Playbook 專欄

來自數千個高績效靜態廣告的策略、解析與寶貴經驗。

全部 AI 與創意營運品牌與一致性案例研究創意策略創意測試創意規模成效與指標付費社群擴張

創意策略

From Free Sample to Subscription: The Conversion Discontinuity Algorithm for Static Banners

Most D2C brands test free samples to drive subscriptions, yet fail to connect the trial moment with a subscription offer. This algorithm bridges the conversion discontinuity using static ad sequencing.

Gary Hui· May 13, 2026 · 12 分鐘閱讀

AI 與創意營運

從 brief 到素材上線，一個下午搞定：CO8 工作流程

一套實用且可重複的工作流程，幫助你從粗略的想法，到一批符合品牌形象、可供測試的靜態廣告——只需數小時，而非數週。

Gary Hui· May 12, 2026 · 2 分鐘閱讀

品牌與一致性

在規模化運作中維持品牌一致性，無需品牌警察團隊

產量往往威脅一致性。有了正確的系統，你可以兩者兼得——無需人工逐一核准每項資產。

Gary Hui· May 8, 2026 · 2 分鐘閱讀

品牌與一致性

Morph Batch Boundary: Defining Upper Limit Displacement in Latent Space Derived from a Perceptual Tolerance Vector

When does a brand's visual variant cross from fresh iteration to broken identity? We introduce the perceptual tolerance vector—a metric to define the upper limit of latent space displacement in morph batch boundaries.

Gary Hui· May 7, 2026 · 12 分鐘閱讀

成效與指標

Federated Learning & Aggregation Noise: Estimating Landing Attribution From Coarse Output Alone

Can you attribute conversions without access to granular data? Federated learning with aggregation noise offers a privacy-compliant path to estimate landing attribution coarsely.

Gary Hui· May 6, 2026 · 13 分鐘閱讀