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reasoning benchmark

AutomationBench-AA Leaderboard

AutomationBench-AA is Artificial Analysis's independently run version of AutomationBench, covering 657 real-world SaaS workflow tasks across 40 simulated applications.

Updated Sep 5, 2026

Models1
Model coverage1
MetricScore
EvidenceB

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AutomationBench-AA Ranking

Higher score ranks better on this benchmark.

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Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelXAGrok 4.5xAIScore51.40%Percentile100.00%Participants1EvidenceBEvaluatedSep 8, 2026

AutomationBench-AA Highlights

The leading models and scores on this benchmark.

The Top AI Models for AutomationBench-AA

The first five results on this benchmark, with official price and output speed added where the model identity can be matched.

What is AutomationBench-AA?

What AutomationBench-AA measures and how its scores work.

AutomationBench-AA is a benchmark for evaluating agents on a private held-out set of SaaS workflow tasks, including tasks involving Gmail, Slack, Salesforce, and HubSpot.

It measures the share of objectives an agent completes without violating business guardrails, reported as a ratio under the metric Score.

Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.

Family
AutomationBench-AA
Modality
text
Primary category
reasoning
Score direction
higher
LLMBoard eligible
No
Evaluation key
overall

LLM Stats. Benchmark scores retain their original unit. Overall score eligibility is shown separately.

FAQ

Common questions about AutomationBench-AA.

Which model scores highest on AutomationBench-AA?

Grok 4.5 is currently ranked first with 51.40%.

What are the top three models on AutomationBench-AA?

The current leaders are Grok 4.5 (51.40%).

Which AutomationBench-AA model has the lowest official input price?

Grok 4.5 has the lowest matched official input price at $2.0 input / $6.0 output per 1M tokens.

Which models are fastest among AutomationBench-AA results?

The fastest matched records are Grok 4.5 (80.00 tok/s via xAI).

Does the highest score result prove overall model quality?

No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.

What does AutomationBench-AA measure?

It measures the share of objectives an agent completes without violating business guardrails, reported as a ratio under the metric Score.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

1 model results are currently shown.

Does this benchmark affect the overall score?

No. This benchmark is shown for reference but does not contribute to the overall score.

Rank #1Grok 4.551.40%

Ranking basisThis automationbench-aa AI model leaderboard uses descending score in the benchmark original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.

  1. 01
    XA
    Grok 4.5xAI
    Score
    51.40%
    Price
    $2.0 input / $6.0 output per 1M tokens
    Speed
    Up to 80.00 tok/s via xAI

    Strengths

    • Ranks #1 of 1 compared models
    • 100th percentile on this benchmark
    • B evidence result

    Considerations

    • This result measures AutomationBench-AA, not total model capability

Selection summary

Best AI Models for AutomationBench-AA

Grok 4.5 currently leads AutomationBench-AA with 51.40%. It is the top model on this specific benchmark, while the best LLM for the broader task should also be checked against other benchmarks, price, and runtime.

Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.

Benchmark rank #1Grok 4.551.40% · $2.0 input / $6.0 output per 1M tokens