Seer Interactive just measured 231,347 LLM responses and found a 7.8× gap between brands with strong “signal architecture” and brands without. Here’s the K&C reading — and why it changes how AVS gets used.
A US agency called Seer Interactive has just published the most rigorous piece of GEO research the field has produced so far. They ran 231,347 large-language-model responses across the 2026 Winter Olympics — six different LLMs, every category from skiing to skating to broadcast partners. The headline finding: brands with strong “signal architecture” appeared in AI answers 7.8× more often than brands without.
That is not a marginal lift. That is the difference between being in the consideration set and being invisible. Seer call it the “Binary Cliff” — and it lines up exactly with what we see on every AVS audit. You are either in the answer or you are not.
I read this so you don’t have to. Here’s what it actually means.
Seer break it into three layers:
Strong on all three layers, you appear. Weak on any of them, you start losing ground. Weak on all three, you fall off the cliff.
This is the same thing K&C has been measuring with AVS — under different language. Twelve pillars, three layers, same diagnostic instinct: AI doesn’t make up answers, it pulls them from somewhere. Map where, and you can change whether you appear.
Here’s the bit nobody tells you on a sales call.
The lesson from the Olympics study is not “everyone needs Wikipedia and Reddit”. The Olympics is one slice — broadcast media, sportswear, ticket platforms, equipment manufacturers. That slice happens to lean on Wikipedia and Reddit. Other categories don’t.
Some sectors run on trade press and analyst reports. Some run on accreditation bodies and government registers. Some run on LinkedIn and founder presence. Some genuinely run on Reddit. The Olympics’ specific source mix doesn’t transfer to your sector.
The method generalises. The sources don’t.
This is the most important thing to understand and the easiest thing to skip. Map your sector’s signal architecture before you spend a penny on tactics.
Wikipedia is the single most-cited source in Seer’s data. Of course every agency in the GEO space is now telling clients to “get on Wikipedia”.
Here’s the bit they leave out. Wikipedia is downstream of notability. It is not a tactic you can run. It is a downstream effect of significant coverage in reliable third-party sources you don’t control. Paid placement doesn’t count. Sponsored content doesn’t count. Your own blog doesn’t count. Your LinkedIn doesn’t count. Press releases on the wires don’t count.
If you are not already independently notable, do not try to write your own page. The community will spot it, delete it, and the brand will end up on the talk page as a cautionary example. Plenty of household names don’t have one and won’t get one until somebody else writes it.
Reddit is also massive in the Olympics dataset. Cue every GEO consultancy promising “Reddit campaigns”.
We don’t run Reddit campaigns. We won’t pretend to. Astroturfing kills brands and the sub-bans follow you. Reddit communities can spot a planted thread inside an hour and the brand wears it for years.
What Reddit actually offers as a GEO signal is three things:
If your category doesn’t lean on Reddit, don’t invest there. Most don’t.
AVS isn’t a checklist of tactics. It’s a diagnostic.
What we measure tells you which signals matter for your category, not the average category. Which sources AI is pulling from. Where you have signal strength, and where you have a gap. Which part of the architecture is actually weak.
Then it becomes a measurement loop. Quarterly. Tracking whether the gap is closing or widening. The most important work happens before any tactic — figuring out what to do at all. Most agencies skip that step and sell their default playbook regardless of category.
That is a problem when the playbook is wrong for the sector. Which, given the gap between the Olympics’ source mix and your average B2B SaaS firm, professional services practice or independent retailer, it usually is.
If you want to know what your category’s signal architecture looks like — and where your business sits inside it — that is what the AVS Exec Brief is for. One day. Free. We design a tailored prompt set for your business, run it across ChatGPT, Google AI Overviews and Perplexity, and walk you through what we found.
It is the closest thing to the full AVS without commissioning one.
Source: Seer Interactive, “GEO Olympics Study”, February 2026 — seerinteractive.com/insights/seer-geo-olympics-study.
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