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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.

126 configurationsAgenticDated source captureDisplay onlyUpdated October 14, 2026 capture

Task pass rate table (126 configurations)

Task pass rate results for AutomationBench (Zapier 1.0.6)
RankModel / configurationScoreParameters (B)Open / closed
1Gemini 4 Argon (High)Google$1.70 / task · standard list pricing; promotion available
51.29%
Not reportedUnknown
2Gemini 4 Argon (Medium)Google$1.54 / task · standard list pricing; promotion available
50.08%
Not reportedUnknown
3Claude Sonnet 5.5 (default fallbacks, Max)Anthropic$1.14 / task
44.75%
Not reportedUnknown
4Claude Opus 5.5 (default fallbacks, Max)Anthropic$1.44 / task
42.47%
Not reportedUnknown
5GPT 6 Astra (Max)OpenAI$1.73 / task
41.40%
Not reportedUnknown
6GPT 6 Astra (XHigh)OpenAI$1.50 / task
38.96%
Not reportedUnknown
7GPT 6 Astra (High)OpenAI$1.44 / task
37.14%
Not reportedUnknown
8Claude Sonnet 5.5 (default fallbacks, XHigh)Anthropic$0.48 / task
36.83%
Not reportedUnknown
9Claude Opus 5.5 (default fallbacks, XHigh)Anthropic$0.89 / task
35.77%
Not reportedUnknown
10GPT 6 Astra (Medium)OpenAI$1.27 / task
34.09%
Not reportedUnknown
11GPT 6 Sol (XHigh)OpenAI$0.27 / task
33.20%
Not reportedUnknown
12Claude Opus 5.5 (default fallbacks, High)Anthropic$0.71 / task
33.03%
Not reportedUnknown
13GPT 6 Sol (Max)OpenAI$0.34 / task
32.00%
Not reportedUnknown
14Claude Fable 5.1 (with Opus 5 Fallback)Anthropic$2.45 / task · Fable 5.1 cost only; combined cost is higher
31.40%
Not reportedUnknown
15GPT 6 Sol (High)OpenAI$0.24 / task
31.20%
Not reportedUnknown
16Gemini 3.7 Flash (High)Google$0.61 / task · standard list pricing; promotion available
30.44%
Not reportedUnknown
17GPT 6 Astra (Low)OpenAI$1.08 / task
30.29%
Not reportedUnknown
18Gemini 3.8 Flash (Medium)Google$0.55 / task · standard list pricing; promotion available
29.68%
Not reportedUnknown
19Gemini 3.8 Flash (High)Google$0.62 / task · standard list pricing; promotion available
29.68%
Not reportedUnknown
20Claude Opus 5.5 (default fallbacks, Medium)Anthropic$0.65 / task
29.53%
Not reportedUnknown
21Claude Sonnet 5.5 (default fallbacks, High)Anthropic$0.36 / task
29.38%
Not reportedUnknown
22GPT-5.6 Sol (Max)OpenAI$0.67 / task
28.77%
Not reportedUnknown
23Claude Opus 5 (Max)Anthropic$3.05 / task
26.94%
Not reportedUnknown
24GPT 6 Sol (Medium)OpenAI$0.21 / task
26.90%
Not reportedUnknown
25GPT-5.6 Sol (XHigh)OpenAI$0.74 / task
26.33%
Not reportedUnknown
26Claude Opus 5 (XHigh)Anthropic$1.15 / task
25.27%
Not reportedUnknown
27GPT 6 Astra (None)OpenAI$1.28 / task
25.27%
Not reportedUnknown
28GPT-5.6 Sol (High)OpenAI$0.64 / task
24.81%
Not reportedUnknown
29Claude Opus 5.5 (default fallbacks, Low)Anthropic$0.51 / task
24.20%
Not reportedUnknown
30Claude Opus 5 (Medium)Anthropic$0.89 / task
23.90%
Not reportedUnknown
31GPT-5.6 Terra (Max)OpenAI$0.51 / task
23.59%
Not reportedUnknown
32Claude Sonnet 5.5 (default fallbacks, Medium)Anthropic$0.31 / task
23.29%
Not reportedUnknown
33Kimi K3Moonshot AI$0.43 / task
22.68%
Not reportedUnknown
34Claude Fable 5.1 (Max)Anthropic$2.45 / task
22.37%
Not reportedUnknown
35Claude Fable 5.1 (XHigh)Anthropic$2.14 / task
21.31%
Not reportedUnknown
36GPT 6 Sol (Low)OpenAI$0.19 / task
21.20%
Not reportedUnknown
37GPT 6 Luna (Max)OpenAI$0.04 / task
20.70%
Not reportedUnknown
38Muse Spark 1.3 (Max)Meta$1.39 / task
20.70%
Not reportedUnknown
39Claude Opus 5 (High)Anthropic$1.03 / task
20.55%
Not reportedUnknown
40Claude Opus 5 (Low)Anthropic$0.75 / task
20.40%
Not reportedUnknown
41GPT-5.6 Sol (Medium)OpenAI$0.57 / task
19.63%
Not reportedUnknown
42Claude Sonnet 5.5 (default fallbacks, Between tools)Anthropic$0.30 / task
18.57%
Not reportedUnknown
43Claude Sonnet 5.5 (default fallbacks, Low)Anthropic$0.28 / task
18.26%
Not reportedUnknown
44DeepSeek V4 Flash (Max)DeepSeek$0.04 / task · cached Fireworks rate; $0.14 / task uncached
18.11%
Not reportedUnknown
45GPT-5.6 Luna (Max)OpenAI$0.07 / task
17.05%
Not reportedUnknown
46Gemini 3.6 Flash (High)Google$0.58 / task
17.05%
Not reportedUnknown
47Claude Fable 5.0 (Max)Anthropic$2.03 / task
17.05%
Not reportedUnknown
48Claude Opus 4.8 (XHigh)Anthropic$1.91 / task
16.89%
Not reportedUnknown
49GPT-5.5 (XHigh)OpenAI$1.72 / task
16.59%
Not reportedUnknown
50Gemini 3.6 Flash (Medium)Google$0.55 / task
16.44%
Not reportedUnknown
51Claude Opus 4.8 (Max)Anthropic$2.36 / task
16.44%
Not reportedUnknown
52Claude Opus 4.8 (High)Anthropic$1.48 / task
16.13%
Not reportedUnknown
53Claude Fable 5.0 (High)Anthropic$1.65 / task
16.13%
Not reportedUnknown
54Gemini 3.6 Flash (Low)Google$0.48 / task
15.68%
Not reportedUnknown
55Claude Fable 5.0 (XHigh)Anthropic$1.80 / task
15.22%
Not reportedUnknown
56GPT-5.6 Terra (XHigh)OpenAI$0.37 / task
14.76%
Not reportedUnknown
57GPT 6 Luna (High)OpenAI$0.02 / task
14.46%
Not reportedUnknown
58Claude Opus 4.8 (Medium)Anthropic$1.44 / task
14.00%
Not reportedUnknown
59Claude Fable 5.0 (Medium)Anthropic$1.52 / task
13.70%
Not reportedUnknown
60Claude Opus 4.8 (Low)Anthropic$1.20 / task
13.55%
Not reportedUnknown
61Gemini 3.5 Flash (High)Google$0.42 / task
13.39%
Not reportedUnknown
62Claude Opus 4.7 (Max)Anthropic$1.52 / task
13.39%
Not reportedUnknown
63GPT-5.6 Luna (XHigh)OpenAI$0.06 / task
12.94%
Not reportedUnknown
64GPT-5.5 (High)OpenAI$0.94 / task
12.79%
Not reportedUnknown
65GPT 6 Luna (XHigh)OpenAI$0.02 / task
12.63%
Not reportedUnknown
66Claude Fable 5.0 (Low)Anthropic$1.41 / task
12.48%
Not reportedUnknown
67Claude Haiku 5.5 (default fallbacks, Max)§Anthropic$0.10 / task · Initial Haiku 5.5 launch version; publisher plans reevaluation
12.02%
Not reportedUnknown
68GPT-5.6 Terra (High)OpenAI$0.29 / task
11.72%
Not reportedUnknown
69GPT-5.6 Sol (Low)OpenAI$0.42 / task
11.72%
Not reportedUnknown
70GPT-5.4 (XHigh)OpenAI$1.15 / task
11.57%
Not reportedUnknown
71Gemini 3.5 Flash (Medium)Google$0.38 / task
11.42%
Not reportedUnknown
72Claude Sonnet 5 (Max)Anthropic$0.88 / task
10.65%
Not reportedUnknown
73Claude Haiku 5.5 (default fallbacks, High)§Anthropic$0.03 / task · Initial Haiku 5.5 launch version; publisher plans reevaluation
10.50%
Not reportedUnknown
74GPT-5.4 (High)OpenAI$0.62 / task
10.05%
Not reportedUnknown
75Claude Haiku 5.5 (default fallbacks, XHigh)§Anthropic$0.04 / task · Initial Haiku 5.5 launch version; publisher plans reevaluation
9.89%
Not reportedUnknown
76Claude Sonnet 5 (High)Anthropic$0.56 / task
9.89%
Not reportedUnknown
77Claude Opus 4.7 (XHigh)Anthropic$1.26 / task
9.74%
Not reportedUnknown
78GPT 6 Luna (Medium)OpenAI$0.02 / task
9.44%
Not reportedUnknown
79GPT-5.6 Luna (High)OpenAI$0.05 / task
9.13%
Not reportedUnknown
80Claude Opus 4.7 (High)Anthropic$1.08 / task
9.13%
Not reportedUnknown
81GPT 6 Sol (None)OpenAI$0.25 / task
9.10%
Not reportedUnknown
82Gemini 3.5 Flash (Low)Google$0.30 / task
8.98%
Not reportedUnknown
83GPT-5.5 (Medium)OpenAI$0.75 / task
8.98%
Not reportedUnknown
84Gemini 3.1 Pro (preview) (High)Google$0.30 / task
8.68%
Not reportedUnknown
85Claude Haiku 5.5 (default fallbacks, Medium)§Anthropic$0.02 / task · Initial Haiku 5.5 launch version; publisher plans reevaluation
8.52%
Not reportedUnknown
86GPT-5.6 Terra (Medium)OpenAI$0.22 / task
8.07%
Not reportedUnknown
87GLM 5.2 (Max)Z.ai$0.22 / task
7.76%
Not reportedUnknown
88Claude Sonnet 5 (XHigh)Anthropic$0.67 / task
7.61%
Not reportedUnknown
89GPT-5.6 Terra (Low)OpenAI$0.19 / task
7.46%
Not reportedUnknown
90Gemini 3.1 Pro (preview) (Medium)Google$0.25 / task
7.00%
Not reportedUnknown
91Claude Opus 4.7 (Medium)Anthropic$0.92 / task
6.85%
Not reportedUnknown
92GLM 5.1 (Max)Z.ai$0.23 / task
6.20%
Not reportedUnknown
93Claude Haiku 5.5 (default fallbacks, Low)§Anthropic$0.02 / task · Initial Haiku 5.5 launch version; publisher plans reevaluation
6.09%
Not reportedUnknown
94Claude Sonnet 5 (Medium)Anthropic$0.41 / task
5.78%
Not reportedUnknown
95Claude Opus 4.7 (Low)Anthropic$0.78 / task
5.48%
Not reportedUnknown
96GPT-5.4 (Medium)OpenAI$0.36 / task
5.33%
Not reportedUnknown
97Claude Sonnet 4.6 (Max)Anthropic$0.90 / task
5.33%
Not reportedUnknown
98Claude Sonnet 4.6 (High)Anthropic$0.84 / task
5.02%
Not reportedUnknown
99Minimax M3 (Max)MiniMax$0.07 / task
4.87%
Not reportedUnknown
100Gemini 3.1 Pro (preview) (Low)Google$0.28 / task
4.57%
Not reportedUnknown
101Qwen 3.6+ (High)Alibaba$0.08 / task
4.30%
Not reportedUnknown
102GPT-5.6 Luna (Medium)OpenAI$0.02 / task
4.26%
Not reportedUnknown
103Gemini 3.5 Flash Lite (Medium)Google$0.12 / task
3.96%
Not reportedUnknown
104GPT-5.6 SolOpenAI$0.41 / task
3.81%
Not reportedUnknown
105Qwen 3.7+Alibaba$0.05 / task
3.70%
Not reportedUnknown
106Claude Sonnet 5 (Low)Anthropic$0.26 / task
3.65%
Not reportedUnknown
107Claude Sonnet 4.6 (Medium)Anthropic$0.77 / task
3.65%
Not reportedUnknown
108Gemini 3.5 Flash Lite (High)Google$0.13 / task
3.35%
Not reportedUnknown
109Kimi K2.7 CodeMoonshot AI$0.24 / task
3.20%
Not reportedUnknown
110Claude Sonnet 4.6 (Low)Anthropic$0.61 / task
2.89%
Not reportedUnknown
111Kimi K2.6Moonshot AI$0.28 / task
2.59%
Not reportedUnknown
112GPT-5.5 (Low)OpenAI$0.36 / task
2.59%
Not reportedUnknown
113GPT-5.6 Luna (Low)OpenAI$0.01 / task
1.83%
Not reportedUnknown
114Gemma 4 31B (Max)Google$0.09 / task · dedicated deployment; not comparable to API token costs
1.70%
Not reportedUnknown
115GPT-5.4 (Low)OpenAI$0.13 / task
1.52%
Not reportedUnknown
116GPT 6 Luna (Low)OpenAI$0.01 / task
1.22%
Not reportedUnknown
117Gemini 3.5 Flash (Minimal)Google$0.18 / task
1.22%
Not reportedUnknown
118GPT-5.5OpenAI$0.20 / task
1.07%
Not reportedUnknown
119GPT-5.6 TerraOpenAI$0.12 / task
0.76%
Not reportedUnknown
120Claude Haiku 4.5Anthropic$0.07 / task
0.46%
Not reportedUnknown
121Minimax M2.7 (High)MiniMax$0.10 / task
0.46%
Not reportedUnknown
122GPT 6 Luna (None)OpenAI$0.01 / task
0.30%
Not reportedUnknown
123GPT-OSS 120B (High)OpenAI$0.01 / task
0.15%
Not reportedUnknown
124GPT-5.6 LunaOpenAI$0.02 / task
0.15%
Not reportedUnknown
125GPT-5.4OpenAI$0.07 / task
0.15%
Not reportedUnknown
126Gemini 3.5 Flash Lite (Low)Google$0.06 / task
0.00%
Not reportedUnknown

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.

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

Dated source captureDisplay only

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.

Last updated: October 14, 2026 capture · mirrored from the public benchmark leaderboard

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