Model comparison
Laguna M.1 vs MiMo-V2-Pro
Head-to-head evidence from 1 shared benchmark result across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Laguna M.1 unranked (Not scored); MiMo-V2-Pro #23 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Laguna M.1 and MiMo-V2-Pro share 1 comparable benchmark result. 1 of 8 categories are comparable. 4 results are unique to Laguna M.1; 14 to MiMo-V2-Pro.
Updated July 27, 2026- Shared results
- 1
- Laguna M.1 only
- 4
- MiMo-V2-Pro only
- 14
- Comparable categories
- 1 / 8
Treat this as a split decision. Laguna M.1 makes more sense if its workflow fits your team better; MiMo-V2-Pro is the better fit if coding is the priority or you need the larger 1M context window.
Confidence note. This is a partial-evidence comparison with 1 shared benchmark result across 1 evidence category; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
Laguna M.1 and MiMo-V2-Pro finish on the same BenchAlign overall score, so this is less about a single winner and more about where the edge shows up. The BenchAlign headline says tie; the benchmark table is where the real choice happens.
MiMo-V2-Pro gives you the larger context window at 1M, compared with 256K for Laguna M.1.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | Laguna M.1 | Δ | MiMo-V2-Pro |
|---|---|---|---|
| Coding | Laguna M.164.8 | Margin→ 13.2 | MiMo-V2-Pro78.0 |
| Agentic | Laguna M.145.8 | MarginNo overlap | MiMo-V2-ProNot measured |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
SWE-bench Verified
CodingA 74.6%B 78%Winner: MiMo-V2-ProΔ 3.4SWE-bench Verified: Laguna M.1 scored 74.6%; MiMo-V2-Pro scored 78%. MiMo-V2-Pro wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Laguna M.1 | MiMo-V2-Pro | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Laguna M.1Not available | MiMo-V2-ProNot available | A complete price comparison is not available. |
| Generation speedtokens per second | Laguna M.1Not available | MiMo-V2-ProNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Laguna M.1Not available | MiMo-V2-ProNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Laguna M.1256K | MiMo-V2-Pro1M | MiMo-V2-Pro lists the larger context window. |
Benchmark Deep Dive
Agentic5 benchmarks
CodingMiMo-V2-Pro wins5 benchmarks
Reasoning2 benchmarks
Knowledge6 benchmarks
| Benchmark | Laguna M.1 | MiMo-V2-Pro | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | — | 40.3% | Not comparable |
| AA-GPQA DiamondSource | — | 87.0% | Not comparable |
| AA-HLESource | — | 28.3% | Not comparable |
| AA-Omniscience IndexSource | — | 4.9% | Not comparable |
| AA-Omniscience AccuracySource | — | 26.8% | Not comparable |
| AA-Omniscience Hallucination RateSource | — | 29.9% | Not comparable |
Inst. Following1 benchmarks
| Benchmark | Laguna M.1 | MiMo-V2-Pro | Result |
|---|---|---|---|
| AA-IFBenchSource | — | 68.8% | Not comparable |
Frequently Asked Questions (2)
Which is better, Laguna M.1 or MiMo-V2-Pro?
Laguna M.1 and MiMo-V2-Pro are tied on the BenchAlign overall score, so the right pick depends on which category matters most for your use case.
Which is better for coding, Laguna M.1 or MiMo-V2-Pro?
MiMo-V2-Pro has the edge for coding in this comparison, averaging 78 versus 64.8. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.
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