Models
The Lotwize Headlight Identification Model Benchmark
The identifier looks your photo up in a library of 308,084 headlight photos. We checked 1,640 headlights by hand to get these scores.
headlights we checked by hand, then ran through the identifier
Side
99.9%
n 1,630
Make
99.8%
n 1,630
Bulb type
99.7%
n 1,437
Model
99.6%
n 1,630
Optic
99.4%
n 1,558
Year range
99.3%
n 1,630
Side
99.9%
1,630
Make
99.8%
1,630
Bulb type
99.7%
1,437
Model
99.6%
1,630
Optic
99.4%
1,558
Year range
99.3%
1,630
Measured on 1,640 headlights checked by hand across 37 makes, from a set of real listing photos, and scored on 1,630 of them. A label counts as right when the model filled it in correctly, or when the dropdown it gave you holds the right answer. The n beside each label is how many headlights it is measured on: bulb type and optic leave out the ones a photo cannot settle. Your results depend on photo quality, orientation and how much of your vehicle’s generation we have seen. Figures from 8 November 2026.
The Lotwize Rear Light Assembly Identification Model Benchmark
In developmentThe identifier looks your photo up in a library of 258,491 rear light photos. These scores come from 1,008 rear light assemblies we checked by hand.
rear light assemblies we checked by hand, then ran through the identifier
1,030 anchors: hand-checked rear lights the identifier matches against
Part type
99.3%
n 1,008
Make
99.1%
n 1,008
Bulb type
98.4%
n 182
Model
97.4%
n 1,008
Side
97.3%
n 1,008
Position
95.2%
n 1,008
Year range
94.0%
n 1,008
Part type
99.3%
1,008
Make
99.1%
1,008
Bulb type
98.4%
182
Model
97.4%
1,008
Side
97.3%
1,008
Position
95.2%
1,008
Year range
94.0%
1,008
Expect to answer several dropdowns on each rear identification.
Anything the model is not sure of comes to you as a dropdown, so your title is always complete. Most suitable for common parts.
While it is in development, a rear light identification costs 10 cents, against 15 cents for a headlight.
Measured on 1,008 rear lights checked by hand. A label counts as right when the model filled it in correctly, or when the dropdown it gave you holds the right answer. The n beside each label is how many rear lights it is measured on: bulb type counts only the generations sold with both halogen and LED lamps. Your results depend on photo quality, orientation and how much of your vehicle’s generation we have seen. Figures from 9 November 2026.
The Lotwize Fog Light / DRL Identification Model Benchmark
In developmentThe identifier looks your photo up in a library of 46,334 fog light and DRL photos. These scores come from 215 fog lights and DRLs we checked by hand.
fog lights and DRLs we checked by hand, then ran through the identifier
Make
90.7%
right 195 of 215
Bulb type
90.7%
right 195 of 215
Side
84.2%
right 181 of 215
Year range
83.7%
right 180 of 215
Model
83.3%
right 179 of 215
Part type
80.0%
right 172 of 215
Make
90.7%
195 of 215
Bulb type
90.7%
195 of 215
Side
84.2%
181 of 215
Year range
83.7%
180 of 215
Model
83.3%
179 of 215
Part type
80.0%
172 of 215
Expect to answer several dropdowns on each fog light / DRL identification.
Anything the model is not sure of comes to you as a dropdown, so your title is always complete. Most suitable for common parts.
While it is in development, a fog light or DRL identification costs 10 cents, against 15 cents for a headlight.
Measured on 215 fog lights and DRLs checked by hand, a small sample of product photos rather than real uploads. A label counts as correct only when the model filled it in and got it right. A label you pick from a dropdown counts as not correct. Accuracy is correct labels out of all 215 fog lights and DRLs. Your results depend on photo quality, orientation and how much of your vehicle’s generation we have seen. Figures from 23 October 2026.