Omniscient Digital

Because SEO operates with delayed feedback loops and layered dependencies, small issues can compound for months before anyone notices. This essay is about how those hidden failures take hold, and why verifying your foundations matters more than it seems.

When the cost of producing something drops, the meaning of producing it changes. Signals that once conveyed effort, quality, or credibility can quickly become cheap and uninformative when anyone can replicate them. In these environments, trust doesn’t disappear, but it relocates to things that are harder to fake. This essay explores the underlying principles of signaling, why advantage erodes as tactics spread, and where real differentiation comes from when everything looks the same.

Incentives shape behavior, often in ways we don’t anticipate. When we measure the wrong thing, we don’t just misread reality, we change it. In marketing, the metrics we choose quietly steer strategy, tactics, and even the structure of entire programs. Sometimes the result looks like progress, right up until the cobras get released.

In World War II, islanders in the South Pacific built imitation airstrips and control towers after observing Allied cargo planes. They copied the visible rituals (runways, signals, even headphones) but lacked the underlying systems that actually delivered the planes. In marketing, the same thing happens when teams replicate the surface-level tactics of successful companies without understanding the strategy, infrastructure, or context behind them. The result is activity that looks right but produces nothing.

Marketing decisions are rarely made with perfect information. We’re operating in complex systems, delayed feedback loops, and a media environment full of noise that can easily masquerade as signal. In that world, better outcomes come not from certainty, but from better thinking about evidence, risk, and probability. This essay explores how decision theory can help marketers make smarter bets, even when the data is incomplete.

AI is making it dramatically easier to produce content, run experiments, and execute the mechanics of marketing. But when everyone gains access to the same efficiencies, the advantage quickly disappears. What starts as a breakthrough tactic soon becomes table stakes, and the competitive edge erodes. This essay explores why that happens, and what actually compounds when the tactical layer keeps getting commoditized.

AI is rapidly becoming a major surface for product discovery, but most brands still aren’t sure what to actually do about it. Classic SEO playbooks don’t map cleanly to how LLMs source and synthesize information. The opportunity isn’t mysterious or entirely novel, it just requires a slightly different way of thinking about content, citations, and influence across the web. In this piece, I’ll walk through a set of practical tactics (and a simple framework) for improving your brand’s visibility in AI-generated answers.

It’s never been easier to learn the mechanics of SEO. It’s also never been easier to mistake surface-level knowledge for real competitive advantage.

AEO makes salient the idea that brand marketers have known forever: influence is upstream.

This essay was originally published October 2, 2025 on our Field Notes newsletter. I am republishing here because, while the specific tactics we flock to and then quickly abandon change rapidly, it is evergreen that marketers will flock to and abandon tactics, generating strategic whiplash. We've seen this recently with self-promotional listicles. It's not about the tactic. It's about the lack of strategic foresight, focus, and first principles thinking.