BenchLeader
KwaiKATAuto-detected

KAT-Coder-Pro V2

Best configuration ranks #131 of 610 on the BenchLeader Index at 58.1 ±7.0.

Blended price
$0.525/M
$0.300 in · $1.20 out
Output speed
First answer
Context
262k
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index58
  2. Agents & tools76
  3. Knowledge53
  4. Instruction following65
  5. Long context63
  6. Composite56

Benchmark results

One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.

Reasoning

BenchmarkdefaultSource
GPQA Diamond (AA)not in index85.5%#124Artificial Analysis
Humanity's Last Exam (AA)not in index16.1%#185Artificial Analysis

Agents & tools

Knowledge

BenchmarkdefaultSource
AA-Omniscience-22.5#190Artificial Analysis

Instruction following

BenchmarkdefaultSource
IFBench66.7%#91Artificial Analysis

Long context

BenchmarkdefaultSource
AA-LCR73.0%#132Artificial Analysis

Composite

BenchmarkdefaultSource
AA Intelligence Index21.7#158Artificial Analysis

What a task costs

Estimates from list price, output speed and time to first answer for the best configuration. “With caching” assumes three-quarters of the input is served from the prompt cache. Reasoning tokens are not modelled.

WorkloadTokens in / outCostWith cachingTime
Chat reply400 / 300$0.0005
Summarise a 30-page report12,000 / 600$0.0043
Code edit6,000 / 1,500$0.0036
Agentic coding session60,000 / 4,000$0.023
Structured extraction2,000 / 200$0.0008

See also

Data as of 9 Sept 2026. Compare with another model.