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#58

KAT-Coder-Pro V2.5

Kwaipilot Release: 2026-07-14 Tested on: 2026-07-16 23:38 kwaipilot/kat-coder-pro-v2.5::low
~700B total (~72B active)MoEClosedEstimated
(high) (medium) (low) (none)

Summary

KAT-Coder-Pro V2.5 scores 7.4 on AI BENCHY and ranks #58. It has 10.0 reliability, a 69.7% pass rate, $0.387 total cost, and 19.47s average response time.

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

7.4

Consistency

7.0

Reliability

10.0

Total Cost (Current Price)

$0.387

Total Output Tokens

108,640

Total Input Tokens

87,673

Input Price

$0.740 / 1M

Output Price

$2.960 / 1M

Tests Correct

Wrong Tests: 11

Attempt pass rate: 69.7%

Flaky tests

8

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

Response Time (avg)

19.47s

Response Time (max): 209.15s

Response Time (total): 428.31s

Wrong answer: 10 API error: 1

Hamster playing table tennis

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

#58 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
2026-08-14 03:23 Re-test 7.3 10.0 $0.400 Compare
2026-07-16 23:38 New test added 7.4 10.0 $0.387 Current run
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.

Price History

Historical pricing data for this model from OpenRouter.

Date Input Price Output Price
2026-07-14 11:25 $0.740 / 1M $2.960 / 1M

Charts

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Total Output Tokens

Score vs Total Output Tokens

Quick Compare

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Category Breakdown

Category Score Consistency Tests Correct
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 4.1 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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