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Pick 2–3 models to overlay their suite radars and line up every stat. Best value in each row is highlighted.

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Intelligence Coding Agentic
Gemini 3.1 Pro Preview
54.9VCI
Metric Gemini 3.1 Pro Preview
Vibe Coding Index 54.9
Intelligence 47
Coding 69
Agentic 21
Blended $/M $4.5
Input $/M $2
Output $/M $12
Output speed (tok/s)
Latency TTFT (s)
Context 1M
Released Feb 2026
License Proprietary