Compare / head-to-head
Gemini 3 Flash PreviewvsMAI-Thinking-1
Gemini 3 Flash Preview leads 4 of 5 shared benchmarks. Gemini 3 Flash Preview has the larger context window (1.0M tokens).
Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.
Shared benchmarks
4 – 1
Gemini 3 Flash Preview leads
Cheaper per token
—
list price, input + output
Larger context
Gemini 3 Flash Preview
1.0M tokens
Provider uptime (30d)
100% · —
Google · Microsoft
Gemini 3 Flash Preview
Google · released 2025-12-17
textvisionaudio
- Context
- 1.0M
- Max out
- 66K
- Input /1M
- —
- Output /1M
- —
- Cached /1M
- —
- Scores
- 13 · 9 core
MAI-Thinking-1
Microsoft · released 2026-08-12
text
- Context
- 256K
- Max out
- 64K
- Input /1M
- —
- Output /1M
- —
- Cached /1M
- —
- Scores
- 15 · 7 core
Quality
Benchmark matrix
5 shared · 6 only Gemini 3 Flash Preview · 10 only MAI-Thinking-1| Benchmark | Gemini 3 Flash Preview | MAI-Thinking-1 | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 5 | ||||
| SWE-bench Verified | 78% ↗ | 73.5% ↗ | +4.5 pt | Gemini 3 Flash Preview |
| GPQA Diamond | 90.4% ↗ | 84.2% ↗ | +6.2 pt | Gemini 3 Flash Preview |
| AIME 2025 | 95.2% ↗ | 97% ↗ | -1.8 pt | MAI-Thinking-1 |
| SimpleQA Verified | 68.7% ↗ | 31% ↗ | +37.7 pt | Gemini 3 Flash Preview |
| Terminal-Bench 2.0 | 47.6% ↗ | 46% ↗ | +1.6 pt | Gemini 3 Flash Preview |
| Only Gemini 3 Flash Preview reports · 6 | ||||
| Humanity's Last Exam (no tools) | 33.7% ↗ | not reported | — | — |
| FrontierMath Tier 4 v2 (Epoch AI run) | 17.1% ↗epoch | not reported | — | — |
| FrontierMath Tiers 1-3 v2 (Epoch AI run) | 51.2% ↗epoch | not reported | — | — |
| MMMU-Pro | 81.2% ↗ | not reported | — | — |
| OTIS Mock AIME 2024-2025 (Epoch AI run) | 95.6% ↗epoch | not reported | — | — |
| SWE-bench Verified (Epoch AI run) | 75.4% ↗epoch | not reported | — | — |
| Only MAI-Thinking-1 reports · 10 | ||||
| MMLU-Pro | not reported | 85% ↗ | — | — |
| AIME 2026 | not reported | 94.5% ↗ | — | — |
| AdvancedIF | not reported | 85% ↗ | — | — |
| BFCL v3 | not reported | 72% ↗ | — | — |
| GraphWalks (<=128K) | not reported | 90% ↗ | — | — |
| HMMT February 2026 | not reported | 84.9% ↗ | — | — |
| IFBench | not reported | 69% ↗ | — | — |
| LiveCodeBench v6 | not reported | 87.7% ↗ | — | — |
| MultiChallenge | not reported | 53% ↗ | — | — |
| SWE-bench Pro | not reported | 52.8% ↗ | — | — |
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is Gemini 3 Flash Preview minus MAI-Thinking-1 in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing
Side by side
Official pricing pages and model cards| Spec | Gemini 3 Flash Preview | MAI-Thinking-1 | Edge |
|---|---|---|---|
| Context window | 1.0M tokens | 256K tokens | Gemini 3 Flash Preview |
| Max output | 66K tokens | 64K tokens | Gemini 3 Flash Preview |
| Input price / 1M | — | — | — |
| Output price / 1M | — | — | — |
| Cached input / 1M | — | — | — |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | — | — | — |
| Modalities | text · vision · audio | text | Gemini 3 Flash Preview |
| Released | 2025-12-17 | 2026-08-12 | — |
| Cited benchmark scores | 13 | 15 | — |
Reliability
Provider status
Last 60 days · refreshed daily on this page · live on /statusMore matchups
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MAI-Thinking-1 vs …
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