The window is open. It closes on the people who wait.
Every category eventually gets a default set of brands that AI models reach for. Those defaults are being set now, cheaply, by whoever shows up first. In eighteen months the same position costs ten times more — if it is available at all.
You need LLM SEO now because AI answer engines are currently deciding which brands become their default recommendations per category, and those decisions compound. Entity authority and citation consensus take 90 days minimum to build and roughly 9 to 12 months to become defensible. A brand that starts today is established before the category saturates. A brand that starts in eighteen months is competing against incumbents that AI already trusts.
1. The competition is underbuilt right now
This is the part nobody says out loud. Look at the actual search landscape for the terms that define this category:
| Query | Monthly volume | Difficulty | State of the results |
|---|---|---|---|
| generative engine optimization | 12,000 | KD 62 | Every top-10 result has a URL Rating of 9 or below. Large brands rushed thin pages out. |
| answer engine optimization | 3,700 | KD 45 | Softer than the GEO result set. Reddit ranks second. |
| geo vs seo | 2,600 | KD 12 | Entire top 10 sits at UR 4–5. Genuinely open. |
| llm seo | 1,400 | KD 14 | Reddit second. Defensible by any real practitioner with a case study. |
A 12,000-a-month commercial query where nothing above position two has meaningful page authority is not a normal market condition. It is a temporary one. Big brands publish placeholder pages first and build them properly second — and when they do, the window shuts.
2. AI does not rank pages. It recommends brands.
This is the structural change and it is why waiting is more expensive here than in classic SEO. In a ranked list, a new page can displace an old one on the strength of that page alone. In a generated answer, the model is not comparing pages — it is recalling which brands it associates with the question. That association is built from repeated, consistent mentions across sources the model already trusts.
You cannot buy your way past that in a quarter. Entity authority is a slow-accruing asset, which is exactly why it is a defensible one once you have it.
3. Zero-click is not coming. It arrived.
AI Overviews now sit above the organic results for a large share of informational queries. The click you used to earn at position three is increasingly absorbed into a summary that names two or three brands. If you are not one of the named brands, your position-three ranking is worth materially less than it was, and the traffic report will show it as a CTR decline you cannot fix with a better title tag.
The defensive move and the offensive move are the same move: be the brand inside the answer.
4. The cost of being late, concretely
- Months 1–3 today buys entity indexing and first citations while your category is uncontested.
- Months 1–3 in two years buys the same technical work, but now you are trying to displace brands the models have cited thousands of times. Displacement costs several multiples of establishment.
- The compounding gap is the real cost. Every month a competitor is cited and you are not, the consensus signal strengthens in their favour and weakens the relative weight of yours.
5. What it does not mean
It does not mean abandoning traditional SEO. Nearly every GEO signal — crawlability, structure, schema, authority, freshness — is a classic SEO signal applied to a different retrieval system. A site with broken crawl budget and no technical foundation cannot win either game. Anyone selling you GEO without touching your technical health is selling you a report.
It also does not mean instant results. If someone promises AI citations within two weeks, ask them for the export. We publish our timeline precisely because the honest version is the one that survives contact with reality.
The realistic timeline, again
Brand and entity indexing
Models can resolve who you are, what category you are in and who runs you.
First citations
Long-tail category questions start returning your pages as sources.
Consistent mentions
Named in answers, not just linked. Repeat appearances across prompt families.
Stable visibility
Week-to-week consistency instead of spikes.
Category authority
A default brand for your category. This is the position that is expensive to take and cheap to hold.
Questions we get asked
Is GEO a fad that will disappear when the hype dies?
We already rank #1 on Google. Do we still need this?
Can we do this in-house?
See exactly where you stand today.
The free audit takes a minute and tells you which of the twelve eligibility signals you are currently failing.