# Claude Opus 4.7 (Adaptive) vs MAI-Thinking-1

> Side-by-side benchmark comparison for Claude Opus 4.7 (Adaptive) and MAI-Thinking-1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/claude-opus-4-7-adaptive-vs-mai-thinking-1
- Last updated: September 29, 2026

- Shared sourced benchmarks: 6
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Pick Claude Opus 4.7 (Adaptive) if you want the stronger benchmark profile. MAI-Thinking-1 only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Claude Opus 4.7 (Adaptive) leads overall 68.46 to 51.
- The biggest single benchmark swing is Terminal-Bench 2.0 in Agentic, with scores of 69.4% and 46%.
- Claude Opus 4.7 (Adaptive) also has the larger context window at 1M.

## Model Snapshot

| Property | Claude Opus 4.7 (Adaptive) | MAI-Thinking-1 |
|----------|----------|----------|
| Creator | Anthropic | Microsoft |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 256K |
| Overall Score | 68.46 | null |
| Benchmarks Covered | 21 | 14 |
| Pricing (input/output) | $5.00 / $25.00 | N/A |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Claude Opus 4.7 (Adaptive) public-lane score: 59.1 (Supported · #22/117)
- MAI-Thinking-1 public-lane score: Coming soon

| Benchmark | Claude Opus 4.7 (Adaptive) | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 69.4% | 46% | Claude Opus 4.7 (Adaptive) |
| BrowseComp | 79.3% | Coming soon | Coming soon |
| MCP Atlas | 77.3% | Coming soon | Coming soon |
| OSWorld-Verified | 78% | Coming soon | Coming soon |
| CyberGym | 73.1% | Coming soon | Coming soon |
| OSWorld 2.0 | 18.2% | Coming soon | Coming soon |
| JobBench | 45.9% | Coming soon | Coming soon |

### Coding

- Winner: Not comparable
- Claude Opus 4.7 (Adaptive) public-lane score: 57.9 (Estimated · #24/143)
- MAI-Thinking-1 public-lane score: Coming soon

| Benchmark | Claude Opus 4.7 (Adaptive) | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 87.6% | 73.5% | Claude Opus 4.7 (Adaptive) |
| SWE-bench Pro | 64.3% | 52.8% | Claude Opus 4.7 (Adaptive) |
| Terminal-Bench 2.0 | 69.4% | 46.0% | Claude Opus 4.7 (Adaptive) |
| LiveCodeBench v6 | Coming soon | 87.7% | Coming soon |

### Reasoning

- Winner: Not comparable
- Claude Opus 4.7 (Adaptive) public-lane score: 53.6 (Unranked · 3 rankable rows)
- MAI-Thinking-1 public-lane score: Coming soon

| Benchmark | Claude Opus 4.7 (Adaptive) | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| MRCR v2 128K-256K | 59.2% | Coming soon | Coming soon |
| ARC-AGI-2 | 75.8% | Coming soon | Coming soon |
| ARC-AGI-3 | 0.2% | Coming soon | Coming soon |
| Graphwalks BFS 128K | Coming soon | 90% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- Claude Opus 4.7 (Adaptive) public-lane score: 50.1 (#39/50)
- MAI-Thinking-1 public-lane score: Coming soon

| Benchmark | Claude Opus 4.7 (Adaptive) | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| OfficeQA Pro | 43.6% | Coming soon | Coming soon |
| CharXiv | 91% | Coming soon | Coming soon |
| CharXiv w/o tools | 82.1% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- Claude Opus 4.7 (Adaptive) public-lane score: 63.9 (Estimated · #29/169)
- MAI-Thinking-1 public-lane score: Coming soon

| Benchmark | Claude Opus 4.7 (Adaptive) | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 94.2% | 84.2% | Claude Opus 4.7 (Adaptive) |
| GPQA-D | 94.2% | 84.2% | Claude Opus 4.7 (Adaptive) |
| HLE | 54.7% | Coming soon | Coming soon |
| HLE w/o tools | 46.9% | Coming soon | Coming soon |
| MMLU-Pro | Coming soon | 85% | Coming soon |
| SimpleQA | Coming soon | 31% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Claude Opus 4.7 (Adaptive) public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 95.4 (#1/124)

| Benchmark | Claude Opus 4.7 (Adaptive) | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 85% | Coming soon |

### Mathematics

- Winner: Not comparable
- Claude Opus 4.7 (Adaptive) public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 72.8 (Unranked · 3 rankable rows)

| Benchmark | Claude Opus 4.7 (Adaptive) | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath (legacy) | 43.8% | Coming soon | Coming soon |
| AIME 2025 | Coming soon | 97% | Coming soon |
| AIME26 | Coming soon | 94.5% | Coming soon |
| HMMT Feb 2026 | Coming soon | 84.9% | Coming soon |

## FAQ

### Which is better overall, Claude Opus 4.7 (Adaptive) or MAI-Thinking-1?

Claude Opus 4.7 (Adaptive) is ahead overall on BenchLM right now.

### How many benchmarks does Claude Opus 4.7 (Adaptive) cover on BenchLM?

Claude Opus 4.7 (Adaptive) currently has 21 sourced benchmark scores on BenchLM.

### How many benchmarks does MAI-Thinking-1 cover on BenchLM?

MAI-Thinking-1 currently has 14 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Claude Opus 4.7 (Adaptive) vs Claude Opus 4.7](/compare/claude-opus-4-7-vs-claude-opus-4-7-adaptive)
- [MAI-Thinking-1 vs Claude Opus 4.7](/compare/claude-opus-4-7-vs-mai-thinking-1)
- [Claude Opus 4.7 (Adaptive) vs GPT-6 Astra](/compare/claude-opus-4-7-adaptive-vs-gpt-6-astra)
- [MAI-Thinking-1 vs GPT-6 Astra](/compare/gpt-6-astra-vs-mai-thinking-1)

## Explore More

- [Claude Opus 4.7 (Adaptive) profile](/models/claude-opus-4-7-adaptive)
- [MAI-Thinking-1 profile](/models/mai-thinking-1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)