API Framework

NGINX vs LangChain

NGINXLangChain

50%

Insufficient data

This matchup has 4 decisive cases (minimum 30 required for publication).

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Model	Tier	NGINX	LangChain	None	Other	A rate
Llama 4 Scout	Small	2	0	26	292	100%
DeepSeek V3.2	Mid	0	2	28	227	0%
Claude Haiku 4.5	Small	0	0	18	311	n/a
Claude Opus 4.6	Frontier	0	0	13	250	n/a
Claude Opus 4.8	Frontier	0	0	30	58	n/a
Claude Sonnet 4.6	Frontier	0	0	13	337	n/a
DeepSeek R1 0528	Frontier	0	0	82	270	n/a
DeepSeek V4 Flash	Mid	0	0	13	69	n/a
DeepSeek V4 Pro	Frontier	0	0	26	59	n/a
Devstral 2 2512	Mid	0	0	51	278	n/a
Gemini 2.5 Flash	Small	0	0	38	220	n/a
Gemini 2.5 Pro	Frontier	0	0	29	323	n/a
Gemini 3.5 Flash	Small	0	0	30	57	n/a
GLM 5 Turbo	Frontier	0	0	148	115	n/a
GLM 5.2	Frontier	0	0	9	81	n/a
GPT 5.3 Codex	Frontier	0	0	16	336	n/a
GPT 5.4	Frontier	0	0	23	235	n/a
GPT 5.4 Mini	Mid	0	0	17	291	n/a
GPT 5.5	Frontier	0	0	9	79	n/a
Kimi K2.5	Frontier	0	0	36	212	n/a
Kimi K2.7 Code	Frontier	0	0	10	79	n/a
Llama 4 Maverick	Frontier	0	0	16	327	n/a
MiMo V2 Pro	Frontier	0	0	26	237	n/a
MiMo V2.5 Pro	Frontier	0	0	9	80	n/a
MiniMax M2.7	Frontier	0	0	28	218	n/a
MiniMax M3	Frontier	0	0	12	76	n/a
Mistral Small 4	Mid	0	0	11	308	n/a
Qwen3 Coder Next	Mid	0	0	112	220	n/a

Prompt	Tier	NGINX	LangChain	None	Other	A rate
multi-tenant-crm	Advanced	2	0	36	492	100%
ai-revenue-ops-copilot	Beginner	0	2	27	463	0%
ai-revenue-ops-copilot	Intermediate	0	0	96	411	n/a
ai-revenue-ops-copilot	Advanced	0	0	92	414	n/a
full-stack-web-app	Advanced	0	0	8	86	n/a
full-stack-web-app	Beginner	0	0	63	54	n/a
full-stack-web-app	Intermediate	0	0	28	65	n/a
multi-tenant-crm	Beginner	0	0	145	379	n/a
multi-tenant-crm	Intermediate	0	0	114	400	n/a
url-shortener	Beginner	0	0	125	400	n/a
url-shortener	Advanced	0	0	44	477	n/a
url-shortener	Intermediate	0	0	94	426	n/a
weather-dashboard	Beginner	0	0	0	536	n/a
weather-dashboard	Intermediate	0	0	1	532	n/a
weather-dashboard	Advanced	0	0	6	510	n/a