# Beam 1.0 501B-A23B vs Ripple-65B Preview

> Side-by-side benchmark comparison for Beam 1.0 501B-A23B and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

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

- Shared sourced benchmarks: 11
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Beam 1.0 501B-A23B leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Beam 1.0 501B-A23B has the higher overall point estimate 43.08 to 0. Conditional score ranges do not establish rank confidence.
- The biggest single benchmark swing is SciCode in Coding, with scores of 49.2% and 39.4%.

## Model Snapshot

| Property | Beam 1.0 501B-A23B | Ripple-65B Preview |
|----------|----------|----------|
| Creator | Reflection AI | Ricursive Intelligence |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 1M |
| Overall Score | 43.08 | null |
| Benchmarks Covered | 19 | 17 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Beam 1.0 501B-A23B public-lane score: 44.8 (Supported · #65/135)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Beam 1.0 501B-A23B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| τ³-bench results | 36.1% | 31.3% | Beam 1.0 501B-A23B |
| HLE w/ tools | 51.1% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 80.1% | 80.5% | Ripple-65B Preview |
| MCP Atlas | 80.8% | 71.7% | Beam 1.0 501B-A23B |
| BrowseComp | 76.8% | Coming soon | Coming soon |
| DeepSearchQA | 80.5% | Coming soon | Coming soon |
| AutomationBench | Coming soon | 36.4% | Coming soon |

### Coding

- Winner: Not comparable
- Beam 1.0 501B-A23B public-lane score: 28.7 (Estimated · #106/156)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Beam 1.0 501B-A23B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| DeepSWE | 43.3% | 44.3% | Ripple-65B Preview |
| SWE-bench Pro | 66.1% | 61.4% | Beam 1.0 501B-A23B |
| Terminal-Bench 2.1 | 80.1% | 80.5% | Ripple-65B Preview |
| SWE-Atlas Codebase QnA | 31.8% | Coming soon | Coming soon |
| SWE Multilingual | 78.3% | Coming soon | Coming soon |
| SWE-bench Verified | 81.6% | 76.5% | Beam 1.0 501B-A23B |
| SciCode | 49.2% | 39.4% | Beam 1.0 501B-A23B |

### Reasoning

- Winner: Not comparable
- Beam 1.0 501B-A23B public-lane score: 78.7 (Unranked · 2 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Beam 1.0 501B-A23B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| CritPt | 16.3% | Coming soon | Coming soon |
| LongBench v2 | 67.5% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- Beam 1.0 501B-A23B public-lane score: 48.1 (Supported · #86/179)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Beam 1.0 501B-A23B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | 90.6% | 85.2% | Beam 1.0 501B-A23B |
| HLE w/o tools | 36% | Coming soon | Coming soon |
| MMLU | Coming soon | 89.6% | Coming soon |
| MMLU-Pro | Coming soon | 84.2% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Beam 1.0 501B-A23B public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Beam 1.0 501B-A23B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 79.6% | 79.2% | Beam 1.0 501B-A23B |

### Mathematics

- Winner: Not comparable
- Beam 1.0 501B-A23B public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Beam 1.0 501B-A23B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 97.7% | 95.0% | Beam 1.0 501B-A23B |
| AIME 2024 | Coming soon | 97.1% | Coming soon |
| AIME 2025 | Coming soon | 98.3% | Coming soon |
| HMMT Feb 2026 | Coming soon | 90.5% | Coming soon |

## FAQ

### Which is better overall, Beam 1.0 501B-A23B or Ripple-65B Preview?

Beam 1.0 501B-A23B has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### How many benchmarks does Beam 1.0 501B-A23B cover on BenchLM?

Beam 1.0 501B-A23B currently has 19 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

- [Beam 1.0 501B-A23B vs Beam 1.0 501B-A23B FP8](/compare/reflection-beam-vs-reflection-beam-fp8)
- [Ripple-65B Preview vs Beam 1.0 501B-A23B FP8](/compare/reflection-beam-fp8-vs-ripple-65b-preview)
- [Beam 1.0 501B-A23B vs Beam 1.0 501B-A23B NVFP4](/compare/reflection-beam-vs-reflection-beam-nvfp4)
- [Ripple-65B Preview vs Beam 1.0 501B-A23B NVFP4](/compare/reflection-beam-nvfp4-vs-ripple-65b-preview)

## Explore More

- [Beam 1.0 501B-A23B profile](/models/reflection-beam)
- [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)