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ModelCap

Model decision surface

Compare AI models

Start with KAT-Coder-Pro V2.5 and o4 Mini, or choose any two current ranked language models. Compare capability evidence, price, context, provider availability, and weight access without pretending one field decides every use case.

Current public data

KAT-Coder-Pro V2.5 vs o4 Mini

Live dataset updated 9/3/2026, 3:17:25 AM UTC

Open 1200×630 evidence receipt
Factual comparison of KAT-Coder-Pro V2.5 and o4 Mini
Field
o4 Mini

OpenAI

ModelCap position#61#62
Index score43.343.2
EvidenceEstimatedstart rank inherited from the measured predecessor in its own product family, less a fixed succession penalty, until independent measurements replace itMeasured4 public benchmark observations across 4 boards
Input / 1M$0.74$1.10
Output / 1M$2.96$4.40
Pricing statusfreshfresh
Context262K200K
Providers11
Weight accessAPI onlyAPI only

Decision facts

  • KAT-Coder-Pro V2.5 is #61; o4 Mini is #62 on the same current language board.
  • Index scores are 43.3 for KAT-Coder-Pro V2.5 and 43.2 for o4 Mini.
  • Evidence differs: KAT-Coder-Pro V2.5 is Estimated; o4 Mini is Measured.
  • Listed output price per 1M tokens is $2.96 for KAT-Coder-Pro V2.5 and $4.40 for o4 Mini.
  • Published context is 262,144 tokens for KAT-Coder-Pro V2.5 and 200,000 for o4 Mini.

These are separate published fields, not a synthetic winner. ModelCap does not collapse price, access, context, and capability evidence into a hidden recommendation score.

Each comparison page is a permanent, shareable URL with the same live figures as this tool: ModelCap Index position, API pricing, context window, provider count, weight access and every shared benchmark board.