# Claude Opus 4.7 (Adaptive) vs Inkling 2 Small

> Side-by-side benchmark comparison for Claude Opus 4.7 (Adaptive) and Inkling 2 Small across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/claude-opus-4-7-adaptive-vs-inkling-2-small
- Last updated: November 7, 2026

- Shared sourced benchmarks: 8
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Claude Opus 4.7 (Adaptive) leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Claude Opus 4.7 (Adaptive) has the higher overall point estimate 68.2 to 59.06. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in multimodal & grounded, where the averages are 51 for Claude Opus 4.7 (Adaptive) and 86.6 for Inkling 2 Small.
- The biggest single benchmark swing is JobBench in Agentic, with scores of 45.9% and 70.5%.
- Inkling 2 Small is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.

## Model Snapshot

| Property | Claude Opus 4.7 (Adaptive) | Inkling 2 Small |
|----------|----------|----------|
| Creator | Anthropic | Thinking Machines Lab |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Hybrid |
| Context | 1M | 1M |
| Overall Score | 68.2 | 59.06 |
| Benchmarks Covered | 21 | 25 |
| Pricing (input/output) | $5.00 / $25.00 | $0.30 / $1.00 |

## Category Breakdown

### Agentic

- Winner: Inkling 2 Small
- Claude Opus 4.7 (Adaptive) public-lane score: 56.4 (Supported · #38/131)
- Inkling 2 Small public-lane score: 59.9 (Supported · #26/131)

| Benchmark | Claude Opus 4.7 (Adaptive) | Inkling 2 Small | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 69.4% | Coming soon | Coming soon |
| BrowseComp | 79.3% | 90.2% | Inkling 2 Small |
| MCP Atlas | 77.3% | 85% | Inkling 2 Small |
| 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% | 70.5% | Inkling 2 Small |
| Terminal-Bench 2.1 | Coming soon | 85.1% | Coming soon |
| DeepSearchQA | Coming soon | 90.9% | Coming soon |

### Coding

- Winner: Directional only
- Claude Opus 4.7 (Adaptive) public-lane score: 55.6 (Estimated · #29/157)
- Inkling 2 Small public-lane score: 59.7 (Supported · #20/157)

| Benchmark | Claude Opus 4.7 (Adaptive) | Inkling 2 Small | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 87.6% | 82.2% | Claude Opus 4.7 (Adaptive) |
| SWE-bench Pro | 64.3% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 69.4% | Coming soon | Coming soon |
| SWE Multilingual | Coming soon | 81.2% | Coming soon |
| sweMarathon | Coming soon | 38.8% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 85.1% | Coming soon |
| DeepSWE | Coming soon | 72.1% | Coming soon |
| PostTrainBench v1.2 | Coming soon | 31.9% | Coming soon |

### Reasoning

- Winner: Not comparable
- Claude Opus 4.7 (Adaptive) public-lane score: 55.7 (Unranked · 3 rankable rows)
- Inkling 2 Small public-lane score: 86.1 (Unranked · 2 rankable rows)

| Benchmark | Claude Opus 4.7 (Adaptive) | Inkling 2 Small | 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 |
| LongBench v2 | Coming soon | 70.6% | Coming soon |

### Multimodal & Grounded

- Winner: Directional only
- Claude Opus 4.7 (Adaptive) public-lane score: 51 (#52/59)
- Inkling 2 Small public-lane score: 86.6 (#12/59)

| Benchmark | Claude Opus 4.7 (Adaptive) | Inkling 2 Small | Winner |
|-----------|-----------|-----------|--------|
| OfficeQA Pro | 43.6% | Coming soon | Coming soon |
| CharXiv | 91% | 87.7% | Claude Opus 4.7 (Adaptive) |
| CharXiv w/o tools | 82.1% | 85.6% | Inkling 2 Small |
| Chartography (no tools) | Coming soon | 36.7% | Coming soon |
| Chartography (tools) | Coming soon | 80.4% | Coming soon |
| BabyVision | Coming soon | 68.6% | Coming soon |
| BabyVision w/ Python | Coming soon | 93.7% | Coming soon |
| ScreenSpot Pro | Coming soon | 83.8% | Coming soon |
| PerceptionBench | Coming soon | 64.7% | Coming soon |
| MathVision | Coming soon | 92.8% | Coming soon |

### Knowledge

- Winner: Directional only
- Claude Opus 4.7 (Adaptive) public-lane score: 65.7 (Estimated · #27/178)
- Inkling 2 Small public-lane score: 60.4 (Estimated · #46/178)

| Benchmark | Claude Opus 4.7 (Adaptive) | Inkling 2 Small | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 94.2% | 93% | Claude Opus 4.7 (Adaptive) |
| GPQA-D | 94.2% | 93.0% | Claude Opus 4.7 (Adaptive) |
| HLE | 54.7% | Coming soon | Coming soon |
| HLE w/o tools | 46.9% | Coming soon | Coming soon |

### Mathematics

- Winner: Not comparable
- Claude Opus 4.7 (Adaptive) public-lane score: Coming soon
- Inkling 2 Small public-lane score: 85.9 (Unranked · 2 rankable rows)

| Benchmark | Claude Opus 4.7 (Adaptive) | Inkling 2 Small | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath (legacy) | 43.8% | Coming soon | Coming soon |
| HMMT Feb 2026 | Coming soon | 95.8% | Coming soon |
| Apex | Coming soon | 63.5% | Coming soon |

## FAQ

### Which is better overall, Claude Opus 4.7 (Adaptive) or Inkling 2 Small?

Claude Opus 4.7 (Adaptive) has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between Claude Opus 4.7 (Adaptive) and Inkling 2 Small?

The widest category gap is in multimodal & grounded, where the averages are 51 for Claude Opus 4.7 (Adaptive) and 86.6 for Inkling 2 Small.

### 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 Inkling 2 Small cover on BenchLM?

Inkling 2 Small currently has 25 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)
- [Inkling 2 Small vs Claude Opus 4.7](/compare/claude-opus-4-7-vs-inkling-2-small)
- [Claude Opus 4.7 (Adaptive) vs Inkling-Small](/compare/claude-opus-4-7-adaptive-vs-inkling-small)
- [Inkling 2 Small vs Inkling-Small](/compare/inkling-2-small-vs-inkling-small)

## Explore More

- [Claude Opus 4.7 (Adaptive) profile](/models/claude-opus-4-7-adaptive)
- [Inkling 2 Small profile](/models/inkling-2-small)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)