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	30	290	100%
DeepSeek V3.2	Mid	0	2	26	218	0%
Claude Haiku 4.5	Small	0	0	18	313	n/a
Claude Opus 4.6	Frontier	0	0	13	238	n/a
Claude Opus 4.8	Frontier	0	0	36	67	n/a
Claude Sonnet 4.6	Frontier	0	0	14	339	n/a
DeepSeek R1 0528	Frontier	0	0	84	270	n/a
DeepSeek V4 Flash	Mid	0	0	14	81	n/a
DeepSeek V4 Pro	Frontier	0	0	32	68	n/a
Devstral 2 2512	Mid	0	0	49	269	n/a
Gemini 2.5 Flash	Small	0	0	36	210	n/a
Gemini 2.5 Pro	Frontier	0	0	30	325	n/a
Gemini 3.5 Flash	Small	0	0	35	66	n/a
GLM 5 Turbo	Frontier	0	0	142	109	n/a
GLM 5.2	Frontier	0	0	11	93	n/a
GPT 5.3 Codex	Frontier	0	0	17	338	n/a
GPT 5.4	Frontier	0	0	22	224	n/a
GPT 5.4 Mini	Mid	0	0	17	292	n/a
GPT 5.5	Frontier	0	0	10	93	n/a
Kimi K2.5	Frontier	0	0	35	205	n/a
Kimi K2.7 Code	Frontier	0	0	10	94	n/a
Llama 4 Maverick	Frontier	0	0	17	327	n/a
MiMo V2 Pro	Frontier	0	0	24	227	n/a
MiMo V2.5 Pro	Frontier	0	0	11	92	n/a
MiniMax M2.7	Frontier	0	0	25	210	n/a
MiniMax M3	Frontier	0	0	13	89	n/a
Mistral Small 4	Mid	0	0	12	310	n/a
Qwen3 Coder Next	Mid	0	0	113	222	n/a

Prompt	Tier	NGINX	LangChain	None	Other	A rate
multi-tenant-crm	Advanced	2	0	35	492	100%
ai-revenue-ops-copilot	Beginner	0	2	26	466	0%
ai-revenue-ops-copilot	Intermediate	0	0	97	410	n/a
ai-revenue-ops-copilot	Advanced	0	0	90	418	n/a
full-stack-web-app	Advanced	0	0	11	97	n/a
full-stack-web-app	Beginner	0	0	74	61	n/a
full-stack-web-app	Intermediate	0	0	35	73	n/a
multi-tenant-crm	Beginner	0	0	148	377	n/a
multi-tenant-crm	Intermediate	0	0	112	404	n/a
url-shortener	Beginner	0	0	125	397	n/a
url-shortener	Advanced	0	0	43	478	n/a
url-shortener	Intermediate	0	0	93	429	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	509	n/a