AI-Priori Academy · Tampere, Finland

Build AI That Survives the Plant Floor.

Industrial AI Engineering, from OPC UA Tags and Maintenance Logs to Deployed, Evaluated Agents, Then on to Physics-Based AI for Ports and Terminals. Every Module Is Gated. Every Certificate Is Verified by AI-Priori Engineers.

12Level 1 Modules
56Lessons with Working Code
25Scored Industrial Labs
12Real DataPX 2.0 Work Packages a Year

Your Path

1

Industrial AI Engineer

Level 1 · 12 Modules · 31 Weeks

2

Advanced Physics-Based AI Engineer

Level 2 · by Admission · Ports and Terminals

R

R&D Work Package

Squads of Five · Gates G2 to G6

C

Verified Certificates and Production Work

Public Register · AI-Priori Project Placement

Most AI Courses End at a Certificate. Ours End in Production.

Gated Mastery

Lessons, Then a Quiz at 80%, Then Labs Scored at 70. the Next Module Opens Only When You Pass. No Clicking Through.

Industrial Data

OPC UA and MQTT, Historians, Maintenance Work Orders, OEM Manuals, Bearing Vibration and Turbofan Run-To-Failure Data. Not Toy Chatbots.

Human Verification

An AI-Priori Reviewer Checks Your Capstone Evidence Before Your Certificate Is Issued and Added to a Public Register Employers Can Check.

Real Work

Placement-Track Graduates Join an AI-Priori Production Project. Level 2 Squads Deliver Real R&D on DataPX 2.0 for Ports and Terminals.

Level 1 · 31 Weeks at 8–10 Hours a Week

Industrial AI Engineer

For Manufacturing, Energy, Process and Maritime Teams. from How LLMs Work to Deployed, Evaluated Multi-Agent Systems, Practised on Plant Data at Every Step.

  1. 0

    How LLMs Work, for Industrial Teams

    1 Week

  2. 1

    Python for Industrial Data

    3 Weeks

  3. 2

    Industrial Data and OT/IT Integration

    2 Weeks · ISA-95, OPC UA, MQTT, IEC 62443

  4. 3

    LLM APIs and Prompting for Industrial Text

    2 Weeks

  5. 4

    Vector Search for Technical Documents

    2 Weeks

  6. 5

    RAG and Memory for Industrial Knowledge

    4 Weeks

  7. 6

    AI Agents, Tool Design and MCP for Operations

    3 Weeks

  8. 7

    Multi-Agent Orchestration for Industrial Workflows

    3 Weeks

  9. 8

    Evals, Safety and Compliance

    2 Weeks · EU AI Act, ISO/IEC 42001

  10. 9

    Fine-Tuning and Edge Optimisation

    2 Weeks

  11. 10

    Deploying AI into Industrial IT

    3 Weeks

  12. 11

    Capstone: Three Industrial Production Projects

    4 Weeks · Documentation Assistant, Maintenance Agent, Report Studio

Level 2 · by Admission · 16 Weeks of Modules + an 18-Week R&D Work Package

Certified Advanced Physics-Based AI Engineer

For Ports, Terminals and Logistics. Learn to Fuse the Physics of Heavy Equipment with the Operational and Economic Context Around It, Then Prove It by Delivering Part of the Physical AI Reasoning Stack Behind DataPX 2.0.

ModuleWhat You BuildWeeksDataPX 2.0
Port and Terminal OperationsKPI Map and Signal Taxonomy2M1, M4
Edge Physics EngineeringCAN/J1939 and OPC UA Collectors, Vibration Features at the Edge3M2
Physics-Based and Hybrid ModellingEnergy and Fatigue Models, Kalman Filters, Physics-Informed ML, Remaining Life with Intervals4M3
Context Signals and Terminal World ModelsTOS, Berth and Vessel Connectors; Terminal Knowledge Graph and State API3M4, M5
Simulation, Optimisation and Decision PoliciesTerminal Simulator, Scheduling with Constraint Solvers, Policies in Shadow Mode3M6
Decision Governance and Bounded AutonomyAutonomy Levels, Safety Envelopes, Audit, EU Regulatory File1M7
Capstone: R&D Work PackageOne Real DataPX 2.0 Work Package, Delivered by a Squad of Five18M1–M7

Admission Needs a Verified Level 1 Certificate at Merit (80 or Above) and a Place on the Annual R&D Program.

The Annual R&D Program · Cohort 1 Starts January 2027

Learn by Building the Physical AI Reasoning Stack

One Year, 100 Participants, 12 Squads, 12 Real Work Packages on DataPX 2.0 for Terminals, Ports, Maritime and Logistics. Every Package Passes Independent Gates Before It Is Accepted.

January to May

Level 1, Accelerated

20 Weeks of Gated Modules. Gate G1 Selects 60 Participants for the Squads.

June to October

Level 2 and Three R&D Sprints

Physics-Based Modules Alongside Three Six-Week Sprints, with Technical Reviews Every Sprint.

November to December

Validation and Demo Day

Final Reviews, Acceptance into DataPX 2.0 and Demo Day in Tampere.

Technical Acceptance

AI-Priori

Code Review, Evaluation Results and Security at Every Sprint; Final Acceptance and Certificates.

Platform Validation · Planned

Nokia

Integration Testing on the Mxie Edge Platform for Edge, Context and World-Model Packages.

Academic Validation · Planned

Tampere University

Research Method, Reproducibility and Ethics Review of Every Package.

Every Package Reports Three Industry 5.0 Measures: a Human-Centric, a Sustainability and a Resilience Outcome. Squads Work on Synthetic Terminal Data, Never Customer Data.

How Every Module Works

  1. 1

    Learn

    Week-By-Week Lessons with Working Code and Industrial Case Studies.

  2. 2

    Quiz at 80%

    Shuffled Every Attempt. Answers Are Revealed Only Once You Pass.

  3. 3

    Labs Scored at 70

    A Five-Part Rubric with Written Feedback on Real Industrial Data.

  4. 4

    Unlock the Next

    Pass the Quiz and Every Lab, and the Next Module Opens.

  5. 5

    Verified by People

    AI-Priori Engineers Review Your Capstone Before Any Certificate Is Issued.

Plans

Every Plan Starts with a 14-Day Trial of Modules 0 to 2. AI-Priori Invoices You and Activates Your Plan Once Payment Is Confirmed.

Self-Paced

£39 /Month

Or £349 a Year

  • All Level 1 Modules and Labs
  • AI-Assessed Quizzes and Tasks
  • Verified Certificate

Guided

£149 /Month

Or £990 Upfront

  • Everything in Self-Paced
  • Monthly Live Clinics
  • Written Human Feedback on Your Capstone

Enterprise

£1,200 /Seat/year

Minimum 10 Seats

  • Guided Features for Every Seat
  • Private Cohorts on Your Own Plant Data
  • Progress Reporting for L&D

Annual R&D Program

[Price]

Sponsored, Individual and Academic Seats

  • Level 1 and Level 2
  • A Squad and a Real DataPX 2.0 Work Package
  • Demo Day in Tampere

Who It Is For

Engineers and Technical Staff Who Will Put AI to Work Where Machines, Data and Safety Meet.

  • OEM Engineering Teams

    Build AI into Machines, Service and Documentation.

  • Port and Terminal Operators

    Reliability, Operations and Digital Teams.

  • Engineers Moving into AI

    Software, Automation and Data Engineers Changing Track.

  • University Students

    Real Industrial R&D Experience Through the Annual Program.

Questions

How Much Time Does It Take?

Plan for 8 to 10 Hours a Week. Level 1 Runs 31 Weeks Self-Paced, or 20 Weeks in the Accelerated Annual Cohort.

What Do I Need to Start?

Comfort with Basic Programming and an Interest in Industrial Systems. Module 1 Brings Your Python Up to the Level the Rest of the Program Needs.

How Are Labs Graded?

Against a Five-Part Rubric Covering Completeness, Technical Depth, Evidence, Reproducibility and Reflection, with Written Feedback. Certificates Also Need a Human Review by AI-Priori.

Can Employers Check My Certificate?

Yes. Every Certificate Has an ID on the AI-Priori Academy Public Register.

Do I Work with Customer Data?

No. Labs Use Public Industrial Datasets, and R&D Squads Use Synthetic Terminal Data. Nothing Touches Machine Controls.

Start with Modules 0 to 2, Free for 14 Days.

Join Cohort 1 of the Annual R&D Program, or Enrol Your Team.