Signals without a cause
Repeat repairs, comebacks and helpdesk cases pile up, but the data does not say whether skills, information, tooling or process is behind them.
OEM Aftersales
See beyond recurring repair issues.
Combine assessment results with workshop and repair-support data. See where technician capability matters and decide where assessment, technical support or development deserves attention.
The questions that matter
01
Which repair issues recur across our network?
02
Where could technician capability be contributing?
03
What should we assess, support or develop next?
The challenges
What gets in the way today.
Technology moves faster than the network
EV, ADAS and software-defined vehicles change the work every model year. Training plans struggle to keep up.
No network-wide view of capability
Each market reports differently. You cannot compare what technicians can actually do across countries.
Key questions MOBILAR® answers
Pick a question.
See the answer take shape.
MOBILAR® MCPContextual skills model
Which repair issues point to a skills question?
Repair-support themes by task
| Task | Signal | Likely factor |
|---|---|---|
| CAN network diagnosis | Repeat cases, 2 regions | Skill or information |
| HV battery cooling | Long labour times | Procedure |
| Front camera calibration | Comebacks | Skill or tooling |
| Software update | Failed flashes | Process |
- Task
- CAN network diagnosis
- Signal
- Repeat cases, 2 regions
- Likely factor
- Skill or information
- Task
- HV battery cooling
- Signal
- Long labour times
- Likely factor
- Procedure
- Task
- Front camera calibration
- Signal
- Comebacks
- Likely factor
- Skill or tooling
- Task
- Software update
- Signal
- Failed flashes
- Likely factor
- Process
Uncover skills · Discover capability · Decide better
One contextual skills framework.
Tasks and work context, required skills and competence evidence, connected through a shared foundation.
- Read assessment results alongside workshop data.
- Group repair-support themes in their work context.
- Check potential capability gaps against practical evidence.
- Compare skills progress with operational indicators.
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.