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

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Claude Opus 4.8 and KAT-Coder-Air V2.5.

Anthropic

Claude Opus 4.8

Claude Opus 4.8 is Anthropic's most capable generally available model in the Opus family. It supports text, image, and file inputs with text output, with reasoning support and a 1M-token...

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Kuaishou

KAT-Coder-Air V2.5

No description available.

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Technical Specifications

SpecificationClaude Opus 4.8KAT-Coder-Air V2.5
ProviderAnthropicKuaishou
Context Window1,000,000 tokens256,000 tokens
Agent Suitability97/100N/A
Time to First Token (TTFT)520 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-05-272026-07-10

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.8

$5.00

KAT-Coder-Air V2.5

$0.15

Output Price per Million Tokens

Claude Opus 4.8

$25.00

KAT-Coder-Air V2.5

$0.60

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
9540.0%vsN/A
Claude Opus 4.8
KAT-Coder-Air V2.5
HumanEvalPython coding & logic synthesis
9720.0%vsN/A
Claude Opus 4.8
KAT-Coder-Air V2.5
MATHComplex mathematical problem solving
9410.0%vsN/A
Claude Opus 4.8
KAT-Coder-Air V2.5
GPQAGraduate-level expert reasoning
8650.0%vsN/A
Claude Opus 4.8
KAT-Coder-Air V2.5
HellaSwagCommonsense reasoning and inference
9920.0%vsN/A
Claude Opus 4.8
KAT-Coder-Air V2.5
MT-BenchMulti-turn conversation flow quality
980.0%vsN/A
Claude Opus 4.8
KAT-Coder-Air V2.5

Claude Opus 4.8 Quirks & Gotchas

  • โ–ธBest-in-class for autonomous code repair and multi-agent orchestration
  • โ–ธPreview model โ€” API may introduce breaking changes without notice

KAT-Coder-Air V2.5 Quirks & Gotchas

No developer gotchas reported.