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uxwizz.com
#210

KAT-Coder-Pro V2.5

Kwaipilot Release: 2026-07-14 Tested on: 2026-10-01 03:00 kwaipilot/kat-coder-pro-v2.5::low
~700B total (~72B active)MoEClosedEstimated
(high) (medium) (low) (default)

Summary

KAT-Coder-Pro V2.5 scores 6.5 on AI BENCHY and ranks #210. It has 10.0 reliability, a 65.2% pass rate, $0.568 total cost, and 19.40s average response time.

What makes KAT-Coder-Pro V2.5 unique: It stands out most in Coding, where it ranks #2, while Agentic is its weakest area at #16.

Model facts

Researched on 2026-08-12

Estimated
Parameters
~700B total (~72B active)
Architecture
MoE
Availability
Closed
License
-

Best estimate from public evidence; the vendor did not disclose every value. The active count has stronger secondary evidence than the inferred total.

Parameter source Availability source

Score

6.5

Consistency

7.1

Reliability

10.0

Total Cost (Current Price)

$0.568 ↑ +41.9%

Tested at: $0.400

Total Output Tokens

113,193

Total Input Tokens

87,682

Input Price

$0.740 / 1M

Output Price

$2.960 / 1M

Cache Read Price

$0.150 / 1M

Cache Write Price

N/A

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Tests Correct

Wrong Tests: 12

Attempt pass rate: 65.2%

Flaky tests

8

Flaky tests had mixed outcomes across runs (at least one pass and one fail).

Response Time (avg)

19.40s

Response Time (max): 209.15s

Response Time (total): 446.11s

Wrong answer: 10 API error: 2

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#210 KAT-Coder-Pro V2.5

low
Cost
$0.016
Time
47.6s
Tokens
5,182 tok

Run history

Tested on Score Reliability Tests Correct Total Cost Compare
2026-10-01 03:00 Re-test 6.5 10.0 $0.568 ↑ Current run
2026-07-16 23:38 New test added 7.4 10.0 $0.387 Compare
2026-07-14 11:05 Initial run 8.0 9.9 $0.220 Compare

This run used a different benchmark suite. Keep suite changes in mind when reading historical movement.

Run comparison

RunBenchmark coverageScoreConsistencyReliabilityTests CorrectFlaky testsTotal Output TokensTotal Input TokensTotal CostResponse Time (avg)
2026-10-01 03:00 · Current run69/69 attempts6.57.110.011/238113,19387,682$0.56819.40s
2026-07-16 23:38 · New test added66/66 attempts7.47.010.011/228108,64087,673$0.38719.47s
Difference—-0.8+0.10.000+4553+9+$0.181-73ms

Benchmark coverage differs: 69/69 attempts (Target: 3 repeats per test) versus 66/66 attempts (Target: 3 repeats per test). Totals and repeat-sensitive metrics are not directly comparable.

These two runs used different benchmark suites, so the deltas reflect both model changes and suite changes.

Price History

Historical pricing data for this model from OpenRouter.

Date Input Price Output Price Cache Read Price Cache Write Price
2026-08-14 12:51 $0.740 / 1M $2.960 / 1M N/A N/A
2026-10-01 18:33 $0.740 / 1M $2.960 / 1M $0.150 / 1M N/A

Charts

Choose the first model, then click a second model to open a side-by-side page.

Total Output Tokens

Score vs Total Output Tokens

Quick Compare

KAT-Coder-Pro V2.5lowvsStep 3.7 FlashhighKAT-Coder-Pro V2.5lowvsClaude Sonnet 5.5mediumKAT-Coder-Pro V2.5lowvsMercury 2mediumKAT-Coder-Pro V2.5lowvsQwen3.6 35B A3BmediumKAT-Coder-Pro V2.5lowvsLongCat 2.0lowKAT-Coder-Pro V2.5lowvsMercury 2.5 PreviewhighKAT-Coder-Pro V2.5lowvsQwen3.7 FlashmediumKAT-Coder-Pro V2.5lowvsMercury 2.5highKAT-Coder-Pro V2.5lowvsGLM 5.2noneKAT-Coder-Pro V2.5lowvsGLM 5.3low

Category Breakdown

Category Score Consistency Tests Correct
Agentic 3.0 10.0
Anti-AI Tricks 6.9 5.8
Coding 7.8 10.0
Combined 6.4 5.8
Data parsing and extraction 10.0 10.0
Domain specific 3.5 4.4
General Intelligence 4.1 2.7
Instructions following 10.0 10.0
Puzzle Solving 6.4 4.4
Tool Calling 10.0 10.0
Trivia 3.0 10.0

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