Solutions · what the AI answers
How long has this machine got? Why is it degrading? What should we do? What if we change something? Ryedore answers each with an example you can read and a proof link you can follow — predictive maintenance, root cause and what‑if, in any industry with operational data.
A number with a range, the cause chain behind it, the recommended action (and the one to avoid), a confidence — and a link to how it was produced.
swipe → to see the whole diagram
Examples are worked scenarios in the format every Ryedore answer takes. illustrative
A remaining‑life estimate with a range — and the trend behind it.
Remaining‑life accuracy, signed on public data →Vibration at the gearbox output shaft has climbed 38 % in 19 days; oil particle count is up. Remaining life ≈ 3 weeks (range 2–5). Plan the swap for the kiln shutdown in 16 days instead of an emergency stop.
The cause chain — not a correlation score — with the evidence for each link.
See a full reasoning trace →Top‑oil temperature +4 °C over three weeks at the same load. Chain: cooling‑fan bank #2 running at 60 % → reduced heat rejection → oil ageing accelerating. Cause is the fan controller, not the transformer.
A recommended action, the action to avoid, and the confidence — sent to a human for approval.
How actions are gated →Chain elongation 1.9 % and accelerating. Do: re‑tension at the next shift change and inspect the drive sprocket. Don’t: replace the chain now — the sprocket wear pattern says it would elongate again in weeks.
A physics‑checked range for a plain‑English what‑if — and a controlled experiment when the stakes are high.
How what‑if is checked →“What if we raise the reflux ratio 5 %?” → distillate purity +0.4 pt, reboiler duty +6–8 %, flooding margin still ≥ 12 %. For a capital decision, the Specialists Lab runs baseline vs intervention on a physics twin.
Captured from the platform on demonstration data — the fourth, what-if, has its own page.
The fourth answer on its own screen — What‑if Lab →
Ryedore does not replace your monitoring platform, CMMS or historian.
It reads what they already collect and answers the four questions above — on your hardware.
Metals, pulp & paper, automotive. Same format as the detections on the home page; different plants. illustrative
Historian, SCADA, CMMS, sensor gateways — Ryedore reads them where they are. Nothing leaves the site; the model learns from your labels inside your network.
Check the proof first: the signed bundle and open harness let you reproduce our numbers and run the same tests on your own data — yourself.
Run the audit yourself →
One program for where the answers run — at the edge, next to the controller. roadmap · not shipped
Funded by the growth round — what the round builds, all ten programs →
We answer it live — remaining life, cause, action, or what‑if — with the trace.
