Gemini 4 Carbon (High) (Google) and Kimi K3.1 Pro (Kimi) are not peers on the headline index, which makes the trade-offs the interesting part. No hands-on testing went into this write-up; it summarises the recorded benchmark, price and speed data for both models. The headline gap is on the intelligence index, where Gemini 4 Carbon High scores 60.0 and Kimi K3.1 Pro 46.5.
Overall capability: 13.5 points apart
Gemini 4 Carbon High comes out ahead on the intelligence index, 60.0 to 46.5. That is a wide gap for an aggregate score.
Among 109 active scored models, Gemini 4 Carbon High sits 1st and Kimi K3.1 Pro 23rd.
There are no coding or math index scores for either model in the catalogue, which keeps this comparison at the aggregate level.
Token pricing and a sample bill
Per million tokens, Gemini 4 Carbon High charges $4.00 for input and $20.00 for output, while Kimi K3.1 Pro charges $2.00 and $10.00. For output tokens, Gemini 4 Carbon High is twice the price of Kimi K3.1 Pro.
Take 1 million input tokens and 200,000 output tokens: that comes to $8.00 on Gemini 4 Carbon High and $4.00 on Kimi K3.1 Pro. A bigger example, a month of coding-assistant traffic at 30 million input and 3 million output tokens, costs $180 on Gemini 4 Carbon High and $90.00 on Kimi K3.1 Pro: a gap of $90.00.
Throughput and time to first token
Gemini 4 Carbon High generates about 91 tokens per second and Kimi K3.1 Pro about 27 tokens per second. On outputs beyond about 4,500 tokens, that is a real advantage for Gemini 4 Carbon High. Before any text appears, Gemini 4 Carbon High takes 2.0 minutes and Kimi K3.1 Pro 3.0 seconds. So the two pull in opposite directions, with Kimi K3.1 Pro quicker off the mark and Gemini 4 Carbon High quicker once it gets going; the crossover is around 4,500 tokens. Waits that long are felt on every chat-style request, though they matter less for batch jobs.
Put together, a 400-token answer would take about 2.1 minutes from Gemini 4 Carbon High and 18 seconds from Kimi K3.1 Pro, counting the first-token wait.
Score per dollar
Per point of intelligence index, Gemini 4 Carbon High costs $0.13 of blended price per million tokens and Kimi K3.1 Pro $0.086. So Gemini 4 Carbon High buys its higher score at a premium, while Kimi K3.1 Pro is the value pick, paying 35% less per point.
When they came out
Kimi K3.1 Pro came first, on October 23, 2026; Gemini 4 Carbon High followed on October 28, 2026. That is close enough to count them as the same generation.

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