Which model is better: Gemini 2.5 Flash or Gemini 3.8 Flash?
Gemini 3.8 Flash is 16.7% cheaper for input tokens ($0.25 vs. $0.30 per 1M tokens) and $1.50 vs. $2.50 for output tokens (1.2x cost advantage). In terms of operational performance, Gemini 3.8 Flash delivers lower response latency at 105ms TTFT (5ms faster than Gemini 2.5 Flash) with 210 vs. 180 tok/s throughput. Gemini 3.8 Flash leads coding evaluations at 68.5% SWE-bench Verified vs. 58.0% for Gemini 2.5 Flash and 79.2% vs. 70.5% 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 2.5 Flash
Gemini 3.8 Flash
Net Delta / Advantage
Input Cost / 1M Tokens
$0.30
$0.25
Gemini 3.8 Flash is 1.2x cheaper
Output Cost / 1M Tokens
$2.50
$1.50
Gemini 3.8 Flash (40.0% lower)
Prompt Cache Read / 1M
$0.030
$0.025
Gemini 3.8 Flash is 1.2x cheaper
Prompt Cache Write / 1M
$0.30
$0.25
Gemini 3.8 Flash is 1.2x cheaper
Context Window (Max Output)
1,049k (66k out)
1,049k (66k out)
Equal Context Window
Avg TTFT Response Latency
110ms
105ms
Gemini 3.8 Flash (5ms faster)
Generation Speed (Throughput)
180 tok/s
210 tok/s
Gemini 3.8 Flash (+30 tok/s faster)
SWE-bench Verified (Coding)
58%
68.5%
Gemini 3.8 Flash (+10.5% lead)
GPQA Diamond (PhD STEM)
70.5%
79.2%
Gemini 3.8 Flash (+8.7% lead)
MMLU-Pro (Multi-Discipline)
82%
87.4%
Gemini 3.8 Flash (+5.4% lead)
MATH-500 (Quantitative Logic)
89%
95.1%
Gemini 3.8 Flash (+6.1% lead)
Inference Value Score (IVR)
66.6 / 100
74 / 100
Gemini 3.8 Flash (+7.4 pts)
Interactive Monthly Token Economics & ROI Forecaster
Model production workloads across prompt, completion, and cached context tokens, or switch models on the fly.
Choose Gemini 3.8 Flash (Google) for high-throughput agentic workflows, real-time multimodal RAG, live search grounding, and production code generation at flash unit economics — offering a 1,048k context window, 105ms TTFT, and $0.25/1M input pricing ($0.025/1M cached reads).
Which is cheaper: Gemini 2.5 Flash or Gemini 3.8 Flash?
Gemini 3.8 Flash is cheaper at $0.25/1M input tokens ($1.50/1M output) compared to $0.30/1M input ($2.50/1M output) for Gemini 2.5 Flash.
Which model has lower TTFT latency and higher tok/s throughput: Gemini 2.5 Flash or Gemini 3.8 Flash?
Gemini 3.8 Flash delivers faster first-token latency at 105ms TTFT (210 tok/s throughput) compared to 110ms TTFT (180 tok/s) for Gemini 2.5 Flash.
How do Gemini 2.5 Flash and Gemini 3.8 Flash compare on SWE-bench coding and GPQA Diamond reasoning?
On SWE-bench Verified software engineering, Gemini 2.5 Flash scores 58% versus 68.5% for Gemini 3.8 Flash. On GPQA Diamond graduate-level STEM reasoning, Gemini 2.5 Flash scores 70.5% versus 79.2% for Gemini 3.8 Flash (and 89% vs 95.1% on MATH-500).
When should you choose Gemini 2.5 Flash?
Choose Gemini 2.5 Flash (Google) for cost-efficient 1M-context summarization, multimodal extraction, and interactive assistants — offering a 1,048k context window, 110ms TTFT, and $0.30/1M input pricing ($0.030/1M cached reads).
When should you choose Gemini 3.8 Flash?
Choose Gemini 3.8 Flash (Google) for high-throughput agentic workflows, real-time multimodal RAG, live search grounding, and production code generation at flash unit economics — offering a 1,048k context window, 105ms TTFT, and $0.25/1M input pricing ($0.025/1M cached reads).
