Laguna M.1 vs LongCat-2.5-Preview
Laguna M.1 comes out ahead, 68 to 52 on our weighted score, and it is the cheaper option too.
- Our pick
PoolsideLaguna M.1
68/100- ECI—
- PriceFree / Free
- Context262K
Meituan (LongCat)LongCat-2.5-Preview
52/100- ECI—
- Price$0.75 / $2.95
- Context1M
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Make it a three-way comparison.
Laguna M.1 is our pick
Laguna M.1 is the better all-round choice, scoring 68/100 against LongCat-2.5-Preview (52). It leads on price. LongCat-2.5-Preview wins on inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
- CapabilityNot enough dataNo independent benchmark covers every model here yet
- Lowest priceLaguna M.1Laguna M.1 Free · LongCat-2.5-Preview $1.30 per 1M tokens (3:1 blend)
- Longest contextLongCat-2.5-PreviewLongCat-2.5-Preview 1,000,000 · Laguna M.1 262,144 tokens
- Widest inputsLongCat-2.5-PreviewLaguna M.1: Text · LongCat-2.5-Preview: Text, Images
- Self-hostingLaguna M.1Publishes downloadable weights
| Measure | Weight | Laguna M.1 | LongCat-2.5-Preview |
|---|---|---|---|
| Price | 50% | 100 | 44 |
| Inputs & features | 30% | 35 | 60 |
| Context window | 20% | 37 | 60 |
| Overall | 100% | 68/100 | 52/100 |
Left out because at least one model lacks the data: capability. The remaining weights were rescaled.
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | Laguna M.1Poolside | LongCat-2.5-PreviewMeituan (LongCat) |
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | — | — |
| ECI rank | — | — |
| Price per million tokens | ||
| Input | Free (best) | $0.75 |
| Output | Free (best) | $2.95 |
| Cached input | — | — |
| Blended (3:1) | Free (best) | $1.30 |
| Long-context rate | Same rate | Same rate |
| Price source | Official Poolside API | Median of 1 providers |
| Limits | ||
| Context window | 262,144 tokens | 1,000,000 tokens (best) |
| Max output | 32,768 tokens | 131,072 tokens (best) |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | No | Yes |
| PDFs | No | No |
| Audio | No | No |
| Video | No | No |
| Reasoning | Yes | Yes |
| Tool calling | Yes | Yes |
| Structured output | No | No |
| Availability | ||
| Weights | Open | Proprietary |
| API model ID | poolside/laguna-m.1 | — |
| API providers | 2 | 2 |
| Released | Apr 28, 2026 | Sep 25, 2026 |
| Knowledge cutoff | — | — |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Laguna M.1Free
- LongCat-2.5-Preview$13.40
Which should you choose?
Which is better: Laguna M.1 or LongCat-2.5-Preview?
Laguna M.1 is the better all-round choice, scoring 68/100 against LongCat-2.5-Preview (52). It leads on price. LongCat-2.5-Preview wins on inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
Which is cheaper, Laguna M.1 or LongCat-2.5-Preview?
Laguna M.1 is cheaper at Free input / Free output per million tokens (official Poolside API price). LongCat-2.5-Preview costs $0.75 input / $2.95 output per million tokens (median across 1 API provider). Laguna M.1 is listed as free.
Which scores higher on benchmarks?
There is no independent benchmark that covers both models yet. Laguna M.1 has not been scored yet and LongCat-2.5-Preview has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Laguna M.1 and LongCat-2.5-Preview yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.
Which has the bigger context window?
LongCat-2.5-Preview has the largest context window at 1,000,000 tokens, against 262,144 for Laguna M.1. Maximum output per response: Laguna M.1 up to 32,768, LongCat-2.5-Preview up to 131,072 tokens.
Which can read images, PDFs, audio or video?
Laguna M.1 accepts text; LongCat-2.5-Preview accepts text and images. LongCat-2.5-Preview handles the widest range of inputs.
Are any of these open source?
Laguna M.1 publishes its weights and can be self-hosted; LongCat-2.5-Preview is proprietary.
Which is newer?
LongCat-2.5-Preview is the newest, released Sep 25, 2026. Laguna M.1 came out Apr 28, 2026.
How do you decide the winner?
Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Oct 4, 2026.
