# LFM2.5-VL-3B vs MAI-Thinking-1

> Side-by-side benchmark comparison for LFM2.5-VL-3B and MAI-Thinking-1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/lfm2-5-vl-3b-vs-mai-thinking-1
- Last updated: September 10, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: LFM2.5-VL-3B and MAI-Thinking-1 share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- MAI-Thinking-1 has the larger published context window at 256K.

## Model Snapshot

| Property | LFM2.5-VL-3B | MAI-Thinking-1 |
|----------|----------|----------|
| Creator | LiquidAI | Microsoft |
| Type | Open Weight | Proprietary |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 32K | 256K |
| Independent public score (not head-to-head) | null | 52 |
| Benchmarks Covered | 10 | 14 |
| Pricing (input/output) | $0.00 / $0.00 | N/A |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- LFM2.5-VL-3B public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 50.3 (Estimated · #50/152)

| Benchmark | LFM2.5-VL-3B | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| BFCL v4 | 32.5% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 46% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- LFM2.5-VL-3B public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 50.4 (Estimated · #57/151)

| Benchmark | LFM2.5-VL-3B | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v6 | Coming soon | 87.7% | Coming soon |
| SWE-bench Verified | Coming soon | 73.5% | Coming soon |
| SWE-bench Pro | Coming soon | 52.8% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 46.0% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- LFM2.5-VL-3B public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: Coming soon

| Benchmark | LFM2.5-VL-3B | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| RealWorldQA | 73.1% | Coming soon | Coming soon |
| SimpleVQA | 35.4% | Coming soon | Coming soon |
| CountBench | 87.3% | Coming soon | Coming soon |
| MMMU | 48.4% | Coming soon | Coming soon |
| MMMU-Pro | 30.5% | Coming soon | Coming soon |
| OCRBench V2 | 47.5% | Coming soon | Coming soon |
| RefCOCO (avg) | 87.9% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- LFM2.5-VL-3B public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: Coming soon

| Benchmark | LFM2.5-VL-3B | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| Graphwalks BFS 128K | Coming soon | 90% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- LFM2.5-VL-3B public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 52.3 (Estimated · #66/183)

| Benchmark | LFM2.5-VL-3B | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 84.2% | Coming soon |
| GPQA-D | Coming soon | 84.2% | Coming soon |
| MMLU-Pro | Coming soon | 85% | Coming soon |
| SimpleQA | Coming soon | 31% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- LFM2.5-VL-3B public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 94.7 (#1/123)

| Benchmark | LFM2.5-VL-3B | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 82.3% | Coming soon | Coming soon |
| IFBench | 25.8% | 85% | MAI-Thinking-1 |

### Mathematics

- Winner: Insufficient shared evidence
- LFM2.5-VL-3B public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 73.4 (Unranked · 3 rankable rows)

| Benchmark | LFM2.5-VL-3B | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| AIME 2025 | Coming soon | 97% | Coming soon |
| AIME26 | Coming soon | 94.5% | Coming soon |
| HMMT Feb 2026 | Coming soon | 84.9% | Coming soon |

## FAQ

### Is there enough evidence to pick between LFM2.5-VL-3B and MAI-Thinking-1?

Not yet. The models share only 1 sourced benchmark row, 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-VL-3B vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-lfm2-5-vl-3b)
- [MAI-Thinking-1 vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-mai-thinking-1)
- [LFM2.5-VL-3B vs GPT-6 Astra](/compare/gpt-6-astra-vs-lfm2-5-vl-3b)
- [MAI-Thinking-1 vs GPT-6 Astra](/compare/gpt-6-astra-vs-mai-thinking-1)

## Explore More

- [LFM2.5-VL-3B profile](/models/lfm2-5-vl-3b)
- [MAI-Thinking-1 profile](/models/mai-thinking-1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)