LongCat Flash Thinking
meituan/longcat-flash-thinkingمن meituan · العائلة: longcat · أُصدِر 2025-09-23 · تاريخ المعرفة: 2024-10
Prices in USD per 1M tokens. Unknown means the provider does not publish per-token pricing.
القدرات
Model fit scores
0–100 · higher is betterThese scores reward declared capabilities, context size, price and provider availability — they are not benchmark results. Use them as a directional signal alongside your own evaluation.
Coding53
- Tool calling40/40
- Structured output0/20
- Reasoning10/10
- Context window (100K → 1M)2/20
- Provider availability1/10
Agents56
- Tool calling35/35
- Structured output0/25
- Reasoning15/15
- Output token limit5/15
- Provider availability1/10
JSON / structured output47
- Structured output / JSON mode0/50
- Tool calling20/20
- Temperature control10/10
- Price-friendly for high-volume17/20
Cost efficiency57
- Headline price (log-scaled)57/95
- Has prompt-cache pricing0/5
Long context45
- Context window (100K → 2M)35/90
- Has published price for full window10/10
Production-readiness65
- Number of independent providers5/40
- Has published per-token price20/20
- Context window ≥ 8K15/15
- No data inconsistencies across providers10/10
- Official model (not derivative)15/15
Cost Efficiency Index
Open full calculator →Estimated cost using the recommended provider's headline rate. Each scenario fixes average input/output tokens — the assumptions are shown in the third column.
| Scenario | Cost | Assumption |
|---|---|---|
RAG answer per 1,000 RAG answers | $1.50 < $0.01 per request | 5K input tokens (query + 4 retrieved chunks of ~1K each) and a 500-token answer. Typical SaaS knowledge-base bot. |
Support ticket triage per 10,000 tickets | $3.00 < $0.01 per request | 1K input tokens (ticket body + system prompt) and a 100-token JSON classification reply. High-volume customer support. |
Data extraction per 1,000 documents | $1.05 < $0.01 per request | 2K input tokens (a single document page) and a 500-token JSON extraction. ETL / invoice / form pipelines. |
Code review per 1,000 PRs | $2.70 < $0.01 per request | 8K input tokens (diff + surrounding files) and a 1K-token review comment. PR-bot workloads. |
Agent step per 1,000 steps | $2.70 < $0.01 per request | 12K input tokens (long-running tool history) and a 600-token tool-call decision. Cost per agent step. |
تفاصيل التسعير
السعر المُوصى به من vercel · meituan/longcat-flash-thinking
متاح لدى 1 مزود
| المزود | معرف نموذج المزود | إدخال / 1M | إخراج / 1M | السياق | تاريخ الإصدار |
|---|---|---|---|---|---|
| Vercel AI Gateway vercel | meituan/longcat-flash-thinking | $0.150 | $1.50 | 128K | 2025-09-23 |
Frequently asked questions
How much does LongCat Flash Thinking cost?
LongCat Flash Thinking costs $0.150 per 1M input tokens and $1.50 per 1M output tokens, sourced from vercel. Cache reads, audio tokens and >200K-context tiers (where applicable) are listed in the Pricing detail block above.
What is the context window of LongCat Flash Thinking?
LongCat Flash Thinking has a context window of 128K tokens, with a max output of 8K tokens per reply. This is the total combined size of prompt + completion.
Does LongCat Flash Thinking support tool calling?
Yes. LongCat Flash Thinking supports tool calling (function calling). This makes it suitable for production agent and automation workloads where the model has to invoke external functions reliably.
Does LongCat Flash Thinking support structured output / JSON mode?
Support for structured output / JSON-schema-constrained decoding is not reported for LongCat Flash Thinking in our data source. Verify with meituan's official documentation before relying on it in production.
Can LongCat Flash Thinking accept image input?
No. LongCat Flash Thinking only accepts text as input. If you need image input, see our /capabilities/vision list for current vision-capable models.
Is LongCat Flash Thinking open-weight?
No. LongCat Flash Thinking is a proprietary model — only meituan (and any approved hosting partners) can serve it. The pricing above reflects the cheapest API access.
What are the best alternatives to LongCat Flash Thinking?
If LongCat Flash Thinking doesn't fit, consider LongCat Flash Chat, Meituan/Longcat-Flash-Lite, LongCat Flash Thinking 2601. Each one targets the same use case — see the Related links below for direct head-to-head pages.
Where does this data come from?
All numbers come from the public models.dev API and are normalised into a single canonical model record. We re-pull daily and write any changes (price, context, capability) to the /changelog page.
Explore more
More meituan models
- LongCat Flash ChatUnknown pricing
- Meituan/Longcat-Flash-LiteUnknown pricing
- LongCat Flash Thinking 2601Unknown pricing
Capability lists this model is in
آخر تحديث:
Data is sourced from models.dev and normalized for comparison. Prices and capabilities may change. Always verify critical production decisions with the provider's official documentation.