General marketing
A full inbox can still be an empty pipeline
Reply rate measures whether outbound earned a reaction; qualification measures whether that reaction has any commercial weight.
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General marketing
Expert marketing commentary on strategy, agencies, operations, careers, and the decisions that cut across every channel.
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General marketing
Broad match is a research budget disguised as cheap traffic
Match type is not a keyword preference: it decides how much control an account gives up while paying to learn which searches are valuable.
General marketing
Meta found a cheaper purchase event. Your business may be paying more.
Platform CPA can fall while delivered-customer cost rises. Count returns, verification work, order quality, and campaign variance before giving automation more budget.
General marketing
Optimization is where weak ideas go to avoid being killed
Tweaking is useful after an idea earns another round; before that, marketers need a keep-or-kill rule and a test of the idea itself.
General marketing
The agency is not the business. The client problem is
A credible agency starts with a narrow problem the founder can already deliver, sell, and finance, not a service list, an AI label, or a creator database.
General marketing
Revenue share is not an agency model. It is an attribution contract
Revenue share moves the argument about agency value into the contract, where incremental revenue, attribution windows, margins, and disputes need definitions before the first invoice.
General marketing
The best product-marketing course is a live product decision
Product marketers learn faster when a real feature forces them to connect product constraints, customer evidence, commercial value, and cross-functional judgment.
General marketing
OpenAI ads have a traffic problem—and an attribution problem
Do not scale OpenAI ads until a test can distinguish bad demand from lost click data; early wins are counterevidence, not a green light.