We tested fixRAgent on 49 photos anyone can check.

This is a first run, on a small set. Every photo is openly licensed or marked public domain, and 45 of them are shown below; the other 4 licences do not allow a resized copy, so we link to them at their source. We wrote down what each photo shows and how urgent it should be before we ran a single one. A second labeler, an AI session that never saw our labels and saw the photos under random names, sorted 49 of 49 the same way under the same written rule (its sheet). That shows the rule is applied the same way twice, not that the rule is right. Then the live engine answered each photo, on 14 October 2026, with no words from a resident, just the photo.

0 of 23

Dangers missed

Exposed wiring, scorched outlets, open panels, active leaks and standing water. A miss is any answer slower than TODAY; 23 came back TODAY or EMERGENCY. All 13 electrical photos came back EMERGENCY (0 below it).

1 of 26

False emergencies

A calm photo called EMERGENCY. The one: dry green corrosion on a copper pipe beside a junction box, which the engine read as a leak near electrics. We count it as wrong because we labelled it dry before the run, but the wall above is water-stained, so you may side with the engine. It is first in the list below.

9 of 26

Called TODAY when it could wait

3 dripping faucets, 3 spots of dry mineral scale and 3 spots of dry rust. Cautious, not dangerous: a manager would send someone a few days early.

13 of 13

Normal equipment left alone

Outlets, thermostats, sinks, faucets, toilets, a water heater, a radiator, a breaker panel and outdoor AC units with nothing wrong all came back WHENEVER, with no trade called.

How a photo is graded

Each photo was put in one of two groups before the run, with a one-line note of what it shows. The rule was written down at the same time and not changed after the answers came in.

The engine is the same one the website, the resident stickers, the API and the AI connector use: three separate reads of the photo that vote, graded on one four-word urgency scale (EMERGENCY, TODAY, THIS WEEK, WHENEVER). Each answer below links to its saved Triage Profile.

What this test does not show

The data behind this page: results.json (each photo's label, the answer, the Triage Profile link and the photo's licence).

Every photo and every answer

Try it on your own photo