Platform · Engine
See maintenance coming before it stops you
The predictive engine reads each vehicle's mileage patterns, age, and service history against model-level knowledge to model what's likely to need attention next and how soon, so breakdowns become planned work instead of roadside surprises.
Reactive maintenance is the expensive kind
- Reactive
- Fixing after failure means towing, downtime, and a worse repair
- Forward
- The engine projects maintenance windows weeks and months ahead
- 3 states
- Every item reads as on track, due soon, or overdue at a glance
- Honest
- Confidence labels on every interval a forecast is built from
Inputs
It reasons from real signals, not guesses
A prediction is only as good as what it reads. The engine combines several independent signals, so a forecast reflects how a specific car is actually driven, not a generic schedule pulled from a manual.
- Mileage patterns: not just the current reading, but the rate the car accumulates kilometres.
- Vehicle age and the time elapsed since each component was last serviced.
- Model-level knowledge of typical intervals for that make, model, and year, with an honest confidence label on each.
- Usage pace: a car that piles on kilometres reaches its intervals sooner, so heavy and light drivers aren't treated alike.
From signal to action
- 1
Read the signals
The engine pulls mileage curves, age, service gaps, and model context for each vehicle straight from what you already track.
- 2
Model what's next
It projects which components are approaching their service window and estimates how soon, weighting each by how confident the model is.
- 3
Rank by urgency
Each item is framed as on track, due soon, or overdue. Attention goes where it matters, not to every theoretical item at once.
- 4
Surface the action
Forecasts become clear, recommended next steps with a window to act in, handed off to the recommendation engine and your alerts.
The payoff
Turn breakdowns into scheduled work
The goal isn't to predict the future perfectly. It's to move work from after a failure to before it, where it's cheaper, safer, and plannable. A belt replaced on a quiet morning beats one that snaps on the highway every time.
- Plan service around your operations instead of reacting to roadside failures.
- Catch wear before it cascades into a larger, more expensive repair.
- Reduce unplanned downtime that takes a vehicle (and its driver) off the road.
How we frame it
A forecast, framed honestly
We model likelihood, not certainty. The engine never claims a part will fail on a date. It surfaces what's probably approaching its window and how confident it is, so you can decide with eyes open. Predictions are guidance for planning, not a guaranteed diagnosis.
Stop being surprised by your vehicles
Talk to us to see how the engine turns mileage and usage into maintenance you can plan around.