Perspectives on AI marketing, demand generation, and B2B revenue operations.
Name your top five marketing tools. Now name the metric each one feeds. If most of those metrics live inside a single function — paid, content, email — your AI is succeeding at the wrong job. The question isn't
AI accelerates whatever it's handed. A fragmented stack doesn't become unified by running faster — it becomes a faster-moving version of the same problem.
We just built the fix for a contract furniture manufacturer running three brands. 610 products. 4,342 digital assets. Spec sheets, price sheets, and proposals that generate themselves from the record instead of being maintained by hand. Role-gated pricing. Automated publishing to the storefront. Live in production, not a pilot. AI did a lot of that work, and I want to be precise about which part, because the hype in this space is out of control. AI did the extraction, the normalization, the reconciliation, the code. It did not decide what a product family means for that business, or who's allowed to see cost, or how discounts work in a channel with reps, dealers, and specifiers. AI compressed the labor. It did not make the decisions. I wrote up the whole build — seven steps, in order, with the reasoning attached. It's not a pitch. It's what we actually did.
AI gave volume tools a faster engine. What they built was more sameness. Here's why presence and position are different purchases — and why the unit matters.
Your Q4 budget is not a September conversation. It is happening right now, in August, in spreadsheets that have not changed since last year's planning cycle. That is the first problem. The second problem is what goes into those spreadsheets. Most $10M–$100M businesses build Q4 allocations the same way every year: - Last year's line items, adjusted slightly up or down - Channel-rep decks showing reach, impressions, and lead projections - Whatever the loudest voice in last year's planning meeting recommended None of that answers the revenue question. All of it answers the activity question. There is a difference. A significant one.
Clicks up. Impressions up. Leads delivered. But did revenue grow? If your agency's report can't answer that, it's not an oversight — it's by design. Their win condition ends at the lead. Whether those leads closed, or closed at margins that justify the spend, isn't a metric they're measured on. So the dashboard gets built around what makes them look good, not what tells you the truth. That's incentive alignment, not incompetence. Their metric is leads. Your metric is revenue. Those are not the same number. Driving Point: A dashboard full of clicks isn't evidence your marketing is working. It's protection against the conversation your agency doesn't want to have.
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