Real data comparison
DeepSeek: DeepSeek V4 Pro 0423 vs Google: Gemini 3.7 Flash (batch)
On quality, Google: Gemini 3.7 Flash (batch) leads (56 vs 53.2). On price, Google: Gemini 3.7 Flash (batch) is cheaper ($0.75 vs $1.98 per 1M). In real production usage, DeepSeek: DeepSeek V4 Pro 0423 is used more (rank #7 vs #12 of 312). Across 4 real task categories where both models have classified traffic, Google: Gemini 3.7 Flash (batch) handles more of the traffic in 3 of them.
- DeepSeek: DeepSeek V4 Pro 0423
- Google: Gemini 3.7 Flash (batch)
Head-to-head by real task
DeepSeek: DeepSeek V4 Pro 0423 leads 1 of 4 shared task categories by real classified traffic share; Google: Gemini 3.7 Flash (batch) leads 3. Not a benchmark score - this is what developers actually route to each model for, per OpenRouter's task classification.
| Task | DeepSeek: DeepSeek V4 Pro 0423 | Google: Gemini 3.7 Flash (batch) |
|---|---|---|
| Shell Execution | 8.1% | 13.9% |
| Debugging | 2.3% | 5.4% |
| Workflow Execution | 2.5% | 4.7% |
| Math | 5.1% | 3.3% |
Usage share over time
- DeepSeek: DeepSeek V4 Pro 0423
- Google: Gemini 3.7 Flash (batch)
Frequently asked questions
DeepSeek: DeepSeek V4 Pro 0423 vs Google: Gemini 3.7 Flash (batch): which is better quality?
Google: Gemini 3.7 Flash (batch) scores higher on Artificial Analysis's Intelligence Index (56 vs 53.2).
DeepSeek: DeepSeek V4 Pro 0423 vs Google: Gemini 3.7 Flash (batch): which is cheaper?
Google: Gemini 3.7 Flash (batch) is cheaper at $0.75/1M vs $1.98/1M.
DeepSeek: DeepSeek V4 Pro 0423 vs Google: Gemini 3.7 Flash (batch): which is used more?
DeepSeek: DeepSeek V4 Pro 0423 has higher real OpenRouter usage share (rank #7 vs #12 of 312).
DeepSeek: DeepSeek V4 Pro 0423 vs Google: Gemini 3.7 Flash (batch): which wins more real-world task categories?
Google: Gemini 3.7 Flash (batch) handles more traffic in 3 of 4 shared task categories where both models have classified OpenRouter usage.
Source: OpenRouter (openrouter.ai/rankings), as of August 28, 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.
