SEO · AI Search Automation

Four acronyms.
No agreed definition.

Getting your business cited inside AI answers is real and it matters. What is not real is the certainty being sold around it. The industry uses AEO, GEO, AIO and LLMO more or less interchangeably, with no consensus definition between them. We are building for it. It is not ready, and this page explains the landscape rather than pretending we have solved it.

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AI Search · roadmap

Get cited in AI answers?

Entities and structure, done properly
Claims a model can verify
Status: building, not shipped
Piper, SEO Lead
Piper · SEO Lead
Status: building, not shipped. No beta, no early access, no dashboard with a number on it.
AEO, GEO, AIO, LLMO. Used interchangeably across the industry with no settled meaning.
Entities and structure are the work. Being citable is mostly about being unambiguous, not about a trick.
Anyone quoting you a citation rate. Ask them how they measured it. Most cannot answer.
ComingStatus today
PiperAgent

Part of the SEO module. Switched on and off per account, so you never pay for a module sitting idle.

This automationComing
How It Works

Four moves. Every one of them yours to stop.

1
Understand what the terms actually mean

AEO targets direct answers, GEO targets generative systems more broadly, AIO and LLMO are used for both. In practice agencies write AEO/GEO because the two have converged.

2
Structure content so a model can use it

Clear entities, unambiguous claims, and facts a model can attribute to you. Most of this overlaps with writing well and marking up properly.

3
Measure citation, which is the hard part

There is no equivalent of Search Console for AI answers. Anyone quoting you a precise citation rate should be asked how they got it.

4
Ship when there is something honest to ship

The reason this says Coming rather than Early access is that we do not have a measurement story we believe yet.

What You Get

The market, and what changes.

0US searches a month for generative engine optimization
4 acronymsAEO, GEO, AIO and LLMO, with no agreed definition between them
0 citation claimsthere is no reliable way to measure it yet, including for us

Search volume: Google Keyword Planner, United States, pulled 31 Aug 2026. Every other number is measured on our own site.

The System Behind It

Keyword tracker

Nothing in the current system targets AI answer surfaces, and there is no measurement layer for citation. The structured-data and entity work that feeds it is partly present in the content module, but it is not a shipped capability.

Not builtbuilt for Ruh AI firsthuman approval on every piece
See the numbers it produced ↗
Keyword tracker
Your dataYour brand packWhat worked last month
Piper
Piper · Keyword tracker
Held for your clickrender · reviewapprove · or rejectthen it ships
Honest Limits

What this does not do yet.

It is not built, and unlike the other roadmap items we also do not yet have a measurement approach we trust.
Nobody can currently prove AI-search performance the way Search Console proves organic. Be sceptical of anyone who says otherwise, including us.
The structured-data groundwork that helps here is already part of how content is produced. That is a side effect, not a product.
Questions

Asked before every walkthrough

Is this AEO or GEO?

Both terms are used for roughly the same work and no consensus definition exists. Agencies commonly write AEO/GEO. We use AI Search as the plain-English name and treat the acronyms as synonyms.

Can you get me cited in ChatGPT?

We are not going to claim that. There is no reliable measurement layer for citation yet, so a promise like that cannot be verified by you or by us.

Is any of this already happening?

Indirectly. Clear structure and unambiguous claims help, and that is already how content is produced. It is a side effect of doing the work properly, not a module you can switch on.

Invite Only

Switch on AI Search Automation.
Leave the rest off.

Book a walkthroughSee the Ruh AI numbers

Also in SEO: Keyword Discovery Automation · Rank Tracking Automation