Capability badges appear only where the provider catalog explicitly lists support. A blank cell means the source is silent, not that the feature is absent.
Listed rates
Price across providers
Input price per million tokens as published by each provider. Bars are drawn from listed rates only — no traffic weighting, since the catalog observes no requests.
Lowest input$0.3/M
Across 2 priced providers
Median input$0.3/M
Midpoint of listed rates
Highest input$0.3/M
Same as the lowest listed rate
Output range$1.2 – $1.2
Per million output tokens
Vercel AI Gateway$0.3/M
LongCat$0.3/M
Cost calculator
Estimate a workload
$0.00
Excludes taxes, non-token charges, and tiered discounts.
2 providers list the identical $0.3 input rate, so price alone will not separate them — compare context limits, max output, and capabilities above.
Specification
Capabilities
Recorded from the source catalog and provider listings.
Every result stays attached to its source, version, metric and harness. Scores from different versions are never merged, and the profile below plots each benchmark against its own population rather than on a shared scale.
ModelBench does not infer quality from price, context size, or model name. When a source publishes a comparable result, it appears here with its version and link.
Answered directly from the stored record — nothing here is generated beyond the catalog's own fields.
What is LongCat-2.5-Preview?
Meituan's multimodal reasoning model for coding and agent tasks, with image understanding and a 1M-token context window. It is published by Meituan and catalogued here from Models.dev.
How much does LongCat-2.5-Preview cost?
Listed input pricing starts at $0.3 per million tokens from Vercel AI Gateway.
What is the context length of LongCat-2.5-Preview?
LongCat-2.5-Preview accepts up to 1M tokens of context and returns up to 131.072K output tokens.
Does LongCat-2.5-Preview support tool calling and structured output?
Provider catalogs list support for tool calling, reasoning, and image input.
Which providers serve LongCat-2.5-Preview?
2 providers list this model: Vercel AI Gateway, LongCat.
Are the weights for LongCat-2.5-Preview open?
No. This model is served through hosted APIs only.
When was LongCat-2.5-Preview released?
The catalog records a release date of 2026-09-25, last verified Oct 24, 2026.
LongCat