# Ripple-65B Preview vs ZAYA1-74B-Preview

> Side-by-side benchmark comparison for Ripple-65B Preview and ZAYA1-74B-Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ripple-65b-preview-vs-zaya1-74b-preview
- Last updated: November 4, 2026

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

## Quick Verdict

Pick ZAYA1-74B-Preview 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

- ZAYA1-74B-Preview leads overall 52 to 0.
- The biggest single benchmark swing is GPQA-D in Knowledge, with scores of 85.2% and 57.3%.
- ZAYA1-74B-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 | Ripple-65B Preview | ZAYA1-74B-Preview |
|----------|----------|----------|
| Creator | Ricursive Intelligence | Zyphra |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 256K |
| Overall Score | null | null |
| Benchmarks Covered | 17 | 7 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Ripple-65B Preview public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: Coming soon

| Benchmark | Ripple-65B Preview | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 80.5% | Coming soon | Coming soon |
| τ³-bench results | 31.3% | Coming soon | Coming soon |
| AutomationBench | 36.4% | Coming soon | Coming soon |
| MCP Atlas | 71.7% | Coming soon | Coming soon |
| τ²-bench Airline | Coming soon | 56.1% | Coming soon |

### Coding

- Winner: Not comparable
- Ripple-65B Preview public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: Coming soon

| Benchmark | Ripple-65B Preview | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 80.5% | Coming soon | Coming soon |
| SWE-bench Verified | 76.5% | 53.2% | Ripple-65B Preview |
| SWE-bench Pro | 61.4% | Coming soon | Coming soon |
| DeepSWE | 44.3% | Coming soon | Coming soon |
| SciCode | 39.4% | Coming soon | Coming soon |
| LiveCodeBench v6 | Coming soon | 65.7% | Coming soon |

### Knowledge

- Winner: Not comparable
- Ripple-65B Preview public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: Coming soon

| Benchmark | Ripple-65B Preview | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| MMLU | 89.6% | Coming soon | Coming soon |
| MMLU-Pro | 84.2% | 68.1% | Ripple-65B Preview |
| GPQA-D | 85.2% | 57.3% | Ripple-65B Preview |
| GPQA | Coming soon | 57.3% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Ripple-65B Preview public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: Coming soon

| Benchmark | Ripple-65B Preview | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 79.2% | Coming soon | Coming soon |

### Mathematics

- Winner: Not comparable
- Ripple-65B Preview public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: 59.8 (Unranked · 1 rankable row)

| Benchmark | Ripple-65B Preview | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| AIME 2024 | 97.1% | Coming soon | Coming soon |
| AIME 2025 | 98.3% | Coming soon | Coming soon |
| AIME26 | 95.0% | 76.4% | Ripple-65B Preview |
| HMMT Feb 2026 | 90.5% | Coming soon | Coming soon |

## FAQ

### Which is better overall, Ripple-65B Preview or ZAYA1-74B-Preview?

ZAYA1-74B-Preview is ahead overall on BenchLM right now.

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

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

### How many benchmarks does ZAYA1-74B-Preview cover on BenchLM?

ZAYA1-74B-Preview currently has 7 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Ripple-65B Preview vs ZAYA1-8B](/compare/ripple-65b-preview-vs-zaya1-8b)
- [ZAYA1-74B-Preview vs ZAYA1-8B](/compare/zaya1-74b-preview-vs-zaya1-8b)
- [Ripple-65B Preview vs ZAYA1-VL-8B](/compare/ripple-65b-preview-vs-zaya1-vl-8b)
- [ZAYA1-74B-Preview vs ZAYA1-VL-8B](/compare/zaya1-74b-preview-vs-zaya1-vl-8b)

## Explore More

- [Ripple-65B Preview profile](/models/ripple-65b-preview)
- [ZAYA1-74B-Preview profile](/models/zaya1-74b-preview)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)