AutomationBench, Zapier private evaluation set release 1.0.6 (AutomationBench (Zapier 1.0.6))
We show this table for reference; we do not rank on it.
An agent benchmark for completing business workflows across simulated applications and API endpoints.
Evaluation results published by Zapier. Published private-set configuration aggregates only; no task contents or dataset license grant are included.
Task pass rate on AutomationBench (Zapier 1.0.6) — October 14, 2026 capture
We mirror the published task pass rate view for AutomationBench (Zapier 1.0.6). Gemini 4 Argon (High) leads the public snapshot at 51.29%, followed by Gemini 4 Argon (Medium) (50.08%) and Claude Sonnet 5.5 (default fallbacks, Max) (44.75%). We do not use these results to rank models overall.
Gemini 4 Argon (High)
$1.70 / task · standard list pricing; promotion available
Gemini 4 Argon (Medium)
$1.54 / task · standard list pricing; promotion available
Claude Sonnet 5.5 (default fallbacks, Max)
Anthropic
$1.14 / task
126 configurationsAgenticDated source captureDisplay onlyUpdated October 14, 2026 capture
Task pass rate table (126 configurations)
| Rank | Model / configuration | Score | Parameters (B) | Open / closed |
|---|---|---|---|---|
| 1 | Gemini 4 Argon (High)Google$1.70 / task · standard list pricing; promotion available | 51.29% | Not reported | Unknown |
| 2 | Gemini 4 Argon (Medium)Google$1.54 / task · standard list pricing; promotion available | 50.08% | Not reported | Unknown |
| 3 | Claude Sonnet 5.5 (default fallbacks, Max)Anthropic$1.14 / task | 44.75% | Not reported | Unknown |
| 4 | Claude Opus 5.5 (default fallbacks, Max)Anthropic$1.44 / task | 42.47% | Not reported | Unknown |
| 5 | GPT 6 Astra (Max)OpenAI$1.73 / task | 41.40% | Not reported | Unknown |
| 6 | GPT 6 Astra (XHigh)OpenAI$1.50 / task | 38.96% | Not reported | Unknown |
| 7 | GPT 6 Astra (High)OpenAI$1.44 / task | 37.14% | Not reported | Unknown |
| 8 | Claude Sonnet 5.5 (default fallbacks, XHigh)Anthropic$0.48 / task | 36.83% | Not reported | Unknown |
| 9 | Claude Opus 5.5 (default fallbacks, XHigh)Anthropic$0.89 / task | 35.77% | Not reported | Unknown |
| 10 | GPT 6 Astra (Medium)OpenAI$1.27 / task | 34.09% | Not reported | Unknown |
| 11 | GPT 6 Sol (XHigh)OpenAI$0.27 / task | 33.20% | Not reported | Unknown |
| 12 | Claude Opus 5.5 (default fallbacks, High)Anthropic$0.71 / task | 33.03% | Not reported | Unknown |
| 13 | GPT 6 Sol (Max)OpenAI$0.34 / task | 32.00% | Not reported | Unknown |
| 14 | Claude Fable 5.1 (with Opus 5 Fallback)Anthropic$2.45 / task · Fable 5.1 cost only; combined cost is higher | 31.40% | Not reported | Unknown |
| 15 | GPT 6 Sol (High)OpenAI$0.24 / task | 31.20% | Not reported | Unknown |
| 16 | Gemini 3.7 Flash (High)Google$0.61 / task · standard list pricing; promotion available | 30.44% | Not reported | Unknown |
| 17 | GPT 6 Astra (Low)OpenAI$1.08 / task | 30.29% | Not reported | Unknown |
| 18 | Gemini 3.8 Flash (Medium)Google$0.55 / task · standard list pricing; promotion available | 29.68% | Not reported | Unknown |
| 19 | Gemini 3.8 Flash (High)Google$0.62 / task · standard list pricing; promotion available | 29.68% | Not reported | Unknown |
| 20 | Claude Opus 5.5 (default fallbacks, Medium)Anthropic$0.65 / task | 29.53% | Not reported | Unknown |
| 21 | Claude Sonnet 5.5 (default fallbacks, High)Anthropic$0.36 / task | 29.38% | Not reported | Unknown |
| 22 | GPT-5.6 Sol (Max)OpenAI$0.67 / task | 28.77% | Not reported | Unknown |
| 23 | Claude Opus 5 (Max)Anthropic$3.05 / task | 26.94% | Not reported | Unknown |
| 24 | GPT 6 Sol (Medium)OpenAI$0.21 / task | 26.90% | Not reported | Unknown |
| 25 | GPT-5.6 Sol (XHigh)OpenAI$0.74 / task | 26.33% | Not reported | Unknown |
| 26 | Claude Opus 5 (XHigh)Anthropic$1.15 / task | 25.27% | Not reported | Unknown |
| 27 | GPT 6 Astra (None)OpenAI$1.28 / task | 25.27% | Not reported | Unknown |
| 28 | GPT-5.6 Sol (High)OpenAI$0.64 / task | 24.81% | Not reported | Unknown |
| 29 | Claude Opus 5.5 (default fallbacks, Low)Anthropic$0.51 / task | 24.20% | Not reported | Unknown |
| 30 | Claude Opus 5 (Medium)Anthropic$0.89 / task | 23.90% | Not reported | Unknown |
| 31 | GPT-5.6 Terra (Max)OpenAI$0.51 / task | 23.59% | Not reported | Unknown |
| 32 | Claude Sonnet 5.5 (default fallbacks, Medium)Anthropic$0.31 / task | 23.29% | Not reported | Unknown |
| 33 | Kimi K3Moonshot AI$0.43 / task | 22.68% | Not reported | Unknown |
| 34 | Claude Fable 5.1 (Max)Anthropic$2.45 / task | 22.37% | Not reported | Unknown |
| 35 | Claude Fable 5.1 (XHigh)Anthropic$2.14 / task | 21.31% | Not reported | Unknown |
| 36 | GPT 6 Sol (Low)OpenAI$0.19 / task | 21.20% | Not reported | Unknown |
| 37 | GPT 6 Luna (Max)OpenAI$0.04 / task | 20.70% | Not reported | Unknown |
| 38 | Muse Spark 1.3 (Max)Meta$1.39 / task | 20.70% | Not reported | Unknown |
| 39 | Claude Opus 5 (High)Anthropic$1.03 / task | 20.55% | Not reported | Unknown |
| 40 | Claude Opus 5 (Low)Anthropic$0.75 / task | 20.40% | Not reported | Unknown |
| 41 | GPT-5.6 Sol (Medium)OpenAI$0.57 / task | 19.63% | Not reported | Unknown |
| 42 | Claude Sonnet 5.5 (default fallbacks, Between tools)Anthropic$0.30 / task | 18.57% | Not reported | Unknown |
| 43 | Claude Sonnet 5.5 (default fallbacks, Low)Anthropic$0.28 / task | 18.26% | Not reported | Unknown |
| 44 | DeepSeek V4 Flash (Max)DeepSeek$0.04 / task · cached Fireworks rate; $0.14 / task uncached | 18.11% | Not reported | Unknown |
| 45 | GPT-5.6 Luna (Max)OpenAI$0.07 / task | 17.05% | Not reported | Unknown |
| 46 | Gemini 3.6 Flash (High)Google$0.58 / task | 17.05% | Not reported | Unknown |
| 47 | Claude Fable 5.0 (Max)Anthropic$2.03 / task | 17.05% | Not reported | Unknown |
| 48 | Claude Opus 4.8 (XHigh)Anthropic$1.91 / task | 16.89% | Not reported | Unknown |
| 49 | GPT-5.5 (XHigh)OpenAI$1.72 / task | 16.59% | Not reported | Unknown |
| 50 | Gemini 3.6 Flash (Medium)Google$0.55 / task | 16.44% | Not reported | Unknown |
| 51 | Claude Opus 4.8 (Max)Anthropic$2.36 / task | 16.44% | Not reported | Unknown |
| 52 | Claude Opus 4.8 (High)Anthropic$1.48 / task | 16.13% | Not reported | Unknown |
| 53 | Claude Fable 5.0 (High)Anthropic$1.65 / task | 16.13% | Not reported | Unknown |
| 54 | Gemini 3.6 Flash (Low)Google$0.48 / task | 15.68% | Not reported | Unknown |
| 55 | Claude Fable 5.0 (XHigh)Anthropic$1.80 / task | 15.22% | Not reported | Unknown |
| 56 | GPT-5.6 Terra (XHigh)OpenAI$0.37 / task | 14.76% | Not reported | Unknown |
| 57 | GPT 6 Luna (High)OpenAI$0.02 / task | 14.46% | Not reported | Unknown |
| 58 | Claude Opus 4.8 (Medium)Anthropic$1.44 / task | 14.00% | Not reported | Unknown |
| 59 | Claude Fable 5.0 (Medium)Anthropic$1.52 / task | 13.70% | Not reported | Unknown |
| 60 | Claude Opus 4.8 (Low)Anthropic$1.20 / task | 13.55% | Not reported | Unknown |
| 61 | Gemini 3.5 Flash (High)Google$0.42 / task | 13.39% | Not reported | Unknown |
| 62 | Claude Opus 4.7 (Max)Anthropic$1.52 / task | 13.39% | Not reported | Unknown |
| 63 | GPT-5.6 Luna (XHigh)OpenAI$0.06 / task | 12.94% | Not reported | Unknown |
| 64 | GPT-5.5 (High)OpenAI$0.94 / task | 12.79% | Not reported | Unknown |
| 65 | GPT 6 Luna (XHigh)OpenAI$0.02 / task | 12.63% | Not reported | Unknown |
| 66 | Claude Fable 5.0 (Low)Anthropic$1.41 / task | 12.48% | Not reported | Unknown |
| 67 | Claude Haiku 5.5 (default fallbacks, Max)§Anthropic$0.10 / task · Initial Haiku 5.5 launch version; publisher plans reevaluation | 12.02% | Not reported | Unknown |
| 68 | GPT-5.6 Terra (High)OpenAI$0.29 / task | 11.72% | Not reported | Unknown |
| 69 | GPT-5.6 Sol (Low)OpenAI$0.42 / task | 11.72% | Not reported | Unknown |
| 70 | GPT-5.4 (XHigh)OpenAI$1.15 / task | 11.57% | Not reported | Unknown |
| 71 | Gemini 3.5 Flash (Medium)Google$0.38 / task | 11.42% | Not reported | Unknown |
| 72 | Claude Sonnet 5 (Max)Anthropic$0.88 / task | 10.65% | Not reported | Unknown |
| 73 | Claude Haiku 5.5 (default fallbacks, High)§Anthropic$0.03 / task · Initial Haiku 5.5 launch version; publisher plans reevaluation | 10.50% | Not reported | Unknown |
| 74 | GPT-5.4 (High)OpenAI$0.62 / task | 10.05% | Not reported | Unknown |
| 75 | Claude Haiku 5.5 (default fallbacks, XHigh)§Anthropic$0.04 / task · Initial Haiku 5.5 launch version; publisher plans reevaluation | 9.89% | Not reported | Unknown |
| 76 | Claude Sonnet 5 (High)Anthropic$0.56 / task | 9.89% | Not reported | Unknown |
| 77 | Claude Opus 4.7 (XHigh)Anthropic$1.26 / task | 9.74% | Not reported | Unknown |
| 78 | GPT 6 Luna (Medium)OpenAI$0.02 / task | 9.44% | Not reported | Unknown |
| 79 | GPT-5.6 Luna (High)OpenAI$0.05 / task | 9.13% | Not reported | Unknown |
| 80 | Claude Opus 4.7 (High)Anthropic$1.08 / task | 9.13% | Not reported | Unknown |
| 81 | GPT 6 Sol (None)OpenAI$0.25 / task | 9.10% | Not reported | Unknown |
| 82 | Gemini 3.5 Flash (Low)Google$0.30 / task | 8.98% | Not reported | Unknown |
| 83 | GPT-5.5 (Medium)OpenAI$0.75 / task | 8.98% | Not reported | Unknown |
| 84 | Gemini 3.1 Pro (preview) (High)Google$0.30 / task | 8.68% | Not reported | Unknown |
| 85 | Claude Haiku 5.5 (default fallbacks, Medium)§Anthropic$0.02 / task · Initial Haiku 5.5 launch version; publisher plans reevaluation | 8.52% | Not reported | Unknown |
| 86 | GPT-5.6 Terra (Medium)OpenAI$0.22 / task | 8.07% | Not reported | Unknown |
| 87 | GLM 5.2 (Max)Z.ai$0.22 / task | 7.76% | Not reported | Unknown |
| 88 | Claude Sonnet 5 (XHigh)Anthropic$0.67 / task | 7.61% | Not reported | Unknown |
| 89 | GPT-5.6 Terra (Low)OpenAI$0.19 / task | 7.46% | Not reported | Unknown |
| 90 | Gemini 3.1 Pro (preview) (Medium)Google$0.25 / task | 7.00% | Not reported | Unknown |
| 91 | Claude Opus 4.7 (Medium)Anthropic$0.92 / task | 6.85% | Not reported | Unknown |
| 92 | GLM 5.1 (Max)Z.ai$0.23 / task | 6.20% | Not reported | Unknown |
| 93 | Claude Haiku 5.5 (default fallbacks, Low)§Anthropic$0.02 / task · Initial Haiku 5.5 launch version; publisher plans reevaluation | 6.09% | Not reported | Unknown |
| 94 | Claude Sonnet 5 (Medium)Anthropic$0.41 / task | 5.78% | Not reported | Unknown |
| 95 | Claude Opus 4.7 (Low)Anthropic$0.78 / task | 5.48% | Not reported | Unknown |
| 96 | GPT-5.4 (Medium)OpenAI$0.36 / task | 5.33% | Not reported | Unknown |
| 97 | Claude Sonnet 4.6 (Max)Anthropic$0.90 / task | 5.33% | Not reported | Unknown |
| 98 | Claude Sonnet 4.6 (High)Anthropic$0.84 / task | 5.02% | Not reported | Unknown |
| 99 | Minimax M3 (Max)MiniMax$0.07 / task | 4.87% | Not reported | Unknown |
| 100 | Gemini 3.1 Pro (preview) (Low)Google$0.28 / task | 4.57% | Not reported | Unknown |
| 101 | Qwen 3.6+ (High)Alibaba$0.08 / task | 4.30% | Not reported | Unknown |
| 102 | GPT-5.6 Luna (Medium)OpenAI$0.02 / task | 4.26% | Not reported | Unknown |
| 103 | Gemini 3.5 Flash Lite (Medium)Google$0.12 / task | 3.96% | Not reported | Unknown |
| 104 | GPT-5.6 SolOpenAI$0.41 / task | 3.81% | Not reported | Unknown |
| 105 | Qwen 3.7+Alibaba$0.05 / task | 3.70% | Not reported | Unknown |
| 106 | Claude Sonnet 5 (Low)Anthropic$0.26 / task | 3.65% | Not reported | Unknown |
| 107 | Claude Sonnet 4.6 (Medium)Anthropic$0.77 / task | 3.65% | Not reported | Unknown |
| 108 | Gemini 3.5 Flash Lite (High)Google$0.13 / task | 3.35% | Not reported | Unknown |
| 109 | Kimi K2.7 CodeMoonshot AI$0.24 / task | 3.20% | Not reported | Unknown |
| 110 | Claude Sonnet 4.6 (Low)Anthropic$0.61 / task | 2.89% | Not reported | Unknown |
| 111 | Kimi K2.6Moonshot AI$0.28 / task | 2.59% | Not reported | Unknown |
| 112 | GPT-5.5 (Low)OpenAI$0.36 / task | 2.59% | Not reported | Unknown |
| 113 | GPT-5.6 Luna (Low)OpenAI$0.01 / task | 1.83% | Not reported | Unknown |
| 114 | Gemma 4 31B (Max)Google$0.09 / task · dedicated deployment; not comparable to API token costs | 1.70% | Not reported | Unknown |
| 115 | GPT-5.4 (Low)OpenAI$0.13 / task | 1.52% | Not reported | Unknown |
| 116 | GPT 6 Luna (Low)OpenAI$0.01 / task | 1.22% | Not reported | Unknown |
| 117 | Gemini 3.5 Flash (Minimal)Google$0.18 / task | 1.22% | Not reported | Unknown |
| 118 | GPT-5.5OpenAI$0.20 / task | 1.07% | Not reported | Unknown |
| 119 | GPT-5.6 TerraOpenAI$0.12 / task | 0.76% | Not reported | Unknown |
| 120 | Claude Haiku 4.5Anthropic$0.07 / task | 0.46% | Not reported | Unknown |
| 121 | Minimax M2.7 (High)MiniMax$0.10 / task | 0.46% | Not reported | Unknown |
| 122 | GPT 6 Luna (None)OpenAI$0.01 / task | 0.30% | Not reported | Unknown |
| 123 | GPT-OSS 120B (High)OpenAI$0.01 / task | 0.15% | Not reported | Unknown |
| 124 | GPT-5.6 LunaOpenAI$0.02 / task | 0.15% | Not reported | Unknown |
| 125 | GPT-5.4OpenAI$0.07 / task | 0.15% | Not reported | Unknown |
| 126 | Gemini 3.5 Flash Lite (Low)Google$0.06 / task | 0.00% | Not reported | Unknown |
How to read the Zapier workflow results
The current capture contains 126 configurations from Zapier's private AutomationBench 1.0.6 leaderboard. A task passes only when every final-state assertion passes. The partial-credit reward is a separate diagnostic, and no language model judges the headline score.
Haiku 5.5 rows marked with a section sign use its initial launch version. Zapier says it will update those results after evaluating an updated release.
The leaderboard uses API tools across 47 simulated applications and six business domains. Its held-out tasks differ from the public 600-task set and Artificial Analysis AutomationBench-AA. We keep those results in separate tables. The capture date does not establish when each configuration was evaluated.
Default-fallback configurations rerun refused tasks through the provider's own fallback routing. The Fable 5.1 plus Opus 5 configuration uses Opus for refused steps on about 40% of tasks, and its $2.45 cost covers Fable only. That combined score is not a result from Fable alone.
Row costs are USD per evaluation task, not token tariffs. Starred Gemini costs use standard list prices: promotional task costs are $0.85 for Argon High, $0.77 for Argon Medium, $0.27 for Flash 3.8 Medium, and $0.31 for Flash 3.8 High. Flash 3.7 costs $0.30 per task under a promotion through December 31, 2026. DeepSeek's $0.04 is the cached Fireworks rate; its uncached rate is $0.14. Gemma's cost comes from a dedicated deployment.
We preserve the published configuration names and ordinal ranks, including equal displayed scores. The table is display only and does not enter overall or category rankings. The existing Sonnet 5.5 system-card value remains 44.7%; this source table publishes 44.75% for its max-effort default-fallback configuration.
Snapshot
The published AutomationBench (Zapier 1.0.6) snapshot places Gemini 4 Argon (High) first at 51.29%. The third row is 6.54 points behind. The broader top-10 range is 17.20 points, so the table still separates the published systems.
126 configurations are shown for AutomationBench (Zapier 1.0.6). The benchmark falls in the Agentic category. AutomationBench (Zapier 1.0.6) is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.
About AutomationBench (Zapier 1.0.6)
Year
2026
Tasks
600+ held-out workflows across 47 simulated applications and six business domains
Format
Task pass rate
Difficulty
Long-horizon automation
The official Zapier table reports private held-out release 1.0.6 results by model and effort configuration. API default fallbacks and the Fable-plus-Opus setup retain their source labels. Task completion requires every final-state assertion to pass. This table stays separate from the 600-task public subset and Artificial Analysis AutomationBench-AA; the stored Sonnet 5.5 system-card row remains unchanged.
Freshness and provenance
Version
Zapier private AutomationBench 1.0.6
Refresh cadence
Manual snapshot
Staleness state
Dated source capture
Question availability
Official held-out tasks private; separate public set available upstream
BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.
Questions
What does AutomationBench (Zapier 1.0.6) measure?
An agent benchmark for completing business workflows across simulated applications and API endpoints.
Which model leads the published AutomationBench (Zapier 1.0.6) snapshot?
Gemini 4 Argon (High) currently leads the published AutomationBench (Zapier 1.0.6) snapshot with 51.29% task pass rate. BenchLM shows this benchmark for display only and does not use it in overall rankings.
How many models are evaluated on AutomationBench (Zapier 1.0.6)?
The October 14, 2026 capture snapshot contains 126 model and effort configurations.
Know when it’s worth switching models
The model to choose, the cheaper alternative, and the release we would wait on.
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