Rooted in automotive · AI-assisted skills intelligence

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.

Trusted by

One contextual skills framework

A shared foundation for the decisions that matter.

Discover the framework

Why MOBILAR®?

Technical 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® adds what those traces miss: the work involved and the capabilities it requires.

Workshop reality

Often offline
  • Dealer Management Systems

    Standard times and repeat repairs

  • Repair Support Ticketing

    Repair-support tickets

  • Learning Management Systems

    Tests, participation and training history

Signals, not yet skills evidence.

A repeat repair shows something went wrong, not what a technician can do.

“You already have the data. Without context and a common language, it is worth far less.”

Assessment results, workshop jobs, repair cases and training records only become useful when they are read against the same understanding of tasks and skills.

Why context matters

Go beyond skill labels.

MOBILAR® links each skill to real tasks and real-life observable behaviour.

Without MOBILAR®Skill labels
  • Electrical repair
  • Battery service
  • Safety

Useful labels. But what must someone actually be able to do?

With MOBILAR®MOBILAR® context

Two examples to compare. Pick one below.

Task

Difficult electrical repair

Skills / What to observe
Repair information consultation
  • Reference values
Electrical connections comprehension
  • Connector lock
  • Wiring protection

Not just a set of skill labels. A clear reference for what capability looks like.

Explore your workforce’s skills context
How MOBILAR® fits in

One 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.

The full breakdown, from workshop reality to the systems that hold the traces, lives on the Product page.

  1. 01

    Workshop reality

    What happens, but what you don’t see.

  2. 02

    Your existing systems

    The reflection of what you think happens.

  3. 03

    MOBILAR® contextual skills framework

    The missing layer: what actually happens, and what needs to improve.

  4. 04

    What it delivers

    The true potential of what your data tells you.

What you work with

The MOBILAR® 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.

MOBILAR® Agent in action

Your question.
A clearer way forward.

From recurring repair issues to targeted development. Step into a connected workspace and see how the Agent helps aftersales, academy, dealer and workshop teams investigate, create and decide.

Interactive preview · Simulated data
MOBILAR® MCPContextual skills model · Aster Motors
Conceptual preview · illustrative data

Let’s investigate one question at a time.

Start with operational signals, then investigate what lies behind them.

Ask about your skills data…
0 / 6 questions
Confidence to work together

Built for automotive brands, at all levels.

Grounded in automotive

Built on real workshop tasks: diagnosis, EV and high-voltage, ADAS, service.

Consistent across markets

The same role requirements in every country, comparable everywhere.

Support from day one

One contact person, workshops and regular check-ins.

Questions we get often

How it works,
in short.

Clear answers on skills, evidence, comparison and the systems you already run.

Ask a question

MOBILAR® is a contextual skills layer for the automotive industry. It connects the tasks people perform in the workshop to the skills they need and to the evidence you already hold, so OEMs, importers and dealers can see what their workforce can actually do.

Next step

Let’s talk.

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.

Let’s talk