Which model is better: DeepSeek V4 Flash Vision (Exp) or Gemini 2.0 Flash?
Gemini 2.0 Flash is 54.5% cheaper for input tokens ($0.10 vs. $0.22 per 1M tokens) and $0.40 vs. $0.65 for output tokens (2.2x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (30ms faster than DeepSeek V4 Flash Vision (Exp)) with 185 vs. 165 tok/s throughput. DeepSeek V4 Flash Vision (Exp) leads coding evaluations at 77.4% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 91.3% vs. 63.6% on GPQA Diamond.
Verified daily via automated API latency tests and official documentation.
Zero-Shot RAG Verified
Verified Performance & Unit Economics Delta (12 Dimensions)
Daily synchronized metrics across token pricing, prompt cache economics, latency, throughput, and 5 capability benchmarks.
Metric / Dimension
DeepSeek V4 Flash Vision (Exp)
Gemini 2.0 Flash
Net Delta / Advantage
Input Cost / 1M Tokens
$0.22
$0.10
Gemini 2.0 Flash is 2.2x cheaper
Output Cost / 1M Tokens
$0.65
$0.40
Gemini 2.0 Flash (38.5% lower)
Prompt Cache Read / 1M
$0.007
$0.025
DeepSeek V4 Flash Vision (Exp) is 3.6x cheaper
Prompt Cache Write / 1M
$0.22
$0.10
Gemini 2.0 Flash is 2.2x cheaper
Context Window (Max Output)
1,049k (128k out)
1,073k (8k out)
Gemini 2.0 Flash (1.0x larger context)
Avg TTFT Response Latency
310ms
280ms
Gemini 2.0 Flash (30ms faster)
Generation Speed (Throughput)
165 tok/s
185 tok/s
Gemini 2.0 Flash (+20 tok/s faster)
SWE-bench Verified (Coding)
77.4%
51.8%
DeepSeek V4 Flash Vision (Exp) (+25.6% lead)
GPQA Diamond (PhD STEM)
91.3%
63.6%
DeepSeek V4 Flash Vision (Exp) (+27.7% lead)
MMLU-Pro (Multi-Discipline)
87.3%
78.2%
DeepSeek V4 Flash Vision (Exp) (+9.1% lead)
MATH-500 (Quantitative Logic)
96.4%
91.1%
DeepSeek V4 Flash Vision (Exp) (+5.3% lead)
Inference Value Score (IVR)
81.6 / 100
77.7 / 100
DeepSeek V4 Flash Vision (Exp) (+3.9 pts)
Interactive Monthly Token Economics & ROI Forecaster
Model production workloads across prompt, completion, and cached context tokens, or switch models on the fly.