Agents-A1 vs Gemini 3.1 Pro
Head-to-head comparison across 1benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Verdict
Gemini 3.1 Pro leads for most workloads.
Based on BenchLM composite scores, July 2026.
Agents-A1
63
Gemini 3.1 Pro
89
Pick Gemini 3.1 Pro if you want the stronger benchmark profile. Agents-A1 only becomes the better choice if you want the stronger reasoning-first profile.
Category Radar
Head-to-Head by Category
Category Breakdown
| Benchmark | Agents-A1 | Δ | Gemini 3.1 Pro |
|---|---|---|---|
| Reasoning | 60.2 | → 16.9 | 77.1 |
| Agentic | 75.5 | — | — |
| Knowledge | 47.6 | — | — |
| Multimodal | — | — | 82.6 |
| Inst. Following | 94.8 | — | — |
Operational Comparison
Agents-A1
Gemini 3.1 Pro
N/A
$2 / $12
N/A
109 t/s
N/A
29.71s
262K
1M
Quick Verdict
Pick Gemini 3.1 Pro if you want the stronger benchmark profile. Agents-A1 only becomes the better choice if you want the stronger reasoning-first profile.
Gemini 3.1 Pro is clearly ahead on the provisional aggregate, 89 to 63. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Gemini 3.1 Pro's sharpest advantage is in reasoning, where it averages 77.1 against 60.2.
Agents-A1 is the reasoning model in the pair, while Gemini 3.1 Pro is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Gemini 3.1 Pro gives you the larger context window at 1M, compared with 262K for Agents-A1.
Benchmark Deep Dive
Frequently Asked Questions (2)
Which is better, Agents-A1 or Gemini 3.1 Pro?
Gemini 3.1 Pro is ahead on BenchLM's provisional leaderboard, 89 to 63.
Which is better for reasoning, Agents-A1 or Gemini 3.1 Pro?
Gemini 3.1 Pro has the edge for reasoning in this comparison, averaging 77.1 versus 60.2. Agents-A1 stays close enough that the answer can still flip depending on your workload.
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