Compass-1 · get info
Ora's own model · runs on this PC · private beta

The small model
that picks the next click.

Compass-1 looks at the screen, ranks the things it could act on, and picks one. When it isn't sure enough, it hands the call to a bigger model — and anything risky still stops at an approval card.

Measured, not claimed

Tested where it can't cheat.

We measured Compass-1 on websites and apps it had never seen — public pages, no logins — plus two sets held out of its training.

96.8%right on 1,058 decisions across 53 websites and 6 desktop apps it had never seen
100%right whenever it was sure enough to act alone, on that same set
0.07sper decision on a laptop graphics card — about 3s on an older processor without one
The three test sets

Three test sets, drawn to scale.

53 sites + 6 apps it had never seen · 1,058 decisions96.8%
A second set held out of training · 791 decisions90.3%
A sample of its own training sites · 420 decisions76.4%

The training sample scores lowest on purpose — those rows were kept because they were the hard cases, the ones the simpler built-in rules had already failed on. A model that had memorised its training sites would show the opposite order.

The honest limits

Where it falls short.

  • Renamed buttons cost it about seven points.96.8% dropped to 89.5% when button labels were renamed and shuffled — it leans on what a control's text says. That is its known weak spot.
  • Rewording your goal changed nothing.96.8% stayed 96.8% — you don't have to phrase requests a special way.
  • It knows when to abstain.On the never-seen set it passed about one decision in four up to a bigger model — and every call it acted on alone was right.
  • It is not perfect.About three picks in a hundred landed on the wrong control — which is why anything that can't be undone stops at an approval card, never at a model's guess.
  • Slow without a graphics card.About 3 seconds a decision on an older processor. That is why Compass-1 Micro exists.
The models
Compass-1
In the beta

The default. 1.3 GB, downloaded once after you say yes — then it works offline. If the model is missing or can't be verified, Ora falls back to its simpler built-in rules.

Compass-1 Micro
In training

A smaller version for laptops without a graphics card, built to answer in about a second on the processor alone. Not in the beta yet.

Built on open models: laya-browser · mmBERT.