Gemini 3.8 Flash (High) and GLM-5.3 (Max) are close rivals from Google and Z AI. Time to first token is the standout number here: 1.7 seconds for GLM-5.3 Max, 27 seconds for Gemini 3.8 Flash High. What follows is built entirely from tracked data, so where the catalogue is silent, this page says so instead of guessing.
Throughput and time to first token
Once a response is under way, Gemini 3.8 Flash High produces roughly 121 tokens per second against 74 tokens per second for GLM-5.3 Max. Gemini 3.8 Flash High is ahead by 64% on throughput. Before any text appears, Gemini 3.8 Flash High takes 27 seconds and GLM-5.3 Max 1.7 seconds. That is a genuine trade-off: GLM-5.3 Max starts sooner, while Gemini 3.8 Flash High finishes first once outputs run beyond about 4,800 tokens.
Add the two numbers up for an 800-token reply and GLM-5.3 Max finishes first: 34 seconds for Gemini 3.8 Flash High, 13 seconds for GLM-5.3 Max.
When they came out
The release dates are August 18, 2026 for GLM-5.3 Max and September 2, 2026 for Gemini 3.8 Flash High, 15 days apart. That is close enough to count them as the same generation.
GLM-5.3 Max leads on the intelligence index
Gemini 3.8 Flash High records 30.8 on the intelligence index and GLM-5.3 Max records 31.7. A gap that small is inside the range where one aggregate cannot name a winner.
Across the 109 active models with an intelligence score in the catalogue, Gemini 3.8 Flash High ranks 50th and GLM-5.3 Max ranks 47th.
The catalogue does not yet split either model's score into coding and math indexes.
Token pricing and a sample bill
Per million tokens, Gemini 3.8 Flash High charges $0.75 for input and $3.75 for output, while GLM-5.3 Max charges $1.40 and $4.40. That makes Gemini 3.8 Flash High's output 15% cheaper.
For a sample workload of 1 million input tokens and 200,000 output tokens, Gemini 3.8 Flash High would cost $1.50 and GLM-5.3 Max $2.28, a difference of $0.78. For a month of coding-assistant traffic at 30 million input and 3 million output tokens, Gemini 3.8 Flash High would come in 39% lower: $33.75 for Gemini 3.8 Flash High against $55.20 for GLM-5.3 Max.
Score per dollar
Dividing the blended price by the intelligence index gives a rough cost per point: $0.049 for Gemini 3.8 Flash High and $0.068 for GLM-5.3 Max, per million tokens. Gemini 3.8 Flash High delivers each index point for 28% less; whether GLM-5.3 Max's extra 0.9 points are worth the premium depends on how often your tasks need them.

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