# Gemini 3.7 Flash vs Ripple-65B Preview

> Side-by-side benchmark comparison for Gemini 3.7 Flash and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gemini-3-7-flash-vs-ripple-65b-preview
- Last updated: November 4, 2026

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

## Quick Verdict

Pick Gemini 3.7 Flash 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

- Gemini 3.7 Flash leads overall 66.53 to 0.
- The biggest single benchmark swing is DeepSWE in Coding, with scores of 65.3% and 44.3%.
- Ripple-65B Preview is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.

## Model Snapshot

| Property | Gemini 3.7 Flash | Ripple-65B Preview |
|----------|----------|----------|
| Creator | Google | Ricursive Intelligence |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 1M |
| Overall Score | 66.53 | null |
| Benchmarks Covered | 29 | 17 |
| Pricing (input/output) | $0.75 / $3.75 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Gemini 3.7 Flash public-lane score: 61.1 (Supported · #25/135)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Gemini 3.7 Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 85.8% | 80.5% | Gemini 3.7 Flash |
| Terminal-Bench 3.0 | 14.9% | Coming soon | Coming soon |
| AutomationBench | 30.4% | 36.4% | Ripple-65B Preview |
| OSWorld 2.0 | 47.9% | Coming soon | Coming soon |
| Agents' Last Exam | 26.3% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 77.5% | Coming soon | Coming soon |
| ApprenticeBench | 16% | Coming soon | Coming soon |
| MazeBench | 1% | Coming soon | Coming soon |
| τ³-bench results | Coming soon | 31.3% | Coming soon |
| MCP Atlas | Coming soon | 71.7% | Coming soon |

### Coding

- Winner: Not comparable
- Gemini 3.7 Flash public-lane score: 57.5 (Supported · #23/156)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Gemini 3.7 Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| FrontierCode 1.1 Main | 43.6% | Coming soon | Coming soon |
| DeepSWE | 65.3% | 44.3% | Gemini 3.7 Flash |
| Terminal-Bench 2.1 | 85.8% | 80.5% | Gemini 3.7 Flash |
| FrontierSWE v2 | 20.3% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 88.7% | Coming soon | Coming soon |
| SWE-bench (Vals) | 80.8% | Coming soon | Coming soon |
| SWE-bench Verified | Coming soon | 76.5% | Coming soon |
| SWE-bench Pro | Coming soon | 61.4% | Coming soon |
| SciCode | Coming soon | 39.4% | Coming soon |

### Reasoning

- Winner: Not comparable
- Gemini 3.7 Flash public-lane score: 81.6 (Unranked · 5 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Gemini 3.7 Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| MRCR v2 64K-128K | 97% | Coming soon | Coming soon |
| ARC-AGI-1 | 95.50% | Coming soon | Coming soon |
| ARC-AGI-2 | 84.6% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- Gemini 3.7 Flash public-lane score: 85.9 (#12/58)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Gemini 3.7 Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| ParseBench | 70.66% | Coming soon | Coming soon |
| CharXiv w/o tools | 84.5% | Coming soon | Coming soon |
| CharXiv | 88.7% | Coming soon | Coming soon |
| LVBench | 85.4% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- Gemini 3.7 Flash public-lane score: 70.8 (Supported · #17/179)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Gemini 3.7 Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| HLE-Verified | 53.6% | Coming soon | Coming soon |
| LABBench2 | 82.1% | Coming soon | Coming soon |
| BioMysteryBench (human-solvable) | 87.1% | Coming soon | Coming soon |
| BioMysteryBench (human-difficult) | 43.5% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 93.9% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 90.1% | Coming soon | Coming soon |
| 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
- Gemini 3.7 Flash public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Gemini 3.7 Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.2% | Coming soon |

### Mathematics

- Winner: Not comparable
- Gemini 3.7 Flash public-lane score: 74.8 (Unranked · 2 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Gemini 3.7 Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | 71.579% | Coming soon | Coming soon |
| FrontierMath v2 (Tier 4) | 36.585% | 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

### Which is better overall, Gemini 3.7 Flash or Ripple-65B Preview?

Gemini 3.7 Flash is ahead overall on BenchLM right now.

### How many benchmarks does Gemini 3.7 Flash cover on BenchLM?

Gemini 3.7 Flash currently has 29 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

- [Gemini 3.7 Flash vs Gemini 4 Carbon](/compare/gemini-3-7-flash-vs-gemini-4-carbon)
- [Ripple-65B Preview vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-ripple-65b-preview)
- [Gemini 3.7 Flash vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-gemini-3-7-flash)
- [Ripple-65B Preview vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-ripple-65b-preview)

## Explore More

- [Gemini 3.7 Flash profile](/models/gemini-3-7-flash)
- [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)