# Ember-1 vs Ripple-65B Preview

> Side-by-side benchmark comparison for Ember-1 and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

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

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

## Quick Verdict

Treat this as a split decision: use the category and benchmark breakdown to decide which profile better matches your workload.

## Summary

- Ember-1 and Ripple-65B Preview are tied on overall score, so the decision depends on category fit rather than the headline number.
- The biggest single benchmark swing is DeepSWE in Coding, with scores of 75.2% and 44.3%.
- Ripple-65B Preview is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Ember-1 also has the larger context window at 1.04M.

## Model Snapshot

| Property | Ember-1 | Ripple-65B Preview |
|----------|----------|----------|
| Creator | Fireworks | Ricursive Intelligence |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1.04M | 1M |
| Overall Score | null | null |
| Benchmarks Covered | 5 | 17 |
| Pricing (input/output) | $3.00 / $15.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Ember-1 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ember-1 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 82.0% | 80.5% | Ember-1 |
| τ²-bench Airline | 66.0% | 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
- Ember-1 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ember-1 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 82.0% | 80.5% | Ember-1 |
| SWE-bench Verified | 92.2% | 76.5% | Ember-1 |
| DeepSWE | 75.2% | 44.3% | Ember-1 |
| SWE-bench Pro | Coming soon | 61.4% | Coming soon |
| SciCode | Coming soon | 39.4% | Coming soon |

### Knowledge

- Winner: Not comparable
- Ember-1 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ember-1 | 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
- Ember-1 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ember-1 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.2% | Coming soon |

### Mathematics

- Winner: Not comparable
- Ember-1 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ember-1 | 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, Ember-1 or Ripple-65B Preview?

Ember-1 and Ripple-65B Preview are tied on overall score in the current BenchLM data.

### How many benchmarks does Ember-1 cover on BenchLM?

Ember-1 currently has 5 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

- [Ember-1 vs Gemini 4 Carbon](/compare/ember-1-vs-gemini-4-carbon)
- [Ripple-65B Preview vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-ripple-65b-preview)
- [Ember-1 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-ember-1)
- [Ripple-65B Preview vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-ripple-65b-preview)

## Explore More

- [Ember-1 profile](/models/ember-1)
- [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)