# DeepSeek V3.2 vs Ornith-1.0-397B

> Side-by-side benchmark comparison for DeepSeek V3.2 and Ornith-1.0-397B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/deepseek-v3-2-vs-ornith-1-0-397b
- Last updated: September 27, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Evidence is too thin for a benchmark verdict: DeepSeek V3.2 and Ornith-1.0-397B share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Ornith-1.0-397B has the lower published output-token price.
- Ornith-1.0-397B has the larger published context window at 256K.

## Model Snapshot

| Property | DeepSeek V3.2 | Ornith-1.0-397B |
|----------|----------|----------|
| Creator | DeepSeek | DeepReinforce AI |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 128K | 256K |
| Independent public score (not head-to-head) | 50.21 | null |
| Benchmarks Covered | 7 | 7 |
| Pricing (input/output) | $0.28 / $0.42 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- DeepSeek V3.2 public-lane score: Coming soon
- Ornith-1.0-397B public-lane score: Coming soon

| Benchmark | DeepSeek V3.2 | Ornith-1.0-397B | Winner |
|-----------|-----------|-----------|--------|
| Claw-Eval | 40.2% | 77.1% | Ornith-1.0-397B |
| VITA-Bench | 18.5% | Coming soon | Coming soon |
| Gert Labs | 29.57% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 77.5% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- DeepSeek V3.2 public-lane score: 32.3 (Estimated · #82/135)
- Ornith-1.0-397B public-lane score: Coming soon

| Benchmark | DeepSeek V3.2 | Ornith-1.0-397B | Winner |
|-----------|-----------|-----------|--------|
| SWE-Rebench | 60.9% | Coming soon | Coming soon |
| React Native Evals | 71.5% | Coming soon | Coming soon |
| SWE-bench Verified | Coming soon | 82.4% | Coming soon |
| SWE-bench Pro | Coming soon | 62.2% | Coming soon |
| SWE Multilingual | Coming soon | 78.9% | Coming soon |
| NL2Repo | Coming soon | 48.2% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 77.5% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- DeepSeek V3.2 public-lane score: 53.5 (Unranked · 2 rankable rows)
- Ornith-1.0-397B public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- DeepSeek V3.2 public-lane score: 41.6 (Estimated · #84/158)
- Ornith-1.0-397B public-lane score: Coming soon

### Instruction Following

- Winner: Insufficient shared evidence
- DeepSeek V3.2 public-lane score: 56.7 (#75/124)
- Ornith-1.0-397B public-lane score: Coming soon

### Mathematics

- Winner: Insufficient shared evidence
- DeepSeek V3.2 public-lane score: 40 (Unranked · 2 rankable rows)
- Ornith-1.0-397B public-lane score: Coming soon

| Benchmark | DeepSeek V3.2 | Ornith-1.0-397B | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | 22.100% | Coming soon | Coming soon |
| FrontierMath v2 (Tier 4) | 2.100% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between DeepSeek V3.2 and Ornith-1.0-397B?

Not yet. The models share only 1 sourced benchmark row, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [DeepSeek V3.2 vs DeepSeek V3.2 (Thinking)](/compare/deepseek-v3-2-vs-deepseek-v3-2-thinking)
- [Ornith-1.0-397B vs DeepSeek V3.2 (Thinking)](/compare/deepseek-v3-2-thinking-vs-ornith-1-0-397b)
- [DeepSeek V3.2 vs Ornith-1.0-35B](/compare/deepseek-v3-2-vs-ornith-1-0-35b)
- [Ornith-1.0-397B vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-ornith-1-0-397b)

## Explore More

- [DeepSeek V3.2 profile](/models/deepseek-v3-2)
- [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)