Industrial Data Foundations
Equipment and ERP integration, data quality, asset mapping and pipelines.
Success Looks LikeReliable data available for the agreed assets
Industrial AI Engineering Pods, Piloted From Finland
Your funded AI project has budget and a roadmap. We supply the dedicated engineering team to deliver it, led from the EU, serving clients across the EU, UK and US.
Your Engagement Lead
Pekka Yli-Paunu, Chief of Research, AI-Priori
AI Adoption Is Global. Delivery Capacity Is Not
EU
20%
of EU enterprises with 10+ staff used AI in 2025, up from 13.5%. Finland reached 37.8%
Eurostat
UK
57%
of surveyed UK firms report technical AI skills gaps; specialist AI job postings hit 180k in 2025
UK DSIT; PwC, 2026
US
37%
of US firms with 250+ staff use AI, and 32% of those with 100–249
US Census Bureau, period to May 2026
Global
88%
of organisations use AI in at least one function, yet only 7% have fully scaled it
McKinsey, The State of AI, Nov 2025From the EU to the world, the bottleneck is delivering funded projects, not enthusiasm for AI.
Our core markets are the EU, UK and US. Figures measure adoption, skills gaps and scaling; surveys are not directly comparable.
Who We Work With
Organisations of roughly 100 to 2,000 people with a technical sponsor and a funded backlog.
Industrial OEMs and Equipment Manufacturers
A connected-equipment or AI roadmap is delayed by missing data and ML expertise
CTO, VP Engineering, R&D Director
Ports, Maritime and Logistics Operators
Operational data exists, but integration and model deployment are blocked
Engineering or Digital Director
Industrial Software and Automation Vendors
Customers want AI features, but the product team lacks specialist capacity
CTO, VP Product
R&D Consortia and Engineering Firms
A funded work package needs specialist modelling, integration or validation
Programme Director, Research Lead
Mid-Market Manufacturers
A successful pilot needs deploying across plants or assets
CIO, Digital Transformation Director
Consultancies and Systems Integrators
AI work has been won and needs a dependable delivery partner
Practice Lead, Delivery Director
What We Deliver
Applied Industrial AI
Anomaly detection, forecasting, predictive maintenance and energy models.
Success Looks LikePerformance against an agreed baseline
Production Deployment
Monitoring, evaluation, integration, documentation and handover.
Success Looks LikeA supported system used in a live operating workflow
AI-Priori’s DataPX1 platform can accelerate suitable projects. We also deliver inside your existing technology stack.
Start Small, Prove Delivery, Then Scale
-
1
Engineering Assessment
2 Weeks
€5,000–€8,000Data and access review, architecture, backlog and a delivery plan you keep.
-
2
Delivery Sprint
6–8 Weeks
€25,000–€45,000One bounded milestone with acceptance criteria agreed up front.
-
3
Our Core Offer
Managed Engineering Pod
6 Months and Longer
€25,000–€40,000 a monthAround 3–4 FTE equivalent working through your engineering roadmap.
-
4
Managed Capability Center
Long Term
Scoped IndividuallyA dedicated capability we build and operate for you, with the option to transfer it.
Indicative pricing. Cloud costs, travel, specialist hardware and production support are scoped explicitly. Quotes available in GBP and USD.
Choosing the Right Model
| Specialist Resourcing | Managed Engineering Pod | Managed Capability Center | |
|---|---|---|---|
| What You Buy | Individual engineers | A team, technical leadership and agreed deliverables | A dedicated capability we establish and operate |
| Who Manages Day to Day | You | AI-Priori, against your roadmap | AI-Priori, with optional transfer to you |
| Accountable for Outcomes | You | AI-Priori, per acceptance criteria | Shared, defined in the operating agreement |
| Best When | You have strong in-house leads and need extra hands | A funded milestone is blocked and you need it delivered | The capability is strategic and long term |
An outsourced team is not a customer-owned centre. We are explicit about ownership and control in every model.
Procurement-Ready From Day One
Defined Scope
Roadmap, milestones and allocation written into the statement of work.
Acceptance Criteria
Measurable definitions of done, agreed before work starts.
IP Arrangements
Clear ownership of code, models and reusable assets.
Security Practices
Access, data handling and environment controls documented.
Delivery Locations
EU-led, with specialists across Finland, the UK and India, disclosed for every role.
Handover Terms
Documentation and transfer, so you are never locked in.
Why AI-Priori
6 years
AI-Priori’s DataPX1 deployed in the industrial ecosystem, forming the foundation of our delivery.
>95%
resource fit reliability, backed by the AI-Priori engineering bench.
Industrial Domain Depth
Engineers who understand equipment, assets and operating workflows, not just models.
Accelerators Without Lock-In
DataPX1 speeds up suitable projects. We are equally happy building inside your stack.
Home-Grown Team
Our own engineers rather than open-market hires, with honest allocation: fractional roles are sold as fractional.
Nordic Roots, European Network
Finnish leadership, with strategic partners TIC4.0 and Nàutic Cluster Barcelona.
Pekka Yli-Paunu
Chief of Research, AI-Priori
Your Engagement Lead
The Face of Every Engagement
Your senior point of contact from the first conversation to handover.
Research Depth
Chief of Research at AI-Priori and a named inventor on its patent-pending industrial AI technology.
Rooted in the EU
Finland-based, working with clients across the EU, UK and US.
Which funded AI milestone is delayed because you can’t assemble the right team?
Book a Two-Week Assessment
Start with a two-week engineering assessment. You get an architecture, backlog and delivery plan to keep, whatever you decide next.
Talk to
Pekka Yli-Paunu, Chief of Research, AI-Priori