Every Black Friday, the same debate resurfaces in paid search circles: do you manually apply seasonality adjustments to your Smart Bidding campaigns, or do you trust Google’s algorithm to handle the volume spike on its own?
Optmyzr ran that experiment at scale. The company analyzed data across more than 5,000 Google Ads accounts, comparing advertisers who applied seasonality adjustments during Black Friday and Cyber Monday against those who left Smart Bidding to manage the week without interference. The post claims the adjustments backfire, though the full methodology and numerical findings sit behind the original article on MarTech.
The MCP Angle
Separately, Optmyzr announced a Model Context Protocol server that connects AI assistants like Claude or ChatGPT directly to your Optmyzr account data. The MCP gives the assistant read access to performance data, change history, alerts, feed issues, and GA4 data across every account you manage inside Optmyzr.
The practical shift: instead of exporting a report and pasting it into a chat window, you start with a question. The assistant pulls the relevant context itself.
Why It Matters for BFCM 2026 Prep
If you manage Google Ads for an e-commerce business, the timing is deliberate. Optmyzr is positioning the research and the MCP tool together as a BFCM preparation workflow. Whether seasonality adjustments help or hurt in your specific account depends on your bidding history, conversion volume, and campaign structure. The dataset of 5,000+ accounts is large enough to be worth reading before you make that call in November.
The full analysis is on MarTech. Note that the piece is sponsored content published by Optmyzr.
