Platform · Reasoning
From data to a decision you can act on
Raw data doesn't help if you don't know what to do with it. The recommendation engine models a maintenance schedule for your exact make, model, and year, anchors each item to your real mileage, and explains how confident it is, in plain language.
Prioritized recommendation
- Top priorityBrake service approaching its interval. Inspect within the next few hundred km.
- WhyMileage rate plus the gap since last brake service puts this vehicle near its typical interval.
- Est. costComing soon: parts and labour in a known range, so there are no surprises at the counter.
Guidance based on your vehicle's data and confidence level: a starting point for a conversation with your mechanic, not a guaranteed diagnosis.
Every recommendation answers four questions
A recommendation is only useful if it's complete. The engine never hands you a finding without the context to act on it.
What
The specific item: which component or service, in plain language, not a cryptic code.
When
A clear status, on track, due soon, or overdue, projected from your real mileage rate.
Why
The reasoning behind it: the mileage, age, or service gap that drove the recommendation.
How much
Coming soon: a realistic cost range, so you can budget and walk into the garage informed.
Signal over noise
Prioritized, so you act on what matters
A long list of everything theoretically due is just noise. The engine sorts recommendations by due-date status, so the few things that genuinely need attention rise to the top and the rest stay visible without crowding them out.
- Overdue and due-soon items surface first; what's on track stays out of the way.
- Low-confidence items are flagged as such, never dressed up as certainties.
- Routine and optional work stays available without burying what's urgent.
No black box
Explainable by design
You should never have to take a recommendation on faith. Every one carries its reasoning and an honest confidence level, so a driver or fleet manager can see exactly why it surfaced and decide for themselves. The engine offers guidance to inform a decision; it never claims to be a guaranteed diagnosis.
- Each recommendation shows the data it was built from: model, year, mileage, and service history.
- Confidence is stated plainly (model-specific, estimated, or from the manufacturer), never hidden.
- Framed as a starting point for your mechanic, keeping the human in control.
Turn vehicle data into clear next steps
Get early access and watch the engine build an honest schedule for your exact car. Schedules refresh periodically as our models improve.