# LFM2.5-230M vs o1

> Side-by-side benchmark comparison for LFM2.5-230M and o1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/lfm2-5-230m-vs-o1
- Last updated: September 27, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Evidence is too thin for a benchmark verdict: LFM2.5-230M and o1 share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- LFM2.5-230M has the lower published output-token price.
- o1 has the larger published context window at 200K.

## Model Snapshot

| Property | LFM2.5-230M | o1 |
|----------|----------|----------|
| Creator | LiquidAI | OpenAI |
| Type | Open Weight | Proprietary |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 32K | 200K |
| Independent public score (not head-to-head) | null | 37.58 |
| Benchmarks Covered | 6 | 4 |
| Pricing (input/output) | $0.00 / $0.00 | $15.00 / $60.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- LFM2.5-230M public-lane score: Coming soon
- o1 public-lane score: Coming soon

| Benchmark | LFM2.5-230M | o1 | Winner |
|-----------|-----------|-----------|--------|
| BFCL v4 | 21.0% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- LFM2.5-230M public-lane score: Coming soon
- o1 public-lane score: 30.6 (Estimated · #86/135)

### Reasoning

- Winner: Insufficient shared evidence
- LFM2.5-230M public-lane score: Coming soon
- o1 public-lane score: 66.7 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Insufficient shared evidence
- LFM2.5-230M public-lane score: Coming soon
- o1 public-lane score: 40.8 (Supported · #88/158)

| Benchmark | LFM2.5-230M | o1 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 25.4% | 75.7% | o1 |
| GPQA-D | 25.4% | Coming soon | Coming soon |
| MMLU-Pro | 20.3% | Coming soon | Coming soon |
| MMLU | Coming soon | 91.8% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- LFM2.5-230M public-lane score: 10.4 (#123/124)
- o1 public-lane score: 84.5 (#40/124)

| Benchmark | LFM2.5-230M | o1 | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 71.7% | 92.2% | o1 |
| IFBench | 38.4% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- LFM2.5-230M public-lane score: Coming soon
- o1 public-lane score: 32.5 (Unranked · 1 rankable row)

| Benchmark | LFM2.5-230M | o1 | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | Coming soon | 9.310% | Coming soon |

## FAQ

### Is there enough evidence to pick between LFM2.5-230M and o1?

Not yet. The models share only 2 sourced benchmark rows, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [LFM2.5-230M vs o1-preview](/compare/lfm2-5-230m-vs-o1-preview)
- [o1 vs o1-preview](/compare/o1-vs-o1-preview)
- [LFM2.5-230M vs o1-pro](/compare/lfm2-5-230m-vs-o1-pro)
- [o1 vs o1-pro](/compare/o1-vs-o1-pro)

## Explore More

- [LFM2.5-230M profile](/models/lfm2-5-230m)
- [o1 profile](/models/o1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)