The same Trainator forecasts — drawn directly into the search results and trip details on bahn.de. No re-routing, no re-typing. Just one extra reading on each connection that tells you how often this exact trip actually works.
The full Trainator badge appears on every transfer in the timeline — the live confidence reading, status and one-tap explanation.
For every connection Trainator covers, you get a single calibrated number — how likely the whole trip actually works end-to-end. One reading per connection, sitting quietly next to the result.
Each individual transfer gets its own probability, and the trip as a whole gets a combined score — so you can see both where the risk sits and how the journey looks overall.
Green, amber, red. The score is sized and tinted so the riskier transfers stand out without you having to read every number.
Only the trip details visible on the page are used to compute the score. No cookies, no browsing history, no profile.
The model keeps learning. Every new trip in the wild feeds back into calibration, so the score you see this month is sharper than the one we showed last month.
The percentage is the model's calibrated probability that the connection works end-to-end — you board the first train, you catch the transfer, and you arrive at the destination station no later than the schedule plus your acceptable margin.
Trainator estimates this connection to be reliable.
Trainator estimates this connection to carry some risk. We wouldn't recommend it if you have a choice, or if it's important to be punctual.
Trainator predicts this connection to be quite risky. We recommend either choosing something else or extending your stay.
When your search results or trip details appear, Trainator notices each connection on the page — which trains, which transfer station, how long you have between them.
Trainator runs the connection through a machine-learning model trained on a broad range of operational data — not just past performance — to predict how this specific trip is likely to play out.
The badge slides in next to the connection. Toggle the extension off and the badges vanish — the host page itself is never modified.
v1.0 focuses on what we can predict well: ICE departures, and any connection that starts with or follows an ICE. Other train classes, other operators and other booking sites are next on the roadmap.
It only wakes up when you're on a bahn.de search page or trip-details view, and stays out of the way everywhere else.