Skip to main content

Documentation Index

Fetch the complete documentation index at: https://docs.onsomble.ai/llms.txt

Use this file to discover all available pages before exploring further.

Answer Engine Optimisation (AEO) is the practice of making sure a business is represented well when customers ask AI assistants for recommendations, comparisons, or answers — instead of (or alongside) typing queries into a search engine. If you’ve come across AEO elsewhere, you may also have seen it called Generative Engine Optimisation (GEO) or LLM Optimisation (LLMO). The terms all refer to the same underlying discipline. Onsomble uses AEO because it emphasises what actually matters: the customer isn’t running a search, they’re asking a question and getting an answer.

Why AEO exists now

Customer discovery journeys have shifted. When someone wants to find a plumber, compare insurance providers, or choose a product, they increasingly ask an AI assistant instead of running a search. ChatGPT, Claude, Gemini, and Perplexity are now real entry points to a buying decision — not just curiosities. Two consequences for businesses:
  1. Your presence in AI assistant answers is now part of how customers decide. If the assistant doesn’t mention you, the decision happens without you.
  2. Whoever gets mentioned — and how they get mentioned — has material business impact. Prominence, accuracy, and framing in an AI answer matter in the same way that ranking in a Google result mattered before.
AEO is the discipline that grew up around that reality.

How AEO differs from SEO

AEO and SEO share some DNA — both are about being visible to the systems customers use to find you. But the practical mechanics diverge quickly.
SEOAEO
What you’re optimising forRanking in a list of blue linksInclusion, prominence, and accuracy inside a generated answer
How you measure successPosition, click-through rate, organic trafficCitation frequency, share of voice, sentiment, accuracy
What the system is doingIndexing pages and ranking them by relevance and authority signalsSynthesising an answer from multiple sources, often without showing the sources
How fast things changeRelatively stable — ranking shifts over weeks or monthsMore volatile — model updates can shift what’s said about a business overnight
What the customer seesA list of links they can click to exploreA direct answer, often with no exploration needed
Lever: keywordsCentralMostly irrelevant — what matters is whether the content explains the business well
Lever: backlinksStill a factorLess direct, but authoritative source signal still matters
Lever: content clarityImportantCritical — LLMs draw from content that’s structured and unambiguous
Lever: third-party signalImportant (reviews, mentions)Very important — reviews, directories, and press shape how AI describes a business
The biggest mental shift: with SEO, you wanted customers to click through to your site. With AEO, increasingly, customers never leave the conversation with the assistant. Your job is to make sure the assistant’s answer is one that represents you well and makes the customer want to engage with you — whether that’s through an action workflow in the same conversation, or by picking up the phone.

What AEO actually involves

In practice, AEO is a loop:
1

Measure

Run realistic customer questions through the major AI models. Capture what they said. Turn that into measurable numbers — citation frequency, share of voice, sentiment — that compare you against your competitors.
2

Interpret

The numbers are only useful if you can explain what they mean. Where are you strong? Where are you weak? What specifically is being said, and why?
3

Act

Translate insights into changes — content you publish, accuracy you correct, positioning you sharpen, third-party signal you build.
4

Re-measure

Rerun scans on a cadence. Watch the metrics. Did the changes move the needle?
This isn’t a one-off audit. AEO is an ongoing practice — partly because models update, partly because competitors are doing the same work, and partly because customer questions evolve.

What AEO-friendly content looks like

A handful of patterns consistently produce better AI representation:
  • Direct answers to specific questions. Content structured as “What does X do?” / “Answer: X does…” is more extractable than the same information buried in marketing prose.
  • Clear positioning. Specificity about who the business is for and what it’s best at shows up in how the AI describes it.
  • Factual accuracy on key details. Pricing, service area, hours, product lineup. AI models can and do reproduce these verbatim when they’re easy to extract.
  • Consistency across the web. If your website, your directory listings, and your press all describe you the same way, that consistency reinforces the signal models pick up on.
  • Structured formats where they make sense. FAQs, comparison pages, and explicit Q&A formats work disproportionately well.
None of this is SEO-incompatible — in most cases it’s complementary. But the framing is different: you’re writing for a model that will synthesise and relay, not a reader who will scan and click.

Where AEO is going

A few tentative observations about the direction of the field:
  • The tooling is still young. Most established SEO tools are still figuring out what AEO looks like in their products. Purpose-built platforms like Onsomble will lead until the incumbents catch up.
  • Interactivity is the next layer. Discoverability is the first wave. The next wave is businesses being able to do things through AI assistants — answering questions, taking bookings, providing quotes — not just being mentioned. This is what Onsomble’s Workflows pillar is aimed at.
  • The metrics will mature. Right now, AEO metrics borrow a lot from SEO metaphors. As the discipline settles, more AEO-native measures will emerge.

Onsomble’s take on AEO

Onsomble is built specifically for AEO. The Discoverability pillar — scanning, measuring, recommending — is the measure-interpret-act loop made explicit. See:

AEO overview

How Onsomble implements the AEO loop in practice.

Setting up a scan

Configure a scan to measure your business’s current AEO state.