# o1 vs Ripple-65B Preview

> Side-by-side benchmark comparison for o1 and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/o1-vs-ripple-65b-preview
- Last updated: November 4, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: o1 and Ripple-65B Preview 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.
- Ripple-65B Preview has the lower published output-token price.
- Ripple-65B Preview has the larger published context window at 1M.

## Model Snapshot

| Property | o1 | Ripple-65B Preview |
|----------|----------|----------|
| Creator | OpenAI | Ricursive Intelligence |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 200K | 1M |
| Independent public score (not head-to-head) | 38.06 | null |
| Benchmarks Covered | 4 | 17 |
| Pricing (input/output) | $15.00 / $60.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- o1 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | o1 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | Coming soon | 80.5% | 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: Insufficient shared evidence
- o1 public-lane score: 29.1 (Estimated · #104/156)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | o1 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | Coming soon | 80.5% | Coming soon |
| SWE-bench Verified | Coming soon | 76.5% | Coming soon |
| SWE-bench Pro | Coming soon | 61.4% | Coming soon |
| DeepSWE | Coming soon | 44.3% | Coming soon |
| SciCode | Coming soon | 39.4% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- o1 public-lane score: 69.7 (Unranked · 2 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- o1 public-lane score: 40.5 (Supported · #113/179)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | o1 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| MMLU | 91.8% | 89.6% | o1 |
| GPQA | 75.7% | Coming soon | Coming soon |
| MMLU-Pro | Coming soon | 84.2% | Coming soon |
| GPQA-D | Coming soon | 85.2% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- o1 public-lane score: 86 (#49/157)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | o1 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 92.2% | Coming soon | Coming soon |
| IFBench | Coming soon | 79.2% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- o1 public-lane score: 33.5 (Unranked · 1 rankable row)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | o1 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | 14.737% | Coming soon | Coming soon |
| 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

### Is there enough evidence to pick between o1 and Ripple-65B Preview?

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

- [o1 vs o1-pro](/compare/o1-vs-o1-pro)
- [Ripple-65B Preview vs o1-pro](/compare/o1-pro-vs-ripple-65b-preview)
- [o1 vs o1-preview](/compare/o1-vs-o1-preview)
- [Ripple-65B Preview vs o1-preview](/compare/o1-preview-vs-ripple-65b-preview)

## Explore More

- [o1 profile](/models/o1)
- [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)
