SmophyAI

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Themed ranking

Best for coding

Ranked by real coding-task usage share, weighted across nine real OpenRouter coding tags (file I/O, debugging, code review, and more).

As of September 23, 2026, Z.ai: GLM 5.3 Flash (batch) ranks #1 for best for coding at coding traffic share 24.7%.

  1. #1 Z.ai: GLM 5.3 Flash (batch) - Coding traffic share 24.7%
  2. #2 DeepSeek: DeepSeek V4.1 Flash (batch) - Coding traffic share 21.4%
  3. #3 OpenAI: GPT-5.6 Luna (batch) - Coding traffic share 13.1%
  4. #4 Xiaomi: MiMo-V2.5 - Coding traffic share 9.2%
  5. #5 DeepSeek: DeepSeek V4 Flash 0423 - Coding traffic share 8.1%
  6. #6 Tencent: Hy4 preview - Coding traffic share 4.9%
  7. #7 Z.ai: GLM 5.3 (batch) - Coding traffic share 4.4%
  8. #8 NVIDIA: Nemotron 3 Ultra (free) - Coding traffic share 4.2%
  9. #9 Z.ai: GLM 5.2 (free) - Coding traffic share 2.0%
  10. #10 OpenAI: GPT-6 Astra (batch) - Coding traffic share 1.6%
16 eligible models, sorted by coding traffic share
#ModelCoding traffic share
01Z.ai: GLM 5.3 Flash (batch)24.7%
02DeepSeek: DeepSeek V4.1 Flash (batch)21.4%
03OpenAI: GPT-5.6 Luna (batch)13.1%
04Xiaomi: MiMo-V2.59.2%
05DeepSeek: DeepSeek V4 Flash 04238.1%
06Tencent: Hy4 preview4.9%
07Z.ai: GLM 5.3 (batch)4.4%
08NVIDIA: Nemotron 3 Ultra (free)4.2%
09Z.ai: GLM 5.2 (free)2.0%
10OpenAI: GPT-6 Astra (batch)1.6%
11Google: Gemini 3.8 Flash (batch)1.5%
12Tencent: Hy31.4%
13Meta: Muse Spark 1.3 Contributor1.3%
14OpenAI: GPT-5.6 Sol (batch)1.1%
15Upstage: Solar Pro 40.7%
16DeepSeek: DeepSeek V4 Pro 04230.6%

Source: OpenRouter (openrouter.ai/rankings), as of September 23, 2026.

Benchmark scores: Artificial Analysis (artificialanalysis.ai) via OpenRouter (openrouter.ai/rankings).

Methodology: www.smophy.ai/benchmark/methodology

Token counts originate from each provider's own tokenizer and are not directly comparable across providers.