LLM search optimization

Be the answer AI gives.

Search is becoming a conversation. Quoted First helps your brand get cited, recommended and quoted by ChatGPT, Perplexity, Claude, Gemini and Google AI Overviews — before your competitors are.

Free 30-minute call Results tracked across 6 AI engines No long-term contract on Starter
We optimize for ChatGPT Perplexity Claude Gemini AI Overviews Copilot

Trusted by teams who'd rather be the answer than the footnote

Ledgerly Solstice Skin Lumen Health harbor.studio Vantage Northwind Marrow & Co.
Why now

The ten blue links are becoming one answer.

Every month, more of your buyers ask an AI assistant instead of typing keywords into a search box. Those assistants don't show a results page. They synthesize a single answer and cite a handful of sources.

If you're not one of them, you're not in the conversation.

Then — a results page

Ten links, ranked. You could be #4 and still win a click. Traffic was the metric, keywords the currency.

Now — an answer

One answer, three to five citations. The model decides who is trustworthy, who is relevant and who gets named. There is no page two.

3–5

Sources cited in a typical AI answer. Being on that list is the whole game.

Quoted First benchmark · 2026
71%

Of pages AI engines cite for commercial prompts don't rank #1 in Google for the same query. Different signals, different winners.

Quoted First benchmark · 2026
0

Impressions AI answers report in Search Console. If you're not measuring it yourself, you're flying blind.

Why we built our own monitoring
How it works

A repeatable system for getting quoted.

Not a bag of tricks. A 90-day cycle we run again and again, with measurement built in from day one.

01

Audit

We map how every major AI engine answers the questions your buyers ask — and where you stand versus competitors.

02

Prompt map

We build your prompt universe: hundreds of real questions, grouped by intent and buying stage, prioritised by value.

03

Optimize

We restructure and write content AI systems can extract, trust and attribute — clear answers, entities, schema, original data.

04

Amplify

We earn mentions in the sources models lean on: industry publications, communities, review sites and reference pages.

05

Measure

We track citations, share of voice and sentiment across engines every week — and double down on what's working.

What we do

Everything it takes to get cited.

Six disciplines, one goal: when a model answers a question in your category, it reaches for you.

AI Visibility Audit

Your baseline across six engines: where you're cited, where competitors are, and what AI currently says about you — accurate or not.

Learn more

Answer-Ready Content

Pages rebuilt for extractability: direct answers, definitional clarity, comparison tables, FAQs and original data models love to quote.

Learn more

Entity & Knowledge Graph

Make your brand a well-defined entity: structured data, consistent facts everywhere, and the reference presence models cross-check against.

Learn more

Citation & Source Authority

Earned mentions in the publications, communities and review sites AI engines already trust — the corroboration that turns a claim into a citation.

Learn more

Technical Access

Make sure AI crawlers can actually reach and read you: robots.txt for AI bots, llms.txt, rendering, speed, canonicals and clean markup.

Learn more

Monitoring & Reporting

Weekly prompt tracking across engines: citation rate, share of voice, position, sentiment and accuracy — with alerts when something changes.

Learn more
Results

Numbers our clients can quote.

Averages across active client engagements. Every one is reported weekly, per engine, per prompt.

0×
Average increase in AI citations in the first 90 days
0%
Of clients quoted first for at least one priority prompt within 90 days
0+
Prompts monitored every month across six AI engines
0+
Brands we've helped get into the answer, from seed-stage to Fortune 500
Case studies

From footnote to first citation.

B2B SaaS · Fintech
4.7×
more AI citations in 11 weeks

Ledgerly went from unmentioned to the first name ChatGPT gives for “best expense software for startups.”

Read the story
DTC · Skincare
+212%
revenue from AI-referred sessions

Solstice Skin turned product pages into the sources Perplexity quotes for sensitive-skin questions.

Read the story
Healthcare · Provider network
63%
share of voice on priority prompts

Lumen Health became the go-to reference for post-surgical rehab questions in a regulated category.

Read the story
In their words

Quoted, by the people who hired us.

Within eight weeks, ChatGPT went from never mentioning us to naming us first for our two most valuable prompts. Demo requests from AI referrals are now a line item in our board deck.
Maya Chen
VP Marketing, Ledgerly
We'd spent years on SEO and had nothing to show for it in Perplexity. Quoted First rebuilt our product pages so they actually get quoted. It's a different game and they know the rules.
Daniel Okafor
Head of Growth, Solstice Skin
The reporting alone changed how our leadership thinks about search. Seeing exactly what AI says about us — and watching it improve week over week — made the case for itself.
Priya Raman
Director of Digital, Lumen Health
FAQ

Questions we get asked — by humans and by models.

Straight answers, structured so an AI could quote them. We practise what we preach.

Ask us something else
What is LLM search optimization?

LLM search optimization — you'll also hear generative engine optimization (GEO) and answer engine optimization (AEO) — is the practice of making your brand and your content the source AI assistants cite, quote and recommend when people ask them questions. It spans content structure, entity clarity, structured data, third-party corroboration and technical access for AI crawlers.

How is it different from SEO?

SEO competes for a position on a results page. LLM search optimization competes for a citation inside one synthesized answer. Crawlability and authority still matter, but answer-ready structure, unambiguous entities and corroboration across trusted sources matter far more — and keyword density matters far less. Good SEO is a head start, not a substitute.

Which AI engines do you optimize for?

ChatGPT (including ChatGPT search), Perplexity, Claude, Google Gemini, Google AI Overviews and AI Mode, and Microsoft Copilot. We add engines to monitoring as they gain meaningful share, and we report per engine because they don't all cite the same way.

How long until we see results?

Most clients see first citation gains within four to eight weeks and meaningful share-of-voice shifts within 90 days. Timelines depend on your baseline authority and how competitive your category is — an audit tells you where you're starting from.

Do you guarantee we'll be quoted first?

No one can guarantee what a model will say — anyone who does is selling something else. What we guarantee is the process, transparent weekly measurement and a clear view of progress. Our track record: 68% of clients are quoted first for at least one priority prompt within 90 days.

Can we do this in-house?

Absolutely — and we'll help you. We offer audit-only engagements and team training. Most clients keep us for the monitoring infrastructure, the outreach network and the pace of iteration, but we're happy to be the team that makes your team good at this.

Ready to be the answer?

Start with a free AI Visibility Score, or book a call and we'll show you what ChatGPT, Perplexity and Gemini currently say about you.