DeepSeek V4 Pro 0423 vs Gemini 3.1 Pro Preview

API pricing, context window and capabilities for DeepSeek V4 Pro 0423 and Gemini 3.1 Pro Preview, side by side. Prices are the cheapest serving route per 1M tokens, verified against LiteLLM and OpenRouter.

Verdict

computed from the published numbers

DeepSeek V4 Pro 0423 wins on price and on intelligence.

Price
DeepSeek V4 Pro 0423
Coding
Tied
Intelligence
DeepSeek V4 Pro 0423
Context window
Tied

Key takeaways

who wins on what, from the published numbers

DeepSeek V4 Pro 0423 wins

  • Cheaper input ($0.43 vs $2.00 /1M)
  • Cheaper output ($0.87 vs $12.00 /1M)
  • Higher max output (512K vs 66K)
  • More serving providers (10 vs 4)

Gemini 3.1 Pro Preview wins

  • Supports vision
  • Supports audio
  • Has web search
Cheaper overall
DeepSeek V4 Pro 0423
$0.43 + $0.87 /1M
Larger context
Tied
More providers
DeepSeek V4 Pro 0423
10 providers

Pricing & specs

cheapest serving route · per 1M tokens
DeepSeek V4 Pro 0423Gemini 3.1 Pro Preview
Input $/1M$0.43 best$2.00
Output $/1M$0.87 best$12.00
Context window1M 1M
Max output512K best66K
Serving providers10 best4
Released2026-04-24 2026-02-19

Benchmarks

Artificial Analysis indices, side by side
DeepSeek V4 Pro 0423Gemini 3.1 Pro Preview
Intelligence53.2 best47.7
Coding68.8 68.8
GPQA Diamond93% 94% best
Output speed68 t/s 118 t/s best
Latency (TTFT)1.75s best29.48s

Cost calculator

choose a serving route for each side
Input tokens / month
Output tokens / month
DeepSeek V4 Pro 0423
via Tencent
$3.04
Gemini 3.1 Pro Preview
via Vertex AI
$22

Capabilities

feature support, side by side
FeatureDeepSeek V4 Pro 0423Gemini 3.1 Pro Preview
Vision
Tool use
Reasoning
Audio
Prompt caching
Structured output
Web search

Related comparisons

Frequently asked questions

Which is cheaper, DeepSeek V4 Pro 0423 or Gemini 3.1 Pro Preview?
DeepSeek V4 Pro 0423 is cheaper for input ($0.43 vs $2.00 per 1M tokens). DeepSeek V4 Pro 0423 is cheaper for output ($0.87 vs $12.00 per 1M tokens).
What is the context window difference between DeepSeek V4 Pro 0423 and Gemini 3.1 Pro Preview?
Both DeepSeek V4 Pro 0423 and Gemini 3.1 Pro Preview have about a 1M-token context window.
How do DeepSeek V4 Pro 0423 and Gemini 3.1 Pro Preview compare on benchmarks?
On the tracked Artificial Analysis indices, they score about the same on coding, and DeepSeek V4 Pro 0423 leads on intelligence.
Pricing verified against LiteLLM + OpenRouter + provider pages · refreshed daily

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