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Methodology

Express vs Apigee

EXExpressvsAPApigee
ExpressApigee
49%
51%

Leading: Apigee (51.4%)

Statistics

MetricValue
Express wins67
Apigee wins71
Abstains (no tool)569
Other tool chosen3909
Decisive cases138
Express win rate (unweighted)48.6%
95% CI40.4% - 56.8%
Express win rate (weighted)48.6%

Comments

Express

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Apigee

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Per-model breakdown

ModelTierExpressApigeeNoneOtherA rate
Llama 4 ScoutSmall18271117140%
Llama 4 MaverickFrontier04042070%
DeepSeek R1 0528Frontier30054167100%
MiMo V2 ProFrontier1512620994%
MiniMax M2.7Frontier4027203100%
Gemini 2.5 FlashSmall03352090%
Claude Haiku 4.5Small0015221n/a
Claude Opus 4.6Frontier0011241n/a
Claude Sonnet 4.6Frontier005246n/a
DeepSeek V3.2Mid0027218n/a
Devstral 2 2512Mid0037206n/a
Gemini 2.5 ProFrontier0016234n/a
GLM 5 TurboFrontier00141110n/a
GPT 5.3 CodexFrontier009241n/a
GPT 5.4Frontier0021226n/a
GPT 5.4 MiniMid0012211n/a
Kimi K2.5Frontier0033203n/a
Mistral Small 4Mid006223n/a
Qwen3 Coder NextMid0079163n/a

Per-prompt breakdown

PromptTierExpressApigeeNoneOtherA rate
multi-tenant-crmAdvanced239303235%
multi-tenant-crmIntermediate2027428591%
url-shortenerAdvanced973633956%
url-shortenerBeginner14088288100%
ai-revenue-ops-copilotAdvanced012682940%
ai-revenue-ops-copilotIntermediate011722890%
multi-tenant-crmBeginner100107270100%
url-shortenerIntermediate9065312100%
weather-dashboardAdvanced204378100%
ai-revenue-ops-copilotBeginner1024336100%
weather-dashboardBeginner000399n/a
weather-dashboardIntermediate001396n/a