Which model is better: Claude 4 Opus or Gemini 3.5 Flash-Lite?
Gemini 3.5 Flash-Lite is 99.5% cheaper for input tokens ($0.07 vs. $15.00 per 1M tokens) and $0.30 vs. $75.00 for output tokens (200.0x cost advantage). In terms of operational performance, Gemini 3.5 Flash-Lite delivers lower response latency at 78ms TTFT (842ms faster than Claude 4 Opus) with 265 vs. 46 tok/s throughput. Claude 4 Opus leads coding evaluations at 77.2% SWE-bench Verified vs. 55.4% for Gemini 3.5 Flash-Lite and 87.1% vs. 68.4% 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
Claude 4 Opus
Gemini 3.5 Flash-Lite
Net Delta / Advantage
Input Cost / 1M Tokens
$15.00
$0.07
Gemini 3.5 Flash-Lite is 200.0x cheaper
Output Cost / 1M Tokens
$75.00
$0.30
Gemini 3.5 Flash-Lite (99.6% lower)
Prompt Cache Read / 1M
$1.500
$0.015
Gemini 3.5 Flash-Lite is 100.0x cheaper
Prompt Cache Write / 1M
$18.75
$0.07
Gemini 3.5 Flash-Lite is 250.0x cheaper
Context Window (Max Output)
205k (64k out)
1,049k (33k out)
Gemini 3.5 Flash-Lite (5.1x larger context)
Avg TTFT Response Latency
920ms
78ms
Gemini 3.5 Flash-Lite (842ms faster)
Generation Speed (Throughput)
46 tok/s
265 tok/s
Gemini 3.5 Flash-Lite (+219 tok/s faster)
SWE-bench Verified (Coding)
77.2%
55.4%
Claude 4 Opus (+21.8% lead)
GPQA Diamond (PhD STEM)
87.1%
68.4%
Claude 4 Opus (+18.7% lead)
MMLU-Pro (Multi-Discipline)
91.8%
80.1%
Claude 4 Opus (+11.7% lead)
MATH-500 (Quantitative Logic)
98.1%
90.2%
Claude 4 Opus (+7.9% lead)
Inference Value Score (IVR)
43.6 / 100
81.5 / 100
Gemini 3.5 Flash-Lite (+37.9 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: Claude 4 Opus or Gemini 3.5 Flash-Lite?
Gemini 3.5 Flash-Lite is cheaper at $0.075/1M input tokens ($0.30/1M output) compared to $15.00/1M input ($75.00/1M output) for Claude 4 Opus.
Which model has lower TTFT latency and higher tok/s throughput: Claude 4 Opus or Gemini 3.5 Flash-Lite?
Gemini 3.5 Flash-Lite delivers faster first-token latency at 78ms TTFT (265 tok/s throughput) compared to 920ms TTFT (46 tok/s) for Claude 4 Opus.
How do Claude 4 Opus and Gemini 3.5 Flash-Lite compare on SWE-bench coding and GPQA Diamond reasoning?
On SWE-bench Verified software engineering, Claude 4 Opus scores 77.2% versus 55.4% for Gemini 3.5 Flash-Lite. On GPQA Diamond graduate-level STEM reasoning, Claude 4 Opus scores 87.1% versus 68.4% for Gemini 3.5 Flash-Lite (and 98.1% vs 90.2% on MATH-500).
When should you choose Claude 4 Opus?
Choose Claude 4 Opus (Anthropic) for mission-critical R&D, long-horizon autonomous coding tasks, complex theorem proving, and executive strategic synthesis — offering a 204k context window, 920ms TTFT, and $15.00/1M input pricing ($1.500/1M cached reads).
When should you choose Gemini 3.5 Flash-Lite?
Choose Gemini 3.5 Flash-Lite (Google) for high-frequency data pipelines, real-time routing, large-scale document tagging, and ultra-low-cost conversational assistants — offering a 1,048k context window, 78ms TTFT, and $0.07/1M input pricing ($0.015/1M cached reads).
