What telemetry cannot tell you
The logger cannot tell you something it never measured. GPS data knows where the car went, how fast it moved, and how it accelerated. It does not know exactly what your feet, hands, tires, or brain were doing unless you recorded those things too.
Last reviewed
Recorded
The main idea
You can still learn something useful without knowing the exact cause. Say what changed, show the evidence, and pick a safe way to test it again.
What to look at
- Which channels were directly recorded
- Which values were calculated
- Sensor rate, units, orientation, and gaps
- Context supplied by video, notes, and the driver
Try this
- Inventory the available channels
- Separate measurements from derivations
- Use names such as slowdown onset and acceleration pickup for GPS estimates
- Seek confirming evidence
- State the remaining limitation beside the recommendation
Keep in mind
AI loves filling in missing information with a story that sounds smart. Make it point to the channel that supports each claim. If there is no channel, call it a guess.
FAQ
Can AI coach from GPS alone?
It can identify comparable patterns and suggest questions, but it must not claim unrecorded pedal, steering, tire, or balance behavior as fact.
What should derived events be called?
Use motion-based terms such as slowdown onset, acceleration pickup, and braking estimate unless direct input channels exist.