MAI-Thinking-1 vs SWE-1.7
Head-to-head comparison across 1benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Verdict
SWE-1.7 leads for most workloads.
Based on BenchLM composite scores, July 2026.
MAI-Thinking-1
62
SWE-1.7
75
Verified leaderboard positions: MAI-Thinking-1 #27 · SWE-1.7 unranked
Pick SWE-1.7 if you want the stronger benchmark profile. MAI-Thinking-1 only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.
Category Radar
Head-to-Head by Category
Category Breakdown
| Benchmark | MAI-Thinking-1 | Δ | SWE-1.7 |
|---|---|---|---|
| Agentic | 46.0 | → 35.5 | 81.5 |
| Coding | 71.0 | — | — |
| Knowledge | 72.5 | — | — |
| Math | 89.7 | — | — |
| Inst. Following | 85.0 | — | — |
Operational Comparison
MAI-Thinking-1
SWE-1.7
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256K
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Quick Verdict
Pick SWE-1.7 if you want the stronger benchmark profile. MAI-Thinking-1 only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.
SWE-1.7 is clearly ahead on the provisional aggregate, 75 to 62. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
SWE-1.7's sharpest advantage is in agentic, where it averages 81.5 against 46. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 46% to 81.5%.
Benchmark Deep Dive
Frequently Asked Questions (2)
Which is better, MAI-Thinking-1 or SWE-1.7?
SWE-1.7 is ahead on BenchLM's provisional leaderboard, 75 to 62. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 46% and 81.5%.
Which is better for agentic tasks, MAI-Thinking-1 or SWE-1.7?
SWE-1.7 has the edge for agentic tasks in this comparison, averaging 81.5 versus 46. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
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