Model comparison
MAI-Thinking-1 vs Soofi S 30B-A3B
Head-to-head evidence from 3 shared benchmark results across 1 category. Overall scores shown here use BenchLM's provisional ranking lane.
Verified leaderboard positions: MAI-Thinking-1 #27; Soofi S 30B-A3B unranked
Evidence parity. MAI-Thinking-1 and Soofi S 30B-A3B share 3 comparable benchmark results. 1 of 8 categories are comparable. 11 results are unique to MAI-Thinking-1; 5 to Soofi S 30B-A3B.
Updated July 15, 2026- Shared results
- 3
- MAI-Thinking-1 only
- 11
- Soofi S 30B-A3B only
- 5
- Comparable categories
- 1 / 8
Pick MAI-Thinking-1 if you want the stronger benchmark profile. Soofi S 30B-A3B only becomes the better choice if you need the larger 1M context window or you would rather avoid the extra latency and token burn of a reasoning model.
Confidence note. This is a partial-evidence comparison with 3 shared benchmark results across 1 evidence category; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
MAI-Thinking-1 is clearly ahead on the provisional aggregate, 58 to 45. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
MAI-Thinking-1's sharpest advantage is in knowledge, where it averages 72.5 against 49.9. The single biggest benchmark swing on the page is GPQA, 84.2% to 43.4%.
MAI-Thinking-1 is the reasoning model in the pair, while Soofi S 30B-A3B 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. Soofi S 30B-A3B gives you the larger context window at 1M, compared with 256K for MAI-Thinking-1.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | MAI-Thinking-1 | Δ | Soofi S 30B-A3B |
|---|---|---|---|
| Knowledge | MAI-Thinking-172.5 | Margin← 22.6 | Soofi S 30B-A3B49.9 |
| Agentic | MAI-Thinking-146.0 | MarginNo overlap | Soofi S 30B-A3BNot measured |
| Coding | MAI-Thinking-160.5 | MarginNo overlap | Soofi S 30B-A3BNot measured |
| Math | MAI-Thinking-189.7 | MarginNo overlap | Soofi S 30B-A3BNot measured |
| Inst. Following | MAI-Thinking-185.0 | MarginNo overlap | Soofi S 30B-A3BNot measured |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
GPQA
KnowledgeA 84.2%B 43.4%Winner: MAI-Thinking-1Δ 40.8GPQA: MAI-Thinking-1 scored 84.2%; Soofi S 30B-A3B scored 43.4%. MAI-Thinking-1 wins this benchmark. - Source ↗
MMLU-Pro
KnowledgeA 85%B 51.4%Winner: MAI-Thinking-1Δ 33.6MMLU-Pro: MAI-Thinking-1 scored 85%; Soofi S 30B-A3B scored 51.4%. MAI-Thinking-1 wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | MAI-Thinking-1 | Soofi S 30B-A3B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | MAI-Thinking-1Not available | Soofi S 30B-A3B$0 input / $0 output | A complete price comparison is not available. |
| Generation speedtokens per second | MAI-Thinking-1Not available | Soofi S 30B-A3BNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | MAI-Thinking-1Not available | Soofi S 30B-A3BNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | MAI-Thinking-1256K | Soofi S 30B-A3B1M | Soofi S 30B-A3B lists the larger context window. |
Benchmark Deep Dive
Agentic1 benchmarks
| Benchmark | MAI-Thinking-1 | Soofi S 30B-A3B | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 46% | — | Not comparable |
Coding5 benchmarks
Reasoning3 benchmarks
KnowledgeMAI-Thinking-1 wins5 benchmarks
Math4 benchmarks
Inst. Following1 benchmarks
| Benchmark | MAI-Thinking-1 | Soofi S 30B-A3B | Result |
|---|---|---|---|
| IFBenchSource | 85% | — | Not comparable |
Frequently Asked Questions (2)
Which is better, MAI-Thinking-1 or Soofi S 30B-A3B?
MAI-Thinking-1 is ahead on BenchLM's provisional leaderboard, 58 to 45. The biggest single separator in this matchup is GPQA, where the scores are 84.2% and 43.4%.
Which is better for knowledge tasks, MAI-Thinking-1 or Soofi S 30B-A3B?
MAI-Thinking-1 has the edge for knowledge tasks in this comparison, averaging 72.5 versus 49.9. Inside this category, GPQA is the benchmark that creates the most daylight between them.
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