# Ripple-65B Preview vs Seed 2.1 Turbo

> Side-by-side benchmark comparison for Ripple-65B Preview and Seed 2.1 Turbo across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ripple-65b-preview-vs-seed-2-1-turbo
- Last updated: November 4, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: Ripple-65B Preview and Seed 2.1 Turbo share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Ripple-65B Preview has the larger published context window at 1M.

## Model Snapshot

| Property | Ripple-65B Preview | Seed 2.1 Turbo |
|----------|----------|----------|
| Creator | Ricursive Intelligence | ByteDance |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 256K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 17 | 11 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Ripple-65B Preview public-lane score: Coming soon
- Seed 2.1 Turbo public-lane score: Coming soon

| Benchmark | Ripple-65B Preview | Seed 2.1 Turbo | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 80.5% | 67.6% | Ripple-65B Preview |
| τ³-bench results | 31.3% | Coming soon | Coming soon |
| AutomationBench | 36.4% | Coming soon | Coming soon |
| MCP Atlas | 71.7% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Ripple-65B Preview public-lane score: Coming soon
- Seed 2.1 Turbo public-lane score: Coming soon

| Benchmark | Ripple-65B Preview | Seed 2.1 Turbo | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 80.5% | 67.6% | Ripple-65B Preview |
| SWE-bench Verified | 76.5% | Coming soon | Coming soon |
| SWE-bench Pro | 61.4% | Coming soon | Coming soon |
| DeepSWE | 44.3% | Coming soon | Coming soon |
| SciCode | 39.4% | Coming soon | Coming soon |
| NL2Repo | Coming soon | 43.7% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Ripple-65B Preview public-lane score: Coming soon
- Seed 2.1 Turbo public-lane score: Coming soon

| Benchmark | Ripple-65B Preview | Seed 2.1 Turbo | Winner |
|-----------|-----------|-----------|--------|
| MathVision | Coming soon | 90.1% | Coming soon |
| MMMU-Pro | Coming soon | 80.1% | Coming soon |
| ZeroBench | Coming soon | 11.0% | Coming soon |
| BabyVision | Coming soon | 62.9% | Coming soon |
| CharXiv | Coming soon | 82.5% | Coming soon |
| ERQA | Coming soon | 71.3% | Coming soon |
| Video-MME | Coming soon | 89.0% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Ripple-65B Preview public-lane score: Coming soon
- Seed 2.1 Turbo public-lane score: Coming soon

| Benchmark | Ripple-65B Preview | Seed 2.1 Turbo | Winner |
|-----------|-----------|-----------|--------|
| MMLU | 89.6% | Coming soon | Coming soon |
| MMLU-Pro | 84.2% | Coming soon | Coming soon |
| GPQA-D | 85.2% | Coming soon | Coming soon |
| SuperGPQA | Coming soon | 67.4% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Ripple-65B Preview public-lane score: Coming soon
- Seed 2.1 Turbo public-lane score: Coming soon

| Benchmark | Ripple-65B Preview | Seed 2.1 Turbo | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 79.2% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Ripple-65B Preview public-lane score: Coming soon
- Seed 2.1 Turbo public-lane score: Coming soon

| Benchmark | Ripple-65B Preview | Seed 2.1 Turbo | Winner |
|-----------|-----------|-----------|--------|
| AIME 2024 | 97.1% | Coming soon | Coming soon |
| AIME 2025 | 98.3% | Coming soon | Coming soon |
| AIME26 | 95.0% | Coming soon | Coming soon |
| HMMT Feb 2026 | 90.5% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between Ripple-65B Preview and Seed 2.1 Turbo?

Not yet. The models share only 2 sourced benchmark rows, 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

- [Ripple-65B Preview vs Seed 2.1 Pro](/compare/ripple-65b-preview-vs-seed-2-1-pro)
- [Seed 2.1 Turbo vs Seed 2.1 Pro](/compare/seed-2-1-pro-vs-seed-2-1-turbo)
- [Ripple-65B Preview vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-ripple-65b-preview)
- [Seed 2.1 Turbo vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-seed-2-1-turbo)

## Explore More

- [Ripple-65B Preview profile](/models/ripple-65b-preview)
- [Seed 2.1 Turbo profile](/models/seed-2-1-turbo)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)