State Management

Riverpod vs Temporal

RIRiverpodvsTETemporal

RiverpodTemporal

43%

57%

Leading: Temporal (57.1%)

Insufficient data

This matchup has 7 decisive cases (minimum 30 required for publication).

Statistics

Metric	Value
Riverpod wins	3
Temporal wins	4
Abstains (no tool)	447
Other tool chosen	3111
Decisive cases	7
Riverpod win rate (unweighted)	42.9%
95% CI	15.8% - 75.0%
Riverpod win rate (weighted)	42.9%

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Riverpod

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Temporal

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Per-model breakdown

Model	Tier	Riverpod	Temporal	None	Other	A rate
MiniMax M2.7	Frontier	3	0	2	179	100%
Gemini 2.5 Flash	Small	0	3	28	158	0%
Kimi K2.5	Frontier	0	1	9	173	0%
Claude Haiku 4.5	Small	0	0	2	184	n/a
Claude Opus 4.6	Frontier	0	0	0	189	n/a
Claude Sonnet 4.6	Frontier	0	0	0	189	n/a
DeepSeek R1 0528	Frontier	0	0	79	110	n/a
DeepSeek V3.2	Mid	0	0	48	141	n/a
Devstral 2 2512	Mid	0	0	19	169	n/a
Gemini 2.5 Pro	Frontier	0	0	6	183	n/a
GLM 5 Turbo	Frontier	0	0	36	153	n/a
GPT 5.3 Codex	Frontier	0	0	1	188	n/a
GPT 5.4	Frontier	0	0	0	189	n/a
GPT 5.4 Mini	Mid	0	0	5	179	n/a
Llama 4 Maverick	Frontier	0	0	29	160	n/a
Llama 4 Scout	Small	0	0	80	109	n/a
MiMo V2 Pro	Frontier	0	0	5	184	n/a
Mistral Small 4	Mid	0	0	31	154	n/a
Qwen3 Coder Next	Mid	0	0	67	120	n/a

Per-prompt breakdown

Prompt	Tier	Riverpod	Temporal	None	Other	A rate
project-management-tool	Advanced	0	4	105	282	0%
fitness-tracking-app	Beginner	3	0	29	364	100%
fitness-tracking-app	Intermediate	0	0	22	377	n/a
fitness-tracking-app	Advanced	0	0	31	365	n/a
project-management-tool	Beginner	0	0	101	297	n/a
project-management-tool	Intermediate	0	0	108	287	n/a
weather-dashboard	Advanced	0	0	9	385	n/a
weather-dashboard	Beginner	0	0	35	364	n/a
weather-dashboard	Intermediate	0	0	7	390	n/a