Appending Resonate Embeddings – Refresh Schedule

Stay aligned with shifting consumer dynamics

Resonate ensures your models keep pace with the most recent consumer behavior, and helps protect against data degradation and drift with the freshest data and regularly updated vectors. 

There's a few key terms to help clarify and delineate: 

• Monthly Refresh – Resonate scores US consumer behavior daily to maintain a rolling look back window and refreshes your targetable customer IDs monthly, so you maintain the freshest window of behavior.
• Embeddings Quarterly Release — To ensure Embeddings reflect the most recent behavioral signals, trends, and patterns, Resonate also updates and releases Embeddings quarterly.
• Model Reset Cadence – Clients determine the cadence with which they accept updated Embeddings vectors and reset your models—either quarterly or annually per your contract.

We recommend quarterly reset cadence to fuel their models with the freshest most relevant data and prevent model degradation.

However, each time you receive reset Embeddings data, it necessitates retraining and tuning your internal models, and for some clients, quarterly might not be ideal. Resonate also offers an annual reset option to help those clients maintain stability and consistency using a single data set for an entire year.

As there are options when it comes to resetting the embeddings table (resetting on either a quarterly or annual basis), we’ve laid out here three different scenarios. Each scenario is designed to cater to different needs, ensuring data relevance and supporting various strategic requirements. The quarterly reset option is our most dynamic, freshest data set and is recommended if needing seasonality shifts in your internal models. The benefit to this approach is that it ensures your operating with the most consistent and current embeddings data set. Along with the monthly behavior refreshes, you’re ensuring enhanced data relevance throughout the year.

Resonate Embeddings Refresh Schedule

By adhering to this refresh schedule, clients can ensure their models leverage the most current and relevant data, enhancing performance and achieving their business objectives.