AI BENCHY Compare

Anthropic: Claude Opus 4.7 vs Kwaipilot: KAT-Coder-Pro V2.5

Summary

Claude Opus 4.7 (medium) leads on average score with 8.7 vs 8.0. KAT-Coder-Pro V2.5 (low) has the lower benchmark cost at $0.220 vs $0.679. Claude Opus 4.7 (medium) is faster at 4.73s vs 10.44s, with pass rates of 82.5% vs 71.4%.

Recommended modelClaude Opus 4.7 (medium)It has the best score here (8.7), while responding about 2.2x faster than KAT-Coder-Pro V2.5 (low).

Last updated at: 2026-07-14

Metric	Claude Opus 4.7 Claude Opus 4.7 medium Release: 2026-04-16	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low Release: 2026-07-14

Metric	Claude Opus 4.7 Claude Opus 4.7 medium Release: 2026-04-16	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low Release: 2026-07-14
Score	8.7	8.0
Rank	#16	#35
Reliability	10.0	9.9
Consistency	9.6	7.3
Tests Correct
Attempt pass rate	82.5%	71.4%
Flaky tests	1	7
Total Runs	63	63
Cost per result	3.991	1.991
Total Cost	$0.679	$0.220
Input Price	$5.000 / 1M	$0.740 / 1M
Output Price	$25.000 / 1M	$2.960 / 1M
Total Input Tokens	65,406	42,750
Output Tokens	11,858	2,167
Reasoning Tokens	2,198	61,133
Response Time (avg)	4.73s	10.44s
Response Time (max)	23.18s	51.34s
Response Time (total)	94.51s	219.17s

Generation showcase

Hamster playing table tennis

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

#16 Claude Opus 4.7

medium

Cost: $0.059
Time: 26.8s
Tokens: 2,475 tok

#35 KAT-Coder-Pro V2.5

low

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

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Category:

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Claude Opus 4.7	8.3	10.0	75.0%	0		1.85s	894	348	0
KAT-Coder-Pro V2.5	6.9	5.8	75.0%	2		4.20s	672	277	4,228

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Claude Opus 4.7	7.6	7.2	77.8%	1		12.96s	10,635	7,629	1,114
KAT-Coder-Pro V2.5	7.8	10.0	66.7%	0		24.87s	7,893	402	24,945

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Claude Opus 4.7	10.0	10.0	100.0%	0		21.45s	24,501	2,369	1,084
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		14.59s	15,132	394	3,391

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Claude Opus 4.7	10.0	10.0	100.0%	0		2.37s	10,533	324	0
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		4.19s	7,776	288	1,917

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Claude Opus 4.7	7.7	10.0	66.7%	0		1.17s	630	51	0
KAT-Coder-Pro V2.5	4.1	4.4	44.5%	2		17.52s	771	35	16,877

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Claude Opus 4.7	10.0	10.0	100.0%	0		2.87s	723	256	0
KAT-Coder-Pro V2.5	4.1	2.7	33.3%	1		2.32s	516	99	412

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Claude Opus 4.7	10.0	10.0	100.0%	0		1.57s	939	114	0
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		2.53s	699	83	1,008

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Claude Opus 4.7	10.0	10.0	100.0%	0		2.43s	939	370	0
KAT-Coder-Pro V2.5	6.4	4.4	77.8%	2		3.11s	696	289	1,820

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Claude Opus 4.7	10.0	10.0	100.0%	0		4.17s	15,339	373	0
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		18.45s	8,391	282	834

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Claude Opus 4.7	3.0	10.0	0.0%	0		2.25s	273	24	0
KAT-Coder-Pro V2.5	3.0	10.0	0.0%	0		17.06s	204	18	5,701

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