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Mercury 3 vs Step3-VL-10B

Mercury 3 leads the LLM Stats Score 36.1 to 25.2.

Inception · StepFun · Updated for 2026

Which is better?

Mercury 3 leads the overall LLM Stats Score 36.1 to 25.2, ranking #98 overall.

In the 1 individual benchmarks reported for both models, Step3-VL-10B wins 1; this is a narrower head-to-head signal than the composite indexes.

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

Choose Mercury 3

  • overall performance matters — it scores 36.1 and ranks #98 on LLM Stats
  • you want the most recent training data — it shipped Oct 2026

Choose Step3-VL-10B

  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Core performance indexes
36.1
#98
25.2
#182
34.8
#103
25.2
#176
Cost, coverage & limits
Benchmark wins
0 of 1
1 of 1
Input price
$0.10 / M
— / M
Output price
$0.35 / M
— / M
Context window
1,000,000
—

Individual benchmarks

12 reported for Mercury 3 · 6 for Step3-VL-10B

1 shared

Mercury 3 outperforms in 0 benchmarks, while Step3-VL-10B is better at 1 benchmark (Multi-Challenge).

Step3-VL-10B significantly outperforms across most benchmarks.

Thu Oct 22 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Context Window

Maximum input and output token capacity

Only Mercury 3 specifies input context (1,000,000 tokens). Only Mercury 3 specifies output context (131,072 tokens).

Inception
Mercury 3
Input1,000,000 tokens
Output131,072 tokens
StepFun
Step3-VL-10B
Input- tokens
Output- tokens
Thu Oct 22 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Step3-VL-10B supports multimodal inputs, whereas Mercury 3 does not.

Step3-VL-10B can handle both text and other forms of data like images, making it suitable for multimodal applications.

Mercury 3

Text
Images
Audio
Video

Step3-VL-10B

Text
Images
Audio
Video

License

Usage and distribution terms

Mercury 3 is licensed under a proprietary license, while Step3-VL-10B uses Apache 2.0.

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

Mercury 3

Proprietary

Closed source

Step3-VL-10B

Apache 2.0

Open weights

Release Timeline

When each model was launched

Mercury 3 was released on 2026-10-19, while Step3-VL-10B was released on 2026-01-15.

Mercury 3 is 9 months newer than Step3-VL-10B.

Mercury 3

Oct 19, 2026

3 days ago

9mo newer
Step3-VL-10B

Jan 15, 2026

9 months ago

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

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Mercury 3 and Step3-VL-10B side-by-side, then vote on the output you prefer.

Mercury 3
✓ Preferred
Step3-VL-10B
Open in Playground

FAQ

Common questions about Mercury 3 vs Step3-VL-10B.

Which is better, Mercury 3 or Step3-VL-10B?

Mercury 3 leads the LLM Stats Score 36.1 to 25.2. Mercury 3 is made by Inception and Step3-VL-10B is made by StepFun. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Mercury 3 compare to Step3-VL-10B in benchmarks?

Mercury 3 scores GPQA: 89.2%, AA-LCR: 77.7%, IFBench: 76.8%, MRCR v2: 75.5%, DeepSearchQA: 71.3%. Step3-VL-10B scores MMBench: 91.8%, AIME 2025: 87.7%, MathVista: 84.0%, MMMU: 78.1%, MathVision: 70.8%.

What are the context window sizes for Mercury 3 and Step3-VL-10B?

Mercury 3 supports 1.0M tokens and Step3-VL-10B supports an unknown number of tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Mercury 3 and Step3-VL-10B?

Key differences include LLM Stats Score (36.1 vs 25.2), multimodal support (no vs yes), licensing (Proprietary vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes Mercury 3 and Step3-VL-10B?

Mercury 3 is developed by Inception and Step3-VL-10B is developed by StepFun.