I was working through the rest of the series. The 2019 piece had been part of a content cluster of around seven URLs, and I wanted to make sure I wasn't missing a pattern across the group. As part of that follow-up sweep, I called the AirOps MCP for citation data on the cluster. Just a routine check.

The page I'd just redirected was returning 96 citations in the last 30 days.

Not a flat number. Ninety-six prompts where AI tools were citing this allegedly-dead 2019 post as a source. I reverted the 301 inside ten minutes and lined the page up for a content refresh instead.

Here's what bothered me. Every traditional SEO signal told me to kill it. No keyword rankings on Ahrefs. No clicks in GSC. No referring domains. If I hadn't checked AirOps the next day for unrelated reasons, that page would still be redirected today, and a citation engine that was actively working would be off the air.

Traditional SEO can't see this. AEO tools can. That's the whole gap in one example

FinTech specifically is going to be the canary on this one. Two reasons.

First, FinTech buyers live in LLMs. They use them daily. The 2026 research backs this up at a population level: 6sense's recent study of nearly 4,000 B2B buyers found that 94% use LLMs during the purchase journey and 51% now start their research in an AI chatbot rather than Google. G2's 2026 numbers tell the same story. But for FinTech specifically, the buyers have long sales cycles and they research heavily. They're not going to hit a Google SERP and call it done. They'll ask ChatGPT for "the best [X] for our use case," compare three options, ask Perplexity to validate, and only then book the demo.

Second, FinTech has a lot of evergreen reference content. Regulatory explainers. Glossary-style posts. "How does X actually work" pieces. That content type is exactly what LLMs cite. Stale doesn't mean useless to a citation engine. Sometimes the AI tools are still pulling from a 2018 explainer because nothing better has been written since.

The blind spot is the combination of those two realities. SEO tools say a page is dead. AEO tools say it's a citation engine. Most consultants only have the SEO tools.

I'm not going to pretend I know what percentage of the redirect calls being made today are wrong because of this. I do know that mine almost was, on a page where every traditional signal said the redirect was the right call. There's never a clean right or wrong answer here. Testing and looking at all your metrics is the only thing we can actually do.

Three steps, in order:

That last step is the one most people will skip. The temptation is to refresh and move on. Baseline-then-measure is what turns a recovered redirect into a repeatable playbook.

Cadence: The Compound is monthly. Issue #2 lands mid-June.

Next issue — the master marketing document. One source of truth for your brand, dropped into a Claude Project or Custom GPT, becomes the basis for every brief, landing page, email, and post you ship after that. One of the biggest leverage points most B2B teams have skipped. I'll show you what goes into one, the questions it has to answer to be useful, and how to build one in a week without it becoming a six-month project.

If you've been making redirect calls without an AEO check, pull the last three you shipped and run them through AirOps (or a similar software) before the week ends. Better to catch a near-miss now than discover it in 30 days when the citation engine has already gone cold.