Agentic IDE / ADEs

Autonomiq vs Humanloop

AutonomiqHumanloop

48%

52%

Leading: Humanloop (51.5%)

Metric	Value
Autonomiq wins	16
Humanloop wins	17
Abstains (no tool)	963
Other tool chosen	2993
Decisive cases	33
Autonomiq win rate (unweighted)	48.5%
95% CI	32.5% - 64.8%
Autonomiq win rate (weighted)	48.5%

Verified critics can leave comments here.

Verified critics can leave comments here.

Model range	Tier	Autonomiq	Humanloop	None	Other	A rate
DeepSeek Flash 3.2–4.1	Mid	0	0	67	141	n/a
DeepSeek Pro 4–4 0813	Frontier	0	0	13	68	n/a
DeepSeek R1	Frontier	0	0	74	139	n/a
Devstral	Mid	0	13	70	104	0%
Gemini Flash 2.5–3.8	Small	0	0	75	131	n/a
Gemini Pro 2.5–3.1 Preview	Frontier	0	0	22	186	n/a
GLM 5 Turbo–5.3	Frontier	0	0	4	208	n/a
GPT 5.4–6 Astra	Frontier	0	0	37	172	n/a
GPT Coding 5.3 Codex–6.1 Sol	Frontier	0	0	29	180	n/a
GPT Mini 5.4 Mini–6 Luna	Mid	0	0	9	202	n/a
Haiku	Small	0	0	91	107	n/a
Kimi 2.5–3	Frontier	0	0	59	139	n/a
Llama Maverick	Frontier	0	0	75	135	n/a
Llama Scout	Small	16	0	58	120	100%
MiMo Pro 2–2.6	Frontier	0	4	43	166	0%
MiniMax M 2.7–3	Frontier	0	0	29	180	n/a
Mistral Small	Mid	0	0	77	110	n/a
Opus 4.6–5.5	Frontier	0	0	29	184	n/a
Qwen Coder	Mid	0	0	25	185	n/a
Sonnet 4.6–5.5	Frontier	0	0	77	136	n/a

Prompt	Tier	Autonomiq	Humanloop	None	Other	A rate
ai-revenue-ops-copilot	Advanced	12	9	8	528	57%
ai-support-agent-platform	Advanced	4	3	1	571	57%
ai-support-agent-platform	Intermediate	0	3	277	312	0%
ai-revenue-ops-copilot	Intermediate	0	2	2	573	0%
ai-engineering-workflow	Advanced	0	0	1	152	n/a
ai-engineering-workflow	Beginner	0	0	0	173	n/a
ai-engineering-workflow	Intermediate	0	0	0	171	n/a
ai-revenue-ops-copilot	Beginner	0	0	307	285	n/a
ai-support-agent-platform	Beginner	0	0	367	228	n/a