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Head-to-head comparison

LongCat Flash Chat vs Laguna XS 2.1

LongCat Flash Chat (Meituan Longcat) and Laguna XS 2.1 (Poolside) compared on the ModelCap Index, API price, context window, provider availability, weight access and every public benchmark board they share. Figures are the same ones shown on the live rankings; nothing here is a hidden score.

Snapshot as of 19 September 2026

As of 19 September 2026, LongCat Flash Chat holds the stronger ModelCap Index position (#77 vs #79); and LongCat Flash Chat ships open weights.

Which should you choose?

Choose LongCat Flash Chat if…

  • you want the stronger overall ModelCap Index position — #77 against #79 (54.8 vs 53.8 points).
  • you want to self-host: LongCat Flash Chat ships open weights while Laguna XS 2.1 is restricted license.

Choose Laguna XS 2.1 if…

  • you want provider choice — 1 listed API providers against 0.
  • you want the more recently listed model — Laguna XS 2.1 was listed 2 July 2026, LongCat Flash Chat 29 August 2025.

LongCat Flash Chat vs Laguna XS 2.1: specs, pricing and context

Specification comparison of LongCat Flash Chat and Laguna XS 2.1
FieldLongCat Flash ChatMeituan LongcatLaguna XS 2.1Poolside
ModelCap Index position#77#79
Index score54.853.8
EvidenceEstimatedEstimated
Input price / 1M tokensUnlisted$0.06
Output price / 1M tokensUnlisted$0.12
Context window— tokens262K tokens
Max output tokens33K
API providers listed01
Weight accessOpen weightsRestricted license
Input modalitiesTextText
First listed29 August 20252 July 2026
PublisherMeituan LongcatPoolside

Evidence: global-corpus-prior over 195 held-out anchors (9%); launch card against 4 resolved peers on 12 rows (91%); exceeds every named peer on 2 of 12 rows; optimism haircut 0 from cross-lab-probe; shrunk 0.2 toward the measured corpus · 3 reported rows against measured corpus ladders (47%); global-corpus-prior over 195 held-out anchors (53%); shrunk 1.3 toward the measured corpus. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: LongCat Flash Chat vs Laguna XS 2.1

Neither model has a published result on a public benchmark board ModelCap tracks yet.

Scores are the sources' own published figures for each model's best evaluated configuration; ModelCap never re-runs a benchmark.

Want a different pairing? Open the interactive comparison tool to swap either model for any current ranked language model.

LongCat Flash Chat vs Laguna XS 2.1: common questions

Is LongCat Flash Chat better than Laguna XS 2.1?

LongCat Flash Chat ranks higher on the ModelCap Index as of 19 September 2026: #77 against #79. That is a capability ranking built from public benchmark evidence with published uncertainty; whether it is "better" for you also depends on price, context and where you can run it. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.

Is LongCat Flash Chat cheaper than Laguna XS 2.1?

At least one of the two has no listed API price on ModelCap right now, so no price comparison is made.

Which has the bigger context window, LongCat Flash Chat or Laguna XS 2.1?

Both publish a —-token context window.

Which is better for coding, LongCat Flash Chat or Laguna XS 2.1?

The two models do not share a coding benchmark board on ModelCap yet, so no head-to-head coding score is published; the ModelCap Index position is the closest overall signal.

Are LongCat Flash Chat and Laguna XS 2.1 open-weight models?

LongCat Flash Chat: Open weights. Laguna XS 2.1: Restricted license. Open weights mean the checkpoint can be downloaded and self-hosted under its licence; API-only models are available solely through hosted endpoints.

Where can I run LongCat Flash Chat and Laguna XS 2.1?

ModelCap currently lists 0 API providers for LongCat Flash Chat and 1 for Laguna XS 2.1, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.

How current is this LongCat Flash Chat vs Laguna XS 2.1 comparison?

Every figure comes from the sealed ModelCap dataset published 19 September 2026; the page re-renders within a minute of each data refresh, and the ModelCap Index positions are the same ones shown on the live rankings.

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