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GLM-4.6 vs Mercury 3

Mercury 3 leads the LLM Stats Score 36.1 to 28.5. Mercury 3 is 5.4x cheaper per token.

Zhipu AI · Inception · Updated for 2026

Which is better?

Mercury 3 leads the overall LLM Stats Score 36.1 to 28.5, 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 5.4x 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 GLM-4.6

  • 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 5.4x 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
28.5
#156
36.1
#98
28.5
#149
34.8
#103
14.5
#153
21.5
#105
8.9
#151
19.4
#84
Cost, coverage & limits
Benchmark wins
0 of 1
1 of 1
Input price
$0.50 / M
$0.10 / M
Output price
$2.00 / M
$0.35 / M
Context window
202,752
1,000,000

Individual benchmarks

7 reported for GLM-4.6 · 12 for Mercury 3

1 shared

GLM-4.6 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, GLM-4.6 ($0.50/1M tokens) is 5.0x more expensive than Mercury 3 ($0.10/1M tokens).

For output processing, GLM-4.6 ($2.00/1M tokens) is 5.7x more expensive than Mercury 3 ($0.35/1M tokens).

In conclusion, GLM-4.6 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
Zhipu AI
GLM-4.6
Input tokens$0.50
Output tokens$2.00
Best providerDeepinfra
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 GLM-4.6's 202,752 tokens. GLM-4.6 can generate longer responses up to 202,752 tokens, while Mercury 3 is limited to 131,072 tokens.

Zhipu AI
GLM-4.6
Input202,752 tokens
Output202,752 tokens
Inception
Mercury 3
Input1,000,000 tokens
Output131,072 tokens
Thu Oct 22 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

GLM-4.6 supports multimodal inputs, whereas Mercury 3 does not.

GLM-4.6 can handle both text and other forms of data like images, making it suitable for multimodal applications.

GLM-4.6

Text
Images
Audio
Video

Mercury 3

Text
Images
Audio
Video

License

Usage and distribution terms

GLM-4.6 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.

GLM-4.6

MIT

Open weights

Mercury 3

Proprietary

Closed source

Release Timeline

When each model was launched

GLM-4.6 was released on 2025-09-30, while Mercury 3 was released on 2026-10-19.

Mercury 3 is 13 months newer than GLM-4.6.

GLM-4.6

Sep 30, 2025

1.1 years ago

Mercury 3

Oct 19, 2026

3 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

GLM-4.6 is available from DeepInfra, Fireworks. Mercury 3 is available from Inception.

GLM-4.6

deepinfra logo
Deepinfra
Input Price:Input: $0.50/1MOutput Price:Output: $2.00/1M
fireworks logo
Fireworks
Input Price:Input: $0.55/1MOutput Price:Output: $2.19/1M

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 GLM-4.6 and Mercury 3 side-by-side, then vote on the output you prefer.

GLM-4.6
✓ Preferred
Mercury 3
Open in Playground

FAQ

Common questions about GLM-4.6 vs Mercury 3.

Which is better, GLM-4.6 or Mercury 3?

Mercury 3 leads the LLM Stats Score 36.1 to 28.5. GLM-4.6 is made by Zhipu AI 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 GLM-4.6 compare to Mercury 3 in benchmarks?

GLM-4.6 scores AIME 2025: 93.9%, LiveCodeBench v6: 82.8%, GPQA: 81.0%, SWE-Bench Verified: 68.0%, BrowseComp: 45.1%. Mercury 3 scores GPQA: 89.2%, AA-LCR: 77.7%, IFBench: 76.8%, MRCR v2: 75.5%, DeepSearchQA: 71.3%.

Is GLM-4.6 cheaper than Mercury 3?

Mercury 3 is 5.0x cheaper for input tokens. GLM-4.6 costs $0.50/M input and $2.00/M output via deepinfra. Mercury 3 costs $0.10/M input and $0.35/M output via inception.

What are the context window sizes for GLM-4.6 and Mercury 3?

GLM-4.6 supports 203K 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 GLM-4.6 and Mercury 3?

Key differences include LLM Stats Score (28.5 vs 36.1), context window (203K vs 1.0M), input pricing ($0.50 vs $0.10/M), multimodal support (yes vs no), licensing (MIT vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes GLM-4.6 and Mercury 3?

GLM-4.6 is developed by Zhipu AI and Mercury 3 is developed by Inception.