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ModelCap

Model decision surface

Compare AI models

Start with KAT Coder V2.5 Dev and MiniMax M3, 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 V2.5 Dev vs MiniMax M3

Live dataset updated 9/9/2026, 8:46:14 PM UTC

Open 1200×630 evidence receipt
Factual comparison of KAT Coder V2.5 Dev and MiniMax M3
Field
MiniMax M3

MiniMax

ModelCap position#33#34
Index score66.165.6
EvidenceEstimatedglobal-corpus-prior over 182 held-out anchors (23%); launch card against 3 resolved peers on 4 rows (78%); exceeds every named peer on 4 of 4 rows; optimism haircut 0 from cross-lab-probe; shrunk 3.6 toward the measured corpusMeasured4 public benchmark observations across 4 boards
Input / 1MUnavailable$0.30
Output / 1MUnavailable$1.20
Pricing statusunavailablefresh
Context—1M
Providers012
Weight accessOpen weightsRestricted license

Decision facts

  • KAT Coder V2.5 Dev is #33; MiniMax M3 is #34 on the same current language board.
  • Index scores are 66.1 for KAT Coder V2.5 Dev and 65.6 for MiniMax M3. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.
  • Evidence differs: KAT Coder V2.5 Dev is Estimated; MiniMax M3 is Measured.
  • Weight access differs: KAT Coder V2.5 Dev is open; MiniMax M3 is restricted.
  • ModelCap currently lists 0 providers for KAT Coder V2.5 Dev and 12 for MiniMax M3.

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.