- Organizations
- Meituan
- LongCat-2.5
LongCat-2.5: Benchmarks, Pricing & Context Window
LongCat-2.5 is a language model from Meituan, released in November 2026, with multimodal input, a 1.0M-token context window, and pricing from $0.300/M input, $0.006/M cached input, $1.20/M output.
LongCat-2.5 is Meituan's native multimodal Mixture-of-Experts model for long-horizon agentic tasks, with about 1.6T total parameters and roughly 48B activated per token. It builds on LongCat-2.0 with stronger native visual understanding
LongCat-2.5 benchmarks
Capability tiers
Standing within each category, adjusted for leaderboard depth.
Real tasks performance
High-confidence performance for LongCat-2.5 across real-world prompt categories. Only 95% intervals at most 4 points wide are shown.
Performance by conversation depth
How LongCat-2.5 holds up as conversations get longer.
Quality Tracker
LongCat-2.5 Performance Across Datasets
Scores sourced from the model's scorecard, paper, or official blog posts
LongCat-2.5 pricing
Providers
LongCat-2.5 starts at $0.300 per million input tokens and $1.20 per million output tokens via Meituan. Reused prompt prefixes cost $0.0060 per million cached input tokens.
| Provider | Input $/M | Cached input $/M | Output $/M | Context in / out | TTFT p95 s | Output p5 c/s | Modalities in / out |
|---|---|---|---|---|---|---|---|
| $0.300 | $0.0060 | $1.20 | 1.0M/131.1K | — | — | / |
Cached input is the discounted price for prompt tokens served from a provider cache. TTFT is time to first token. Output is characters per second; p5 is the sustained floor exceeded by 95% of observed requests.
LongCat-2.5 context window
Input and output token limits for LongCat-2.5, plus how it ranks on long-context understanding.
Try now
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LongCat-2.5.
LongCat-2.5 latency
LongCat-2.5 time to first token, sustained output throughput, and failed-request rate from live model usage over the trailing 7 days.
LongCat-2.5 examples
Recent arena outputs from LongCat-2.5, picked from the highest-ranked matchups.
LongCat-2.5 license
LongCat-2.5 has 1.6T parameters.
- Parameters
- 1.6T
LongCat-2.5 resources
Official sources for LongCat-2.5: provider documentation, official playground, official launch post.
LongCat-2.5 vs other models
The most-compared alternatives to LongCat-2.5 are GPT-6 Astra, Muse Spark 1.3, Claude Opus 4.8. Open any pair side-by-side for benchmarks, pricing, context, and latency.
Models like LongCat-2.5
Models ranked just above and below LongCat-2.5 by LLM Stats score.
FAQ
Common questions about LongCat-2.5.