Which model is better: Gemini 2.5 Flash or Llama 4 Maverick?
Llama 4 Maverick is 33.3% cheaper for input tokens ($0.20 vs. $0.30 per 1M tokens) and $0.60 vs. $2.50 for output tokens (1.5x cost advantage). In terms of operational performance, Gemini 2.5 Flash delivers lower response latency at 110ms TTFT (25ms faster than Llama 4 Maverick) with 180 vs. 175 tok/s throughput. Llama 4 Maverick leads coding evaluations at 62.4% SWE-bench Verified vs. 58.0% for Gemini 2.5 Flash and 73.8% 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
Llama 4 Maverick
Net Delta / Advantage
Input Cost / 1M Tokens
$0.30
$0.20
Llama 4 Maverick is 1.5x cheaper
Output Cost / 1M Tokens
$2.50
$0.60
Llama 4 Maverick (76.0% lower)
Prompt Cache Read / 1M
$0.030
$0.050
Gemini 2.5 Flash is 1.7x cheaper
Prompt Cache Write / 1M
$0.30
$0.20
Llama 4 Maverick is 1.5x cheaper
Context Window (Max Output)
1,049k (66k out)
1,049k (33k out)
Equal Context Window
Avg TTFT Response Latency
110ms
135ms
Gemini 2.5 Flash (25ms faster)
Generation Speed (Throughput)
180 tok/s
175 tok/s
Gemini 2.5 Flash (+5 tok/s faster)
SWE-bench Verified (Coding)
58%
62.4%
Llama 4 Maverick (+4.4% lead)
GPQA Diamond (PhD STEM)
70.5%
73.8%
Llama 4 Maverick (+3.3% lead)
MMLU-Pro (Multi-Discipline)
82%
84.5%
Llama 4 Maverick (+2.5% lead)
MATH-500 (Quantitative Logic)
89%
91%
Llama 4 Maverick (+2.0% lead)
Inference Value Score (IVR)
66.6 / 100
77 / 100
Llama 4 Maverick (+10.4 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 2.5 Flash or Llama 4 Maverick?
Llama 4 Maverick is cheaper at $0.20/1M input tokens ($0.60/1M 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 Llama 4 Maverick?
Gemini 2.5 Flash delivers faster first-token latency at 110ms TTFT (180 tok/s throughput) compared to 135ms TTFT (175 tok/s) for Llama 4 Maverick.
How do Gemini 2.5 Flash and Llama 4 Maverick compare on SWE-bench coding and GPQA Diamond reasoning?
On SWE-bench Verified software engineering, Gemini 2.5 Flash scores 58% versus 62.4% for Llama 4 Maverick. On GPQA Diamond graduate-level STEM reasoning, Gemini 2.5 Flash scores 70.5% versus 73.8% for Llama 4 Maverick (and 89% vs 91% 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 Llama 4 Maverick?
Choose Llama 4 Maverick (Meta) for high-throughput open-weight multimodal assistants, enterprise RAG, and low-cost cloud inference on Groq and Cerebras — offering a 1,048k context window, 135ms TTFT, and $0.20/1M input pricing ($0.050/1M cached reads).
