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LongCat-Flash-Thinking vs Mercury 3

Mercury 3 leads the LLM Stats Score 36.1 to 28.2. Mercury 3 is 3.2x cheaper per token.

Meituan · Inception · Updated for 2026

Which is better?

Mercury 3 leads the overall LLM Stats Score 36.1 to 28.2, ranking #98 overall.

In the 1 individual benchmarks reported for both models, Mercury 3 wins 1; this is a narrower head-to-head signal than the composite indexes.

On price, Mercury 3 is roughly 3.2x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Mercury 3 also accepts a larger context window (1,000,000 input tokens), making it the stronger choice for long documents and large codebases.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose LongCat-Flash-Thinking

  • you need open weights you can self-host or fine-tune

Choose Mercury 3

  • overall performance matters — it scores 36.1 and ranks #98 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • cost matters — it's about 3.2x cheaper per token
  • you process long inputs — it offers a 1,000,000 token context window
  • you want the most recent training data — it shipped Oct 2026

At a glance

The differences that matter most.

Core performance indexes
28.2
#157
36.1
#98
28.4
#150
34.8
#103
13.6
#158
21.5
#105
12.9
#118
19.4
#84
Cost, coverage & limits
Benchmark wins
0 of 1
1 of 1
Input price
$0.30 / M
$0.10 / M
Output price
$1.20 / M
$0.35 / M
Context window
128,000
1,000,000

Individual benchmarks

14 reported for LongCat-Flash-Thinking · 12 for Mercury 3

1 shared

LongCat-Flash-Thinking outperforms in 0 benchmarks, while Mercury 3 is better at 1 benchmark (GPQA).

Mercury 3 significantly outperforms across most benchmarks.

Thu Oct 22 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Mercury 3 costs less

For input processing, LongCat-Flash-Thinking ($0.30/1M tokens) is 3.0x more expensive than Mercury 3 ($0.10/1M tokens).

For output processing, LongCat-Flash-Thinking ($1.20/1M tokens) is 3.4x more expensive than Mercury 3 ($0.35/1M tokens).

In conclusion, LongCat-Flash-Thinking is more expensive than Mercury 3.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Thu Oct 22 2026 • llm-stats.com
Meituan
LongCat-Flash-Thinking
Input tokens$0.30
Output tokens$1.20
Best providerMeituan
Inception
Mercury 3
Input tokens$0.10
Output tokens$0.35
Best providerInception
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

Mercury 3 accepts 1,000,000 input tokens compared to LongCat-Flash-Thinking's 128,000 tokens. Mercury 3 can generate longer responses up to 131,072 tokens, while LongCat-Flash-Thinking is limited to 128,000 tokens.

Meituan
LongCat-Flash-Thinking
Input128,000 tokens
Output128,000 tokens
Inception
Mercury 3
Input1,000,000 tokens
Output131,072 tokens
Thu Oct 22 2026 • llm-stats.com

License

Usage and distribution terms

LongCat-Flash-Thinking is licensed under MIT, while Mercury 3 uses a proprietary license.

License differences may affect how you can use these models in commercial or open-source projects.

LongCat-Flash-Thinking

MIT

Open weights

Mercury 3

Proprietary

Closed source

Release Timeline

When each model was launched

LongCat-Flash-Thinking was released on 2025-09-22, while Mercury 3 was released on 2026-10-19.

Mercury 3 is 13 months newer than LongCat-Flash-Thinking.

LongCat-Flash-Thinking

Sep 22, 2025

1.1 years ago

Mercury 3

Oct 19, 2026

0 days ago

1.1yr newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Provider Availability

LongCat-Flash-Thinking is available from Meituan. Mercury 3 is available from Inception.

LongCat-Flash-Thinking

meituan logo
Meituan
Input Price:Input: $0.30/1MOutput Price:Output: $1.20/1M

Mercury 3

inception logo
Inception
Input Price:Input: $0.10/1MOutput Price:Output: $0.35/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against LongCat-Flash-Thinking and Mercury 3 side-by-side, then vote on the output you prefer.

LongCat-Flash-Thinking
✓ Preferred
Mercury 3
Open in Playground

FAQ

Common questions about LongCat-Flash-Thinking vs Mercury 3.

Which is better, LongCat-Flash-Thinking or Mercury 3?

Mercury 3 leads the LLM Stats Score 36.1 to 28.2. LongCat-Flash-Thinking is made by Meituan and Mercury 3 is made by Inception. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does LongCat-Flash-Thinking compare to Mercury 3 in benchmarks?

LongCat-Flash-Thinking scores MATH-500: 99.2%, ZebraLogic: 95.5%, AIME 2024: 93.3%, AIME 2025: 90.6%, MMLU-Redux: 89.3%. Mercury 3 scores GPQA: 89.2%, AA-LCR: 77.7%, IFBench: 76.8%, MRCR v2: 75.5%, DeepSearchQA: 71.3%.

Is LongCat-Flash-Thinking cheaper than Mercury 3?

Mercury 3 is 3.0x cheaper for input tokens. LongCat-Flash-Thinking costs $0.30/M input and $1.20/M output via meituan. Mercury 3 costs $0.10/M input and $0.35/M output via inception.

What are the context window sizes for LongCat-Flash-Thinking and Mercury 3?

LongCat-Flash-Thinking supports 128K tokens and Mercury 3 supports 1.0M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between LongCat-Flash-Thinking and Mercury 3?

Key differences include LLM Stats Score (28.2 vs 36.1), context window (128K vs 1.0M), input pricing ($0.30 vs $0.10/M), licensing (MIT vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes LongCat-Flash-Thinking and Mercury 3?

LongCat-Flash-Thinking is developed by Meituan and Mercury 3 is developed by Inception.