Image JevBench v0.3.0 · individual system

Autoloops – Gemma 4 31B IT

Closed APIBase model: undisclosed

Published source

the operator's hosted API

Image JevBench v0.3.0 composite score

41.484

Rank #4 of 55 ranked systems.

From the published full-benchmark aggregate. The composite combines intelligence, calibration, speed and cost.

Published axes

intelligence
49.7
calibration
87.1
speed
75.0
cost
42.4

Cost and speed evidence

Cost per 1,000 decisions
USD 0.083403
Cost basis
OpenRouter usage.cost receipts
Measured latency · p50 / p95
1.185 s / 2.662 s
Adjusted latency · p50 / p95
1.185 s / 2.662 s
Latency adjustment
none (hosted API, measured as is)
Public accuracy
67.2%
Sealed accuracy
67.1%
Measurement note
Official ImageJev v0.3 A300+P300 pass 1 on 7 Oct 2026 via api.autoloops.ai /v1/systemone (gemma-4-31b-it), request mapping of the hash-pinned 24 Sep Autoloops runner (the exact v0.2 clean runner file is missing, so byte parity with v0.2 is not claimed). 600/600 ok, no retries. Images sent with their real MIME type; BMP re-encoded losslessly as PNG; images over 6 MiB downscaled to 2,048 px.

Published 2026-10-12. Scores and ranks can change in a later release. See the method notes.