The contextual skills layer
for automotive technicians
Uncover skills.
Discover capability.
Decide better.
Turn disconnected workshop, assessment and training data into a clear view of technician skills, and what to do next.




One contextual skills framework
A shared foundation for the decisions that matter.
Why MOBILAR®?
Work happens offline.
Skills need deeper context.
Technicians leave traces in repair records, support tickets and learning systems, not a ready-made picture of their skills.
MOBILAR® brings depth to those signals: the work involved, the capabilities it requires and the practical evidence needed to understand what a technician can do.
Workshop reality
The intervention. The behaviour. The trace.
Dealer Management Systems
- Standard times
- Repeat repairs
Repair Support Ticketing
- Repair-support tickets
Learning Management Systems
- Knowledge tests
- Training participation
- Training history
Signals, not yet skills evidence.
A repeat repair tells you something went wrong. A training record tells you someone attended a course. Neither shows what a technician can actually do.
Process, information and tooling can also explain operational issues. Interpretation depends on context and available evidence.
Go beyond skill labels.
See what capability looks like.
MOBILAR® connects work context to defined tasks, relevant skills and observable behaviour—giving AI a structured reference for assessing capability.
MOBILAR® goes deeper.
Defined work. Connected skills. Observable, measurable behaviour.
Define the task
Workshop safety coordination
Connect the skills
EPV safety coordination
Make capability observable and measurable
Coordinates and records the system-state change through the written consignment process.
Illustrative criterion · Assessor observation + consignment record
Not just a skill label. A clear reference for what capability looks like.
Explore your workforce’s skills contextOne skills framework.
Connected to the reality of your workshops.
MOBILAR® connects the work technicians perform, the skills it requires and the evidence of their capability. Give Aftersales, Academy and your existing systems a shared understanding of technical skills, and use it wherever your business needs it.
What makes it contextual? A skill becomes meaningful when connected to the task, its complexity, the technician’s role and the required level of competence.

The work. The conditions. The evidence.
Your existing systems
DMS
Jobs and repair activity
Repair Support
Cases and technical assistance
LMS
Courses and learning records
Business Intelligence
Operational KPIs
Contextual skills frameworkRole · Task complexity · Required competence
What it delivers
Skills-Based Assessment
Assessments built from the tasks and skills each role requires.
Skills-Based Training Curricula
Courses compared with the skills your technicians actually need.
Personalized Development Plans
Development that follows each technician’s measured gaps.
Data-driven Decisions
Skills evidence read alongside the signals you already track.
Connections depend on your systems and integration scope.
The MOBILAR® AI Agent.
At your side in the workspace.
The Agent turns time-consuming expert work into guided steps. You stay in charge of every decision.
Map roles, tasks and skills
AI-assisted mapping of job roles to the tasks and capabilities they require.
Interpret scores and signals
Assessment results and workshop signals read together, with observed and inferred kept apart.
Check training coverage
Existing courses compared with measured gaps, so development targets what is missing.
Your question.
A clearer way forward.
From recurring repair issues to targeted development. Step into a connected workspace and see how MOBILAR® helps aftersales, academy, dealer and workshop teams investigate, create and decide.
Business signals
Aster Motors · Diagnostic Technician
Start with operational signals, then investigate what lies behind them.
Automotive expertise.
A partnership built around you.
A shared language for technical capability, with the support to put it to work across your network.
Grounded in automotive
Technical skills expertise connected to the tasks technicians actually perform.
Consistent across markets
Shared role and capability requirements, with context for local needs.
Part of your bigger picture
Skills insights alongside your existing business and learning systems.
Supported from the start
Rollout support adapted to your situation, with a dedicated Customer Success Manager, workshops and progress reviews.
Let’s start with a coffee.
Tell us what you’re working on. We’ll explore where MOBILAR® could help and whether a demo or a conversation about your network is the right next step.