Agentic IDE / ADEs

Autonomiq vs Humanloop

AutonomiqHumanloop

48%

52%

Leading: Humanloop (51.9%)

Insufficient data

This matchup has 27 decisive cases (minimum 30 required for publication).

Metric	Value
Autonomiq wins	13
Humanloop wins	14
Abstains (no tool)	740
Other tool chosen	1849
Decisive cases	27
Autonomiq win rate (unweighted)	48.1%
95% CI	30.7% - 66.0%
Autonomiq win rate (weighted)	48.1%

Verified critics can leave comments here.

Verified critics can leave comments here.

Model	Tier	Autonomiq	Humanloop	None	Other	A rate
Llama 4 Scout	Small	13	0	44	78	100%
Devstral 2 2512	Mid	0	10	57	67	0%
MiMo V2 Pro	Frontier	0	4	30	98	0%
Claude Haiku 4.5	Small	0	0	68	60	n/a
Claude Opus 4.6	Frontier	0	0	20	112	n/a
Claude Opus 4.8	Frontier	0	0	1	8	n/a
Claude Sonnet 4.6	Frontier	0	0	60	81	n/a
DeepSeek R1 0528	Frontier	0	0	52	89	n/a
DeepSeek V3.2	Mid	0	0	52	78	n/a
DeepSeek V4 Flash	Mid	0	0	1	7	n/a
DeepSeek V4 Pro	Frontier	0	0	2	7	n/a
Gemini 2.5 Flash	Small	0	0	59	73	n/a
Gemini 2.5 Pro	Frontier	0	0	18	122	n/a
Gemini 3.5 Flash	Small	0	0	0	8	n/a
GLM 5 Turbo	Frontier	0	0	2	130	n/a
GLM 5.2	Frontier	0	0	0	9	n/a
GPT 5.3 Codex	Frontier	0	0	25	116	n/a
GPT 5.4	Frontier	0	0	31	97	n/a
GPT 5.4 Mini	Mid	0	0	7	133	n/a
GPT 5.5	Frontier	0	0	1	8	n/a
Kimi K2.5	Frontier	0	0	53	65	n/a
Kimi K2.7 Code	Frontier	0	0	3	6	n/a
Llama 4 Maverick	Frontier	0	0	54	87	n/a
MiMo V2.5 Pro	Frontier	0	0	2	7	n/a
MiniMax M2.7	Frontier	0	0	25	104	n/a
MiniMax M3	Frontier	0	0	0	9	n/a
Mistral Small 4	Mid	0	0	56	70	n/a
Qwen3 Coder Next	Mid	0	0	17	120	n/a

Prompt	Tier	Autonomiq	Humanloop	None	Other	A rate
ai-revenue-ops-copilot	Advanced	9	8	7	384	53%
ai-support-agent-platform	Advanced	4	3	0	422	57%
ai-support-agent-platform	Intermediate	0	2	211	221	0%
ai-revenue-ops-copilot	Intermediate	0	1	2	417	0%
ai-engineering-workflow	Advanced	0	0	0	15	n/a
ai-engineering-workflow	Beginner	0	0	0	19	n/a
ai-engineering-workflow	Intermediate	0	0	0	19	n/a
ai-revenue-ops-copilot	Beginner	0	0	231	204	n/a
ai-support-agent-platform	Beginner	0	0	289	148	n/a