Which model is better: Gemini 2.0 Flash or Gemma 4 31B IT?
Gemini 2.0 Flash is 16.7% cheaper for input tokens ($0.10 vs. $0.12 per 1M tokens) and $0.40 vs. $0.36 for output tokens (1.2x cost advantage). In terms of operational performance, Gemma 4 31B IT delivers lower response latency at 115ms TTFT (165ms faster than Gemini 2.0 Flash) with 155 vs. 185 tok/s throughput. Gemma 4 31B IT leads coding evaluations at 59.2% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 71.2% 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
Gemini 2.0 Flash
Gemma 4 31B IT
Net Delta / Advantage
Input Cost / 1M Tokens
$0.10
$0.12
Gemini 2.0 Flash is 1.2x cheaper
Output Cost / 1M Tokens
$0.40
$0.36
Gemma 4 31B IT (10.0% lower)
Prompt Cache Read / 1M
$0.025
$0.030
Gemini 2.0 Flash is 1.2x cheaper
Prompt Cache Write / 1M
$0.10
$0.12
Gemini 2.0 Flash is 1.2x cheaper
Context Window (Max Output)
1,073k (8k out)
131k (16k out)
Gemini 2.0 Flash (8.2x larger context)
Avg TTFT Response Latency
280ms
115ms
Gemma 4 31B IT (165ms faster)
Generation Speed (Throughput)
185 tok/s
155 tok/s
Gemini 2.0 Flash (+30 tok/s faster)
SWE-bench Verified (Coding)
51.8%
59.2%
Gemma 4 31B IT (+7.4% lead)
GPQA Diamond (PhD STEM)
63.6%
71.2%
Gemma 4 31B IT (+7.6% lead)
MMLU-Pro (Multi-Discipline)
78.2%
82.8%
Gemma 4 31B IT (+4.6% lead)
MATH-500 (Quantitative Logic)
91.1%
91.5%
Gemma 4 31B IT (+0.4% lead)
Inference Value Score (IVR)
77.7 / 100
80.3 / 100
Gemma 4 31B IT (+2.6 pts)
Interactive Monthly Token Economics & ROI Forecaster
Model production workloads across prompt, completion, and cached context tokens, or switch models on the fly.
Which is cheaper: Gemini 2.0 Flash or Gemma 4 31B IT?
Gemini 2.0 Flash is cheaper at $0.10/1M input tokens ($0.40/1M output) compared to $0.12/1M input ($0.36/1M output) for Gemma 4 31B IT.
Which model has lower TTFT latency and higher tok/s throughput: Gemini 2.0 Flash or Gemma 4 31B IT?
Gemma 4 31B IT delivers faster first-token latency at 115ms TTFT (155 tok/s throughput) compared to 280ms TTFT (185 tok/s) for Gemini 2.0 Flash.
How do Gemini 2.0 Flash and Gemma 4 31B IT compare on SWE-bench coding and GPQA Diamond reasoning?
On SWE-bench Verified software engineering, Gemini 2.0 Flash scores 51.8% versus 59.2% for Gemma 4 31B IT. On GPQA Diamond graduate-level STEM reasoning, Gemini 2.0 Flash scores 63.6% versus 71.2% for Gemma 4 31B IT (and 91.1% vs 91.5% on MATH-500).
When should you choose Gemini 2.0 Flash?
Choose Gemini 2.0 Flash (Google DeepMind) for legacy high-throughput multimodal pipelines migrating to Gemini 3.8 Flash — offering a 1,073k context window, 280ms TTFT, and $0.10/1M input pricing ($0.025/1M cached reads).
When should you choose Gemma 4 31B IT?
Choose Gemma 4 31B IT (Google) for self-hosted VPC inference, fine-tuned domain agents, sovereign healthcare/finance workloads, and low-latency local code generation — offering a 131k context window, 115ms TTFT, and $0.12/1M input pricing ($0.030/1M cached reads).
