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Head-to-head comparison

LongCat 2.0 vs Qwen3 VL 235B A22B Instruct

LongCat 2.0 (Meituan) and Qwen3 VL 235B A22B Instruct (Qwen) 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 17 August 2026

As of 17 August 2026, LongCat 2.0 holds the stronger ModelCap Index position (#50 vs #51); LongCat 2.0 is 1.6× cheaper per output token ($1.20/1M vs $1.90/1M); and LongCat 2.0 offers the longer context window (1M vs 262K tokens).

Which should you choose?

Choose LongCat 2.0 if…

  • you want the stronger overall ModelCap Index position — #50 against #51 (48.5 vs 47.3 points).
  • API cost matters — $1.20/1M output tokens against $1.90/1M, about 1.6× cheaper.
  • you need the longer context window — 1M tokens against 262K.
  • Artificial Analysis Intelligence Index is your yardstick — 34.0 against 14.4.
  • you want the more recently listed model — LongCat 2.0 was listed 20 July 2026, Qwen3 VL 235B A22B Instruct 23 September 2025.

Choose Qwen3 VL 235B A22B Instruct if…

  • your workload is prompt-heavy — input tokens cost $0.21/1M against $0.30/1M.
  • you want provider choice — 5 listed API providers against 1.

LongCat 2.0 vs Qwen3 VL 235B A22B Instruct: specs, pricing and context

Specification comparison of LongCat 2.0 and Qwen3 VL 235B A22B Instruct
FieldLongCat 2.0MeituanQwen3 VL 235B A22B InstructQwen
ModelCap Index position#50#51
Index score48.547.3
EvidenceMeasuredMeasured
Input price / 1M tokens$0.30$0.21
Output price / 1M tokens$1.20$1.90
Context window1M tokens262K tokens
Max output tokens262K33K
API providers listed15
Weight accessOpen weightsOpen weights
Input modalitiesTextText, Image
First listed20 July 202623 September 2025
PublisherMeituanQwen

Evidence: 1 public benchmark observation across 1 board · 3 public benchmark observations across 3 boards. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: LongCat 2.0 vs Qwen3 VL 235B A22B Instruct

Public benchmark boards where LongCat 2.0 or Qwen3 VL 235B A22B Instruct has a published result
BoardLongCat 2.0Qwen3 VL 235B A22B InstructLeads
Arena codingArena (LMArena)—14651452–1477Only one result
Artificial Analysis Intelligence IndexArtificial Analysis34.0intelligence-index14.4intelligence-indexLongCat 2.0

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 2.0 vs Qwen3 VL 235B A22B Instruct: common questions

Is LongCat 2.0 better than Qwen3 VL 235B A22B Instruct?

LongCat 2.0 ranks higher on the ModelCap Index as of 17 August 2026: #50 against #51. 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.

Is LongCat 2.0 cheaper than Qwen3 VL 235B A22B Instruct?

LongCat 2.0 is cheaper on output tokens: $1.20/1M against $1.90/1M. Input tokens are $0.30/1M for LongCat 2.0 and $0.21/1M for Qwen3 VL 235B A22B Instruct. Prices are the lowest listed API offer ModelCap observed, in USD per million tokens.

Which has the bigger context window, LongCat 2.0 or Qwen3 VL 235B A22B Instruct?

LongCat 2.0 has the larger context window: 1M tokens against 262K.

Which is better for coding, LongCat 2.0 or Qwen3 VL 235B A22B Instruct?

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 2.0 and Qwen3 VL 235B A22B Instruct open-weight models?

LongCat 2.0: Open weights. Qwen3 VL 235B A22B Instruct: Open weights. 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 2.0 and Qwen3 VL 235B A22B Instruct?

ModelCap currently lists 1 API provider for LongCat 2.0 and 5 for Qwen3 VL 235B A22B Instruct, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.

How current is this LongCat 2.0 vs Qwen3 VL 235B A22B Instruct comparison?

Every figure comes from the sealed ModelCap dataset published 17 August 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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