Invalid tool call Failure Ranking

See which AI models run into Invalid tool call most often, so you can spot reliability risks before choosing one. Sort by: Failure Count ↑.

Models Shown

Total Failures

232

Most Affected Model

Categories

In category Combined177 In category Agentic44 In category Tool Calling11

190/190

Rank	Model	Company	Invalid tool call Count	Score	Total Cost	Tests Correct	Response Time (avg)
#349	Laguna S 2.1 high	Poolside	2	0.5	$0.145	4/23	113.6s
Total Tests 23 Wrong Tests 19 Total Cost $0.145 Response Time (avg) 113.6s
#353	Qwen3.5-9B none	Qwen	2	0.5	$0.041	4/23	37.2s
Total Tests 23 Wrong Tests 19 Total Cost $0.041 Response Time (avg) 37.2s
#357	GLM 4.7 Flash none	Z.ai	2	0.5	$0.027	5/23	13.0s
Total Tests 23 Wrong Tests 18 Total Cost $0.027 Response Time (avg) 13.0s
#358	Mercury 2.5 Preview default	Inception	2	0.5	$0.023	4/23	7.05s
Total Tests 23 Wrong Tests 19 Total Cost $0.023 Response Time (avg) 7.05s
#360	North Mini Code default	Cohere	2	0.5	$0.000	4/23	29.5s
Total Tests 23 Wrong Tests 19 Total Cost $0.000 Response Time (avg) 29.5s
#364	DeepSeek V3.2 none	DeepSeek	2	0.5	$0.119	6/23	22.4s
Total Tests 23 Wrong Tests 17 Total Cost $0.119 Response Time (avg) 22.4s
#385	GLM 4.7 Flash medium	Z.ai	2	0.4	$0.193	4/23	150.9s
Total Tests 23 Wrong Tests 19 Total Cost $0.193 Response Time (avg) 150.9s
#396	Granite 4.1 8b default	IBM Granite	2	0.4	$0.007	2/23	1.38s
Total Tests 23 Wrong Tests 21 Total Cost $0.007 Response Time (avg) 1.38s
#397	Nemotron 3.5 Lightning none	NVIDIA	2	0.4	$0.009	3/23	15.9s
Total Tests 23 Wrong Tests 20 Total Cost $0.009 Response Time (avg) 15.9s
#373	Ling 2.6 Flash default	Inclusionai	3	0.5	$0.002	6/23	10.2s
Total Tests 23 Wrong Tests 17 Total Cost $0.002 Response Time (avg) 10.2s

Invalid tool call Failures