# Ornith-1.0-9B vs Beam

> Side-by-side benchmark comparison for Ornith-1.0-9B and Beam across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ornith-1-0-9b-vs-reflection-beam
- Last updated: October 5, 2026

- Shared sourced benchmarks: 5
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Pick Ornith-1.0-9B if you want the stronger benchmark profile. Beam only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Ornith-1.0-9B leads overall 40 to 0.
- The biggest single benchmark swing is Terminal-Bench 2.1 in Agentic, with scores of 43.1% and 80.1%.
- Beam is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Ornith-1.0-9B also has the larger context window at 256K.

## Model Snapshot

| Property | Ornith-1.0-9B | Beam |
|----------|----------|----------|
| Creator | DeepReinforce AI | Reflection AI |
| Type | Open Weight | Pending |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | null |
| Overall Score | null | null |
| Benchmarks Covered | 7 | 16 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Ornith-1.0-9B public-lane score: Coming soon
- Beam public-lane score: Coming soon

| Benchmark | Ornith-1.0-9B | Beam | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 43.1% | 80.1% | Beam |
| Claw-Eval | 63.1% | Coming soon | Coming soon |
| MCP Atlas | Coming soon | 78.7% | Coming soon |
| BrowseComp | Coming soon | 77.4% | Coming soon |
| DeepSearchQA | Coming soon | 80.1% | Coming soon |

### Coding

- Winner: Not comparable
- Ornith-1.0-9B public-lane score: Coming soon
- Beam public-lane score: Coming soon

| Benchmark | Ornith-1.0-9B | Beam | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 69.4% | 80.9% | Beam |
| SWE-bench Pro | 42.9% | 65.5% | Beam |
| SWE Multilingual | 52% | 78% | Beam |
| NL2Repo | 27.2% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 43.1% | 80.1% | Beam |
| DeepSWE | Coming soon | 44.4% | Coming soon |
| SWE-Atlas Codebase QnA | Coming soon | 34.6% | Coming soon |
| SciCode | Coming soon | 49.7% | Coming soon |

### Reasoning

- Winner: Not comparable
- Ornith-1.0-9B public-lane score: Coming soon
- Beam public-lane score: Coming soon

| Benchmark | Ornith-1.0-9B | Beam | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | Coming soon | 65.5% | Coming soon |

### Knowledge

- Winner: Not comparable
- Ornith-1.0-9B public-lane score: Coming soon
- Beam public-lane score: Coming soon

| Benchmark | Ornith-1.0-9B | Beam | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | Coming soon | 90.5% | Coming soon |
| HLE w/o tools | Coming soon | 36.2% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Ornith-1.0-9B public-lane score: Coming soon
- Beam public-lane score: Coming soon

| Benchmark | Ornith-1.0-9B | Beam | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.7% | Coming soon |

### Mathematics

- Winner: Not comparable
- Ornith-1.0-9B public-lane score: Coming soon
- Beam public-lane score: Coming soon

| Benchmark | Ornith-1.0-9B | Beam | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | Coming soon | 97.8% | Coming soon |

## FAQ

### Which is better overall, Ornith-1.0-9B or Beam?

Ornith-1.0-9B is ahead overall on BenchLM right now.

### How many benchmarks does Ornith-1.0-9B cover on BenchLM?

Ornith-1.0-9B currently has 7 sourced benchmark scores on BenchLM.

### How many benchmarks does Beam cover on BenchLM?

Beam currently has 16 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Ornith-1.0-9B vs Ornith-1.0-397B](/compare/ornith-1-0-397b-vs-ornith-1-0-9b)
- [Beam vs Ornith-1.0-397B](/compare/ornith-1-0-397b-vs-reflection-beam)
- [Ornith-1.0-9B vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-ornith-1-0-9b)
- [Beam vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-reflection-beam)

## Explore More

- [Ornith-1.0-9B profile](/models/ornith-1-0-9b)
- [Beam profile](/models/reflection-beam)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)