Model comparison
Composer 2 vs MAI-Thinking-1
Head-to-head evidence from 2 shared benchmark results across 2 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Evidence parity. Composer 2 and MAI-Thinking-1 share 2 comparable benchmark results. 2 of 8 categories are comparable. 3 results are unique to Composer 2; 11 to MAI-Thinking-1.
Updated July 23, 2026- Shared results
- 2
- Composer 2 only
- 3
- MAI-Thinking-1 only
- 11
- Comparable categories
- 2 / 8
Treat this as a split decision. Composer 2 makes more sense if agentic is the priority; MAI-Thinking-1 is the better fit if coding is the priority or you need the larger 256K context window.
Confidence note. This is a partial-evidence comparison with 2 shared benchmark results across 2 evidence categories; 2 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
Composer 2 and MAI-Thinking-1 finish on the same BenchAlign overall score, so this is less about a single winner and more about where the edge shows up. The BenchAlign headline says tie; the benchmark table is where the real choice happens.
MAI-Thinking-1 gives you the larger context window at 256K, compared with 200K for Composer 2.
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 | Composer 2 | Δ | MAI-Thinking-1 |
|---|---|---|---|
| Agentic | Composer 261.7 | Margin← 15.7 | MAI-Thinking-146.0 |
| Coding | Composer 258.0 | Margin→ 7.5 | MAI-Thinking-165.5 |
| Knowledge | Composer 2Not measured | MarginNo overlap | MAI-Thinking-172.5 |
| Math | Composer 2Not measured | MarginNo overlap | MAI-Thinking-189.7 |
| Inst. Following | Composer 2Not measured | MarginNo overlap | MAI-Thinking-185.0 |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
Terminal-Bench 2.0
AgenticA 61.7%B 46%Winner: Composer 2Δ 15.7Terminal-Bench 2.0: Composer 2 scored 61.7%; MAI-Thinking-1 scored 46%. Composer 2 wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Composer 2 | MAI-Thinking-1 | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Composer 2$0.5 input / $2.5 output | MAI-Thinking-1Not available | A complete price comparison is not available. |
| Generation speedtokens per second | Composer 2Not available | MAI-Thinking-1Not available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Composer 2Not available | MAI-Thinking-1Not available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Composer 2200K | MAI-Thinking-1256K | MAI-Thinking-1 lists the larger context window. |
Benchmark Deep Dive
AgenticComposer 2 wins1 benchmarks
| Benchmark | Composer 2 | MAI-Thinking-1 | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 61.7% | 46% | Composer 2 leads |
CodingMAI-Thinking-1 wins6 benchmarks
Reasoning1 benchmarks
| Benchmark | Composer 2 | MAI-Thinking-1 | Result |
|---|---|---|---|
| Graphwalks BFS 128KSource | — | 90% | Not comparable |
Knowledge4 benchmarks
Math3 benchmarks
Inst. Following1 benchmarks
| Benchmark | Composer 2 | MAI-Thinking-1 | Result |
|---|---|---|---|
| IFBenchSource | — | 85% | Not comparable |
Frequently Asked Questions (3)
Which is better, Composer 2 or MAI-Thinking-1?
Composer 2 and MAI-Thinking-1 are tied on the BenchAlign overall score, so the right pick depends on which category matters most for your use case.
Which is better for coding, Composer 2 or MAI-Thinking-1?
MAI-Thinking-1 has the edge for coding in this comparison, averaging 65.5 versus 58. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
Which is better for agentic tasks, Composer 2 or MAI-Thinking-1?
Composer 2 has the edge for agentic tasks in this comparison, averaging 61.7 versus 46. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
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