Content and Conversation

The episode delivers a meaningful cluster of non-obvious operational insights - citation visibility vs. citation share distinction, the product-based team restructuring that bypasses mid-funnel attribution, and the finding that audience size doesn't predict citation volume. However, there is meaningful filler, circular confirmation exchanges, and several points that simply rehearse well-known AEO discourse.

“we are finding that not only is it um, most customers but it is the single biggest predictor of purchase intent across segment”

“if you are optimizing and writing for bots, then you really do need to spell out how your product can help someone do this thing”

A handful of genuinely fresh framings emerge - B2B2C (business to bot to consumer), the counterintuitive creator citation finding, and the property-to-product team restructure as an attribution workaround - but much of the conversation recycles familiar AEO talking points about ChatGPT disruption, Reddit's Google deal, and query fan-out.

“I call it, um, B2. B2C. Business to bot to consumer. Your primary audience becomes the bot.”

“audience size. Yeah, it doesn't predict how many citations someone is going to get”

Aja Frost leads a 40-person SEO/AEO function at HubSpot, a genuine category leader in B2B content, and has been running structured AEO programs since early 2023 with real budget, real team decisions, and real data informing a commercial product - this is a senior practitioner at scale, not a thought-leader circuit guest.

“The SEO AEO component of it is around, uh, 40”

“we go down to the feature level and we map out between four to 10 prompts for each stage of the buyer's journey from I have this problem, but I don't know how to name it to. I'm comparing, you know, multiple solutions head to head”

There are useful concrete data points - team sizes, the three dominant citation platforms, 4-10 prompts per feature, the creator program's 4-5-year history - but the most commercially interesting data (citation ROI model, actual visibility percentages, revenue attribution) is explicitly withheld, and many answers default to 'it depends.'

“There are three sites that we see show up in the prompt set that we are tracking citation wise over and over again. LinkedIn, YouTube and Reddit”

“my total team is around 65 folks. The SEO AEO component of it is around, uh, 40”

The host has genuine curiosity and lands some good follow-up probes (on UX changes, creator citation characteristics, Reddit community mechanics), but he consistently fails to push back on unsubstantiated claims, answers his own questions at length, and opens with extended flattery that sets a soft tone throughout.

“HubSpot has always been known as kind of category leading to me from a strategy standpoint in the search world. So a lot of people would look to your team for kind of like industry leading best practices”

“okay, so. Oh, that's an issue. I feel like it's a good time to ask you, how does HubSpot track its own prompts?”