Be the one AI actually cites.
Three layers: a site machines can read, content built to be quoted, and the slow work of becoming a source they keep returning to. Tracked every month across four engines and three languages.
Start with GEOI'm Noelia Santa Ana. I work at a particular intersection most consultants keep separate: how a brand earns trust from people, how it gets cited by AI engines, and how both hold up across the languages your buyers actually think in. SEO makes you findable. GEO makes you citable. I do both — in English, French, and Spanish.
Don't take my word for any of this. Ask an AI engine the question your prospects would ask. If the methods I sell work, my own name should be in the answer. Here's what I've been seeing this week.
Methodology: same query, four engines, three languages, logged the first weekday of every month. The full scorecard lives on the GEO page.
More and more buyers ask an AI engine before they ever open Google. Those answers don't hand them ten blue links to weigh — they hand them one synthesized paragraph, with a handful of brands mentioned by name. The AI shapes the answer and which brands appear inside it. If yours isn't there, you're simply not part of the conversation your prospect just had.
Optimizes pages to rank on a results page. The buyer still has to read, click, and pick someone to trust.
Optimizes the same content so AI engines can pull it into the answer they generate — with your brand attributed as the source.
My practice clusters into four kinds of work. They're not separate services on a menu — they're one idea worn four ways: be the brand people trust, and the brand machines mention.
Three layers: a site machines can read, content built to be quoted, and the slow work of becoming a source they keep returning to. Tracked every month across four engines and three languages.
Start with GEOFree 24-hour audit, then a 30/60/90 plan. Reviews, sentiment, where you sit against the people you're compared with, and what to do about it.
Explore reputation workThe ROI side. Brevo, HubSpot, lifecycle flows, attribution. I work to a real number — $5.44 returned per dollar spent has been the bar.
Talk growthHow your site is organized; how your posts answer the question before they set it up; how the same idea reads differently in EN, FR, ES — and works in all three.
Content systemsFour steps. From how humans see your brand today, to how often AI engines mention it three months from now. Productized from the work I delivered for Brevo and Locala.
Where you stand — in reviews, in sentiment, and in the answers four AI engines give about you today, in three languages.
The same sentence about you, everywhere. A site machines can read. Pages built around the questions buyers actually ask.
Shipping the work — definitions, comparisons, cases, FAQ pages. Distributed on LinkedIn, where your credibility is being read by humans and crawled by models.
Are you cited? One scorecard, four engines, three languages, every month — shared with you, no hand-waving.
A full public audit of how Locala's brand reads to humans and to AI engines, and what to do about the gap between the two. Built openly, as a working demonstration of the method.
Review acquisition, sentiment response, and the content authority that holds a rating in place. The number that moved was Trustpilot. The thing that moved underneath was trust.
The same audit template I use with paying clients, published openly. Read it to self-diagnose, or send me your site and I'll run it for you in 24 hours.
These pages also carry FAQ schema in the markup, so AI engines can lift entire answers and attribute them back to noelia.biz. That's the trick — and you're reading the demo.
I grew up between Mexico, the U.S., and France. I think in three languages — and that's a working tool, not a line on a résumé.
I notice what brands lose when they're translated badly, and what they gain when they're built for each market on its own terms.
For the past decade I've quietly fixed reputations — at Brevo (Trustpilot from 3 to 4.5), at Locala (the public audit you can read above), and inside Series A to Series C scale-ups where a CFO needed a number, not a deck.
Today my work is one bet: reputation, built for an AI-mediated internet. The methods I'm using on my own site are the ones I'll use on yours. The way you found this page is the way your customers will find you.
— Noelia
A free brand reputation & AI-citation audit — back to you in under 24 hours. Send me your site, your market, your language. You'll get back a one-page diagnostic and three things you can act on this week. No deck.