# Inkling vs MiMo-V2.5-Pro

> Side-by-side benchmark comparison for Inkling and MiMo-V2.5-Pro across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/inkling-vs-mimo-v2-5-pro
- Last updated: October 14, 2026

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

## Quick Verdict

Pick MiMo-V2.5-Pro if you want the stronger benchmark profile. Inkling only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- MiMo-V2.5-Pro leads overall 52.94 to 52.37.
- The clearest category separation is in coding, where the averages are 34 for Inkling and 43.3 for MiMo-V2.5-Pro.
- The biggest single benchmark swing is Terminal-Bench 2.1 (Vals) in Agentic, with scores of 47.6% and 57.3%.
- MiMo-V2.5-Pro is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.

## Model Snapshot

| Property | Inkling | MiMo-V2.5-Pro |
|----------|----------|----------|
| Creator | Thinking Machines Lab | Xiaomi |
| Type | Open Weight | Proprietary |
| Reasoning | Hybrid | Reasoning |
| Context | 1M | 1M |
| Overall Score | 52.37 | 52.94 |
| Benchmarks Covered | 24 | 13 |
| Pricing (input/output) | $1.87 / $4.68 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: MiMo-V2.5-Pro
- Inkling public-lane score: 37.5 (Supported · #71/124)
- MiMo-V2.5-Pro public-lane score: 38.1 (Supported · #69/124)

| Benchmark | Inkling | MiMo-V2.5-Pro | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 63.8% | Coming soon | Coming soon |
| BrowseComp | 77.1% | Coming soon | Coming soon |
| MCP Atlas | 74.1% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 47.6% | 57.3% | MiMo-V2.5-Pro |
| CWE-bench v1 | 37.0% | Coming soon | Coming soon |
| Claw-Eval | Coming soon | 63.8% | Coming soon |
| τ³-bench results | Coming soon | 72.9% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 68.4% | Coming soon |
| Gert Labs | Coming soon | 62.70% | Coming soon |

### Coding

- Winner: MiMo-V2.5-Pro
- Inkling public-lane score: 34 (Supported · #80/148)
- MiMo-V2.5-Pro public-lane score: 43.3 (Supported · #56/148)

| Benchmark | Inkling | MiMo-V2.5-Pro | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 77.6% | Coming soon | Coming soon |
| SWE-bench Pro | 54.3% | 57.2% | MiMo-V2.5-Pro |
| Terminal-Bench 2.1 | 63.8% | Coming soon | Coming soon |
| FrontierSWE v2 | 4.1% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 85.5% | 81.4% | Inkling |
| SWE-bench (Vals) | 77.6% | 74.0% | Inkling |
| Terminal-Bench 2.0 | Coming soon | 68.4% | Coming soon |

### Reasoning

- Winner: Not comparable
- Inkling public-lane score: 79 (#14/29)
- MiMo-V2.5-Pro public-lane score: 80.6 (Unranked · 2 rankable rows)

### Multimodal & Grounded

- Winner: Not comparable
- Inkling public-lane score: 67.5 (#35/54)
- MiMo-V2.5-Pro public-lane score: Coming soon

| Benchmark | Inkling | MiMo-V2.5-Pro | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 73.5% | Coming soon | Coming soon |
| CharXiv | 82% | Coming soon | Coming soon |
| CharXiv w/o tools | 78.1% | Coming soon | Coming soon |

### Knowledge

- Winner: Inkling
- Inkling public-lane score: 54.5 (Supported · #62/181)
- MiMo-V2.5-Pro public-lane score: 52.2 (Supported · #70/181)

| Benchmark | Inkling | MiMo-V2.5-Pro | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 87.9% | Coming soon | Coming soon |
| GPQA-D | 87.9% | Coming soon | Coming soon |
| HLE | 46% | 48% | MiMo-V2.5-Pro |
| HLE w/o tools | 30% | 34% | MiMo-V2.5-Pro |
| GPQA Diamond (Vals) | 87.1% | 82.6% | Inkling |
| MMLU-Pro (Vals) | 86.3% | 84.6% | Inkling |

### Instruction Following

- Winner: Directional only
- Inkling public-lane score: 87.6 (#35/128)
- MiMo-V2.5-Pro public-lane score: 93.8 (#7/128)

| Benchmark | Inkling | MiMo-V2.5-Pro | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 79.8% | Coming soon | Coming soon |

### Mathematics

- Winner: Not comparable
- Inkling public-lane score: 58.3 (#11/12)
- MiMo-V2.5-Pro public-lane score: Coming soon

| Benchmark | Inkling | MiMo-V2.5-Pro | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 97.1% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | 33.333% | Coming soon | Coming soon |
| FrontierMath v2 (Tier 4) | 4.878% | Coming soon | Coming soon |

## FAQ

### Which is better overall, Inkling or MiMo-V2.5-Pro?

MiMo-V2.5-Pro is ahead overall on BenchLM right now.

### Where is the biggest gap between Inkling and MiMo-V2.5-Pro?

The widest category gap is in coding, where the averages are 34 for Inkling and 43.3 for MiMo-V2.5-Pro.

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

Inkling currently has 24 sourced benchmark scores on BenchLM.

### How many benchmarks does MiMo-V2.5-Pro cover on BenchLM?

MiMo-V2.5-Pro currently has 13 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Inkling vs Inkling-Small](/compare/inkling-vs-inkling-small)
- [MiMo-V2.5-Pro vs Inkling-Small](/compare/inkling-small-vs-mimo-v2-5-pro)
- [Inkling vs MiMo-V2.5](/compare/inkling-vs-mimo-v2-5)
- [MiMo-V2.5-Pro vs MiMo-V2.5](/compare/mimo-v2-5-vs-mimo-v2-5-pro)

## Explore More

- [Inkling profile](/models/inkling)
- [MiMo-V2.5-Pro profile](/models/mimo-v2-5-pro)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)