# Claude Sonnet 5 vs Ornith-1.0-397B

> Side-by-side benchmark comparison for Claude Sonnet 5 and Ornith-1.0-397B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/claude-sonnet-5-vs-ornith-1-0-397b
- Last updated: September 18, 2026

- Shared sourced benchmarks: 5
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Pick Claude Sonnet 5 if you want the stronger benchmark profile. Ornith-1.0-397B only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Claude Sonnet 5 leads overall 69.68 to 64.
- The clearest category separation is in agentic, where the averages are 65.9 for Claude Sonnet 5 and 51.1 for Ornith-1.0-397B.
- The biggest single benchmark swing is Terminal-Bench 2.0 in Agentic, with scores of 80.4% and 77.5%.
- Ornith-1.0-397B is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Claude Sonnet 5 also has the larger context window at 1M.

## Model Snapshot

| Property | Claude Sonnet 5 | Ornith-1.0-397B |
|----------|----------|----------|
| Creator | Anthropic | DeepReinforce AI |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 256K |
| Overall Score | 69.68 | null |
| Benchmarks Covered | 26 | 7 |
| Pricing (input/output) | $2.00 / $10.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Coming soon
- Claude Sonnet 5 public-lane score: 65.9 (Supported · #11/154)
- Ornith-1.0-397B public-lane score: 51.1 (Estimated · #47/154)

| Benchmark | Claude Sonnet 5 | Ornith-1.0-397B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 3.0 | 14.6% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 80.4% | 77.5% | Claude Sonnet 5 |
| BrowseComp | 84.7% | Coming soon | Coming soon |
| HLE w/ tools | 57.4% | Coming soon | Coming soon |
| OSWorld-Verified | 81.2% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 74.5% | Coming soon | Coming soon |
| ApprenticeBench | 16% | Coming soon | Coming soon |
| Claw-Eval | Coming soon | 77.1% | Coming soon |

### Coding

- Winner: Coming soon
- Claude Sonnet 5 public-lane score: 63.9 (Supported · #13/154)
- Ornith-1.0-397B public-lane score: 51 (Estimated · #54/154)

| Benchmark | Claude Sonnet 5 | Ornith-1.0-397B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 85.2% | 82.4% | Claude Sonnet 5 |
| SWE-bench Pro | 63.2% | 62.2% | Claude Sonnet 5 |
| SWE Multilingual | 78.3% | 78.9% | Ornith-1.0-397B |
| SWE Multimodal | 28.1% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 80.4% | 77.5% | Claude Sonnet 5 |
| FrontierCode 1.1 Main | 42.7% | Coming soon | Coming soon |
| cursorBench32 | 61.5% | Coming soon | Coming soon |
| VulcanBench CII v1 | 89.2% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 82.4% | Coming soon | Coming soon |
| SWE-bench (Vals) | 79.6% | Coming soon | Coming soon |
| cursorBench40 | 34.1% | Coming soon | Coming soon |
| NL2Repo | Coming soon | 48.2% | Coming soon |

### Multimodal & Grounded

- Winner: Coming soon
- Claude Sonnet 5 public-lane score: 77.4 (#14/48)
- Ornith-1.0-397B public-lane score: Coming soon

| Benchmark | Claude Sonnet 5 | Ornith-1.0-397B | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | 88.3% | Coming soon | Coming soon |
| CharXiv w/o tools | 77% | Coming soon | Coming soon |

### Reasoning

- Winner: Coming soon
- Claude Sonnet 5 public-lane score: 77.4 (Unranked · 2 rankable rows)
- Ornith-1.0-397B public-lane score: Coming soon

### Knowledge

- Winner: Coming soon
- Claude Sonnet 5 public-lane score: 66.5 (Supported · #20/184)
- Ornith-1.0-397B public-lane score: Coming soon

| Benchmark | Claude Sonnet 5 | Ornith-1.0-397B | Winner |
|-----------|-----------|-----------|--------|
| HLE | 57.4% | Coming soon | Coming soon |
| HLE w/o tools | 43.2% | Coming soon | Coming soon |
| HLE-Verified | 31.0% | Coming soon | Coming soon |
| LABBench2 | 80.1% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 88.9% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 87.5% | Coming soon | Coming soon |

## FAQ

### Which is better overall, Claude Sonnet 5 or Ornith-1.0-397B?

Claude Sonnet 5 is ahead overall on BenchLM right now.

### Where is the biggest gap between Claude Sonnet 5 and Ornith-1.0-397B?

The widest category gap is in agentic, where the averages are 65.9 for Claude Sonnet 5 and 51.1 for Ornith-1.0-397B.

### How many benchmarks does Claude Sonnet 5 cover on BenchLM?

Claude Sonnet 5 currently has 26 sourced benchmark scores on BenchLM.

### How many benchmarks does Ornith-1.0-397B cover on BenchLM?

Ornith-1.0-397B currently has 7 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Claude Sonnet 5 vs Ornith-1.0-35B](/compare/claude-sonnet-5-vs-ornith-1-0-35b)
- [Ornith-1.0-397B vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-ornith-1-0-397b)
- [Claude Sonnet 5 vs Ornith-1.0-9B](/compare/claude-sonnet-5-vs-ornith-1-0-9b)
- [Ornith-1.0-397B vs Ornith-1.0-9B](/compare/ornith-1-0-397b-vs-ornith-1-0-9b)

## Explore More

- [Claude Sonnet 5 profile](/models/claude-sonnet-5)
- [Ornith-1.0-397B profile](/models/ornith-1-0-397b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)