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GPT-5.4 vs KAT-Coder-Pro V2.5

List-price comparison ·GPT-5.4 details ·KAT-Coder-Pro V2.5 details

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For a typical workload (100,000 requests / mo), KAT-Coder-Pro V2.5 is the cheapest — 77% less than the priciest here ($207.20/mo vs $900.00/mo).

 GPT-5.4KAT-Coder-Pro V2.5
Input / 1M tokens$2.50$0.740
Output / 1M tokens$15.00$2.96
Typical request (1,200 in + 400 out)$0.009$0.0021
Context window1050k tokens256k tokens
Max output128k tokens80k tokens
Quality score95/10072/100
TierFlagshipBalanced
ProviderOpenAIKwaipilot

Projected monthly cost

Requests / moGPT-5.4KAT-Coder-Pro V2.5
1,000$9.00$2.07
10,000$90.00$20.72
100,000$900.00$207.20
Open all in the calculator — adjust volume and token counts →

GPT-5.4

Excellent general-purpose reasoning and broad world knowledge, with strong performance on coding, math, and multi-modal (image + file) inputs.

Output tokens are priced well above input tokens, so verbose responses dominate cost — tight max-token limits and prompt caching matter.

KAT-Coder-Pro V2.5

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More comparisons

Vendor list rates · per-request examples assume 1,200 input + 400 output tokens.