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DeepSeek V4 Flash vs Gemini 3.1 Pro Preview

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for DeepSeek V4 Flash and Gemini 3.1 Pro Preview.

DeepSeek

DeepSeek V4 Flash

DeepSeek V4 Flash is an efficiency-optimized Mixture-of-Experts model from DeepSeek with 284B total parameters and 13B activated parameters, supporting a 1M-token context window. It is designed for fast inference and...

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Google

Gemini 3.1 Pro Preview

Gemini 3.1 Pro Preview is Google’s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows. Building on the multimodal foundation...

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Technical Specifications

SpecificationDeepSeek V4 FlashGemini 3.1 Pro Preview
ProviderDeepSeekGoogle
Context Window1,048,576 tokens1,048,576 tokens
Agent Suitability86/100N/A
Time to First Token (TTFT)120 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablebeta
API AvailableYesYes
Released Date2026-04-242026-02-19

API Pricing Comparison

Input Price per Million Tokens

DeepSeek V4 Flash

$0.09

Gemini 3.1 Pro Preview

$2.00

Output Price per Million Tokens

DeepSeek V4 Flash

$0.18

Gemini 3.1 Pro Preview

$12.00

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
8240.0%vsN/A
DeepSeek V4 Flash
Gemini 3.1 Pro Preview
HumanEvalPython coding & logic synthesis
8410.0%vsN/A
DeepSeek V4 Flash
Gemini 3.1 Pro Preview
MATHComplex mathematical problem solving
5020.0%vsN/A
DeepSeek V4 Flash
Gemini 3.1 Pro Preview
GPQAGraduate-level expert reasoning
3800.0%vsN/A
DeepSeek V4 Flash
Gemini 3.1 Pro Preview
HellaSwagCommonsense reasoning and inference
8350.0%vsN/A
DeepSeek V4 Flash
Gemini 3.1 Pro Preview
MT-BenchMulti-turn conversation flow quality
875.0%vsN/A
DeepSeek V4 Flash
Gemini 3.1 Pro Preview

DeepSeek V4 Flash Quirks & Gotchas

  • Best cost-per-token ratio of any hosted API — ideal for high-throughput pipelines
  • Lower agentic performance vs V4 Pro — route complex tool calls accordingly

Gemini 3.1 Pro Preview Quirks & Gotchas

No developer gotchas reported.