Blog

Writing it now.

We are preparing the first pieces: incident case studies, the math behind the risk score, and field guides for fleet maintenance teams.

What to expect

Three threads will make up the blog:

  • Case studies — specific fleet fires, what the data showed in the weeks before, and what Underhood would have flagged.
  • Scoring deep-dives — how signals are weighted, how the model improves, why a score changed.
  • Field guides — practical checklists for maintenance leads working on modern propulsion and new vehicle types.

Want them in your inbox?

We have not built a newsletter yet. In the meantime, send a note to hello@underhood.io with "blog updates" in the subject, and we will keep you posted when the first pieces ship.