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Claude Opus 4.8 vs KAT-Coder-Pro V2.5

List-price comparison ·Claude Opus 4.8 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 — 87% less than the priciest here ($207.20/mo vs $1,600.00/mo).

 Claude Opus 4.8KAT-Coder-Pro V2.5
Input / 1M tokens$5.00$0.740
Output / 1M tokens$25.00$2.96
Typical request (1,200 in + 400 out)$0.016$0.0021
Context window1M tokens256k tokens
Max output128k tokens80k tokens
Quality score97/10072/100
TierFlagshipBalanced
ProviderAnthropicKwaipilot

Projected monthly cost

Requests / moClaude Opus 4.8KAT-Coder-Pro V2.5
1,000$16.00$2.07
10,000$160.00$20.72
100,000$1,600.00$207.20
Open all in the calculator — adjust volume and token counts →

Claude Opus 4.8

Best-in-class for complex multi-step agentic workflows, long-horizon planning, and large codebase refactors. Strong instruction-following on ambiguous, open-ended tasks.

Highest per-token cost in the catalog and noticeably higher latency — reserve for tasks that genuinely need top-tier reasoning rather than routine completions.

KAT-Coder-Pro V2.5

Auto-synced from OpenRouter — no editorial write-up yet.

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