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DeepSeek-R1-0528 vs Mercury 3

Mercury 3 leads the LLM Stats Score 36.1 to 23.6. Mercury 3 is 5.6x cheaper per token.

DeepSeek · Inception · Updated for 2026

Which is better?

Mercury 3 leads the overall LLM Stats Score 36.1 to 23.6, 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 5.6x 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 DeepSeek-R1-0528

  • 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 and coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • cost matters — it's about 5.6x 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
23.6
#192
36.1
#98
23.2
#188
34.8
#103
7.4
#206
21.5
#105
-12.2
#211
19.4
#84
Cost, coverage & limits
Benchmark wins
0 of 1
1 of 1
Input price
$0.50 / M
$0.10 / M
Output price
$2.15 / M
$0.35 / M
Context window
163,840
1,000,000

Individual benchmarks

16 reported for DeepSeek-R1-0528 · 12 for Mercury 3

1 shared

DeepSeek-R1-0528 outperforms in 0 benchmarks, while Mercury 3 is better at 1 benchmark (GPQA).

Mercury 3 significantly outperforms across most benchmarks.

Wed Oct 28 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, DeepSeek-R1-0528 ($0.50/1M tokens) is 5.0x more expensive than Mercury 3 ($0.10/1M tokens).

For output processing, DeepSeek-R1-0528 ($2.15/1M tokens) is 6.1x more expensive than Mercury 3 ($0.35/1M tokens).

In conclusion, DeepSeek-R1-0528 is more expensive than Mercury 3.*

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

Lowest available price from all providers
Wed Oct 28 2026 • llm-stats.com
DeepSeek
DeepSeek-R1-0528
Input tokens$0.50
Output tokens$2.15
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 DeepSeek-R1-0528's 163,840 tokens. DeepSeek-R1-0528 can generate longer responses up to 163,840 tokens, while Mercury 3 is limited to 131,072 tokens.

DeepSeek
DeepSeek-R1-0528
Input163,840 tokens
Output163,840 tokens
Inception
Mercury 3
Input1,000,000 tokens
Output131,072 tokens
Wed Oct 28 2026 • llm-stats.com

License

Usage and distribution terms

DeepSeek-R1-0528 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.

DeepSeek-R1-0528

MIT

Open weights

Mercury 3

Proprietary

Closed source

Release Timeline

When each model was launched

DeepSeek-R1-0528 was released on 2025-05-28, while Mercury 3 was released on 2026-10-19.

Mercury 3 is 17 months newer than DeepSeek-R1-0528.

DeepSeek-R1-0528

May 28, 2025

1.4 years ago

Mercury 3

Oct 19, 2026

1 weeks ago

1.4yr 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

DeepSeek-R1-0528 is available from DeepInfra, DeepSeek, Novita. Mercury 3 is available from Inception.

DeepSeek-R1-0528

deepinfra logo
Deepinfra
Input Price:Input: $0.50/1MOutput Price:Output: $2.15/1M
deepseek logo
DeepSeek
Input Price:Input: $0.55/1MOutput Price:Output: $2.19/1M
novita logo
Novita
Input Price:Input: $0.70/1MOutput Price:Output: $2.50/1M

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 DeepSeek-R1-0528 and Mercury 3 side-by-side, then vote on the output you prefer.

DeepSeek-R1-0528
✓ Preferred
Mercury 3
Open in Playground

FAQ

Common questions about DeepSeek-R1-0528 vs Mercury 3.

Which is better, DeepSeek-R1-0528 or Mercury 3?

Mercury 3 leads the LLM Stats Score 36.1 to 23.6. DeepSeek-R1-0528 is made by DeepSeek 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 DeepSeek-R1-0528 compare to Mercury 3 in benchmarks?

DeepSeek-R1-0528 scores MMLU-Redux: 93.4%, SimpleQA: 92.3%, AIME 2024: 91.4%, AIME 2025: 87.5%, MMLU-Pro: 85.0%. Mercury 3 scores GPQA: 89.2%, AA-LCR: 77.7%, IFBench: 76.8%, MRCR v2: 75.5%, DeepSearchQA: 71.3%.

Is DeepSeek-R1-0528 cheaper than Mercury 3?

Mercury 3 is 5.0x cheaper for input tokens. DeepSeek-R1-0528 costs $0.50/M input and $2.15/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 DeepSeek-R1-0528 and Mercury 3?

DeepSeek-R1-0528 supports 164K 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 DeepSeek-R1-0528 and Mercury 3?

Key differences include LLM Stats Score (23.6 vs 36.1), context window (164K vs 1.0M), input pricing ($0.50 vs $0.10/M), licensing (MIT vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes DeepSeek-R1-0528 and Mercury 3?

DeepSeek-R1-0528 is developed by DeepSeek and Mercury 3 is developed by Inception.