Published reference2026-09-08

AutomationBench*

Published private evaluation · sample size not reported. Task sets and protocols differ. A local sample is not established as a subset of the published public set; scores remain separate.

Gemini 3.8 Flash · AutomationBench · private · Zapier · Native API · Medium

↗ Published result

Zapier

Private held-out task set

AutomationBench private leaderboard v1.0.6 ↗

Reported score29.7%

Throughput—

Tokens per second · see measurement basis

Concurrency—

As recorded on this receipt

Published reference. This is a source-reported result, not a test run by this lab. Strict full-task completion. Reported cost per task: $0.55. Different task set from the public 600 and local sample. Gemini costs use standard pricing.

Run configuration & provenance +

Context: Not recorded
Temperature: Not recorded
Wall time: Not recorded
Weight file: Provider-managed / not reported
Revision: Not reported
Reasoning: Not reported
Agent version: Not reported
Output token limit: Not reported
Dataset revision: Not reported
Harness host: Not reported
Model host: Published reference
Input tokens: Not reported
Output tokens: Not reported
Cached input tokens: Not reported
Agent turn / step limit: Not reported
Concurrency: Not reported
Weight file size: Not reported

Throughput measurement: Measurement method not separately reported. This should not be treated as standardized decode-only speed.

Provider evaluation

Strict full-task completion. Reported cost per task: $0.55. Different task set from the public 600 and local sample. Gemini costs use standard pricing.

Run ID: research-gemini-3.8-flash-zapier-private-medium-automationbench-private

Tasks

Task explorer

Passed tasks first, then other outcomes grouped by recorded issue. Use the filters to inspect a particular outcome.

0 task records

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No task records in this receipt.

The headline or summary is available above. Individual outcomes have not been provided.

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