuest to be announced
Session 11 · 45 min · 10:00 UK / 12:00 FI
The skills factories actually need, and how engineers move from a course to a production project.
Ai AdoptionHost-led session
Session 12 · 45 min · 10:00 UK / 12:00 FI
A year of results reviewed, and the research questions AI-Priori is taking on next.
ResearchPanel: Pekka, Alun, Craig and Swap

“AI should not add complexity to operations. Its role is to make complex systems understandable and controllable.”
Short enough for a lunch break in Finland or a mid-morning slot in the UK. Every session ends with the question and date of the next one.
The research question and why it matters now
Findings, data and a live demo where the work allows it
Your questions, answered live by Pekka and the guest
The July session is a shorter 30-minute summer edition. Registrants receive the replay and slides two days after each session.
Free to attend. Register here and we'll send the Zoom joining details before the webinar.
Practical details for joining and replay access.
Operations, engineering, maintenance and digital leaders at OEMs, manufacturers, ports and terminal operators, plus researchers and partners working on industrial AI.
Online, on Zoom. Register on this page and we’ll send the joining details before the webinar.
Yes. Everyone who registers receives the replay and slides two days after the live session, whether or not they attended.
Bring it to the Q&A. For a deeper look, every session is followed by an offer of a discovery workshop with the AI-Priori team.