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AI exposure report

Will AI replace Fuel Cell Engineers?

Some of your tasks will be automated. People who use AI will have the edge.

Task exposure to today's AI

44/100

Moderate exposure

This is the occupation's typical task mix. Your own score can be up to 30 points higher or lower depending on how you work: routine share, people contact, judgment and how much you already use AI.

Get your personal score

Will AI replace Fuel Cell Engineers?

Not entirely. Today's AI tools can take on about 44% of the typical work in this occupation, mostly: write technical reports or proposals related to engineering projects. The parts that stay human include: Conduct fuel cell testing projects, using fuel cell test stations, analytical instruments, or electrochemical diagnostics, such as cyclic voltammetry or impedance spectroscopy.; Plan or conduct experiments to validate new materials, optimize startup protocols, reduce conditioning time, or examine contaminant tolerance.; Prepare test stations, instrumentation, or data acquisition systems for use in specific tests of fuel cell components or systems..

People who learn to use AI for the automatable parts keep the edge. The 3-phase plan below shows where to start.

Which tasks AI can take on

The largest tasks in this occupation, their share of the working week, and how much of each today's AI tools can do.

TaskAutomatable
Write technical reports or proposals related to engineering projects. 78%
Analyze fuel cell or related test data, using statistical software. 72%
Simulate or model fuel cell, motor, or other system information, using simulation software programs. 53%
Characterize component or fuel cell performances by generating operating maps, defining operating conditions, identifying design refinements, or executing durability assessments. 47%
Design fuel cell systems, subsystems, stacks, assemblies, or components, such as electric traction motors or power electronics. 45%
Conduct fuel cell testing projects, using fuel cell test stations, analytical instruments, or electrochemical diagnostics, such as cyclic voltammetry or impedance spectroscopy. 12%

+ 20 more tasks (63% of the week) in the full test.

Your human edge

  • Conduct fuel cell testing projects, using fuel cell test stations, analytical instruments, or electrochemical diagnostics, such as cyclic voltammetry or impedance spectroscopy.
  • Plan or conduct experiments to validate new materials, optimize startup protocols, reduce conditioning time, or examine contaminant tolerance.
  • Prepare test stations, instrumentation, or data acquisition systems for use in specific tests of fuel cell components or systems.

AI tools to try

ChatGPT / Claude for calculations, specs and reportsAI features in CAD/BIM toolsCopilot for scripts (Python, MATLAB, Dynamo)

Related roles

A 3-phase AI learning plan

Phase 1

AI for documentation

  • Specifications, reports and change notes drafted with AI.
  • Standards and regulations searched with AI, checked in the source.
  • Meeting notes and RFIs summarised.

Project

Use AI to draft a full fuel cell test report from one raw test campaign, verify every standard and spec citation in the source document, and log hours saved versus your last report.

Phase 2

AI in design work

  • Scripts and parametric design written with AI help.
  • Option studies and quick estimates with AI as a sparring partner.
  • Check AI outputs against calculations and codes.

Project

Write Python scripts with AI help to automate EIS and polarization-curve post-processing, then validate outputs against three manually calculated datasets to within 2% error.

Phase 3

Engineering + AI

  • Data from sensors, tests or simulations analysed with AI.
  • Define where AI is not allowed (safety-critical sign-off).
  • Share methods and templates with your team.

Project

Build an AI-assisted analysis workflow for durability test sensor logs that flags degradation trends, document where AI cannot sign off on safety limits, and share the template with your team.
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