# Ornith-1.0-397B vs Ripple-65B Preview

> Side-by-side benchmark comparison for Ornith-1.0-397B and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ornith-1-0-397b-vs-ripple-65b-preview
- Last updated: November 4, 2026

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Pick Ornith-1.0-397B if you want the stronger benchmark profile. Ripple-65B Preview only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Ornith-1.0-397B leads overall 63 to 0.
- The biggest single benchmark swing is SWE-bench Verified in Coding, with scores of 82.4% and 76.5%.
- Ripple-65B Preview is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Ripple-65B Preview also has the larger context window at 1M.

## Model Snapshot

| Property | Ornith-1.0-397B | Ripple-65B Preview |
|----------|----------|----------|
| Creator | DeepReinforce AI | Ricursive Intelligence |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | 1M |
| Overall Score | null | null |
| Benchmarks Covered | 7 | 17 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Ornith-1.0-397B public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ornith-1.0-397B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 77.5% | 80.5% | Ripple-65B Preview |
| Claw-Eval | 77.1% | Coming soon | Coming soon |
| τ³-bench results | Coming soon | 31.3% | Coming soon |
| AutomationBench | Coming soon | 36.4% | Coming soon |
| MCP Atlas | Coming soon | 71.7% | Coming soon |

### Coding

- Winner: Not comparable
- Ornith-1.0-397B public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ornith-1.0-397B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 82.4% | 76.5% | Ornith-1.0-397B |
| SWE-bench Pro | 62.2% | 61.4% | Ornith-1.0-397B |
| SWE Multilingual | 78.9% | Coming soon | Coming soon |
| NL2Repo | 48.2% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 77.5% | 80.5% | Ripple-65B Preview |
| DeepSWE | Coming soon | 44.3% | Coming soon |
| SciCode | Coming soon | 39.4% | Coming soon |

### Knowledge

- Winner: Not comparable
- Ornith-1.0-397B public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ornith-1.0-397B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| MMLU | Coming soon | 89.6% | Coming soon |
| MMLU-Pro | Coming soon | 84.2% | Coming soon |
| GPQA-D | Coming soon | 85.2% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Ornith-1.0-397B public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ornith-1.0-397B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.2% | Coming soon |

### Mathematics

- Winner: Not comparable
- Ornith-1.0-397B public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ornith-1.0-397B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| AIME 2024 | Coming soon | 97.1% | Coming soon |
| AIME 2025 | Coming soon | 98.3% | Coming soon |
| AIME26 | Coming soon | 95.0% | Coming soon |
| HMMT Feb 2026 | Coming soon | 90.5% | Coming soon |

## FAQ

### Which is better overall, Ornith-1.0-397B or Ripple-65B Preview?

Ornith-1.0-397B is ahead overall on BenchLM right now.

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

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

### How many benchmarks does Ripple-65B Preview cover on BenchLM?

Ripple-65B Preview currently has 17 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Ornith-1.0-397B vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-ornith-1-0-397b)
- [Ripple-65B Preview vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-ripple-65b-preview)
- [Ornith-1.0-397B vs Ornith-1.0-9B](/compare/ornith-1-0-397b-vs-ornith-1-0-9b)
- [Ripple-65B Preview vs Ornith-1.0-9B](/compare/ornith-1-0-9b-vs-ripple-65b-preview)

## Explore More

- [Ornith-1.0-397B profile](/models/ornith-1-0-397b)
- [Ripple-65B Preview profile](/models/ripple-65b-preview)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)