Is your content
in the AI answer?

230 million health questions land on AI engines every week. Pharmaceutical content that isn't structured for GEO is invisible — no matter how good your MLR process is.

230M
Health questions/week
on AI engines
Faster AI adoption
vs. search in 2013
#1
GEO field guide
built for pharma
MLR-safe
Framework for
regulated content teams

The problem

SEO got pharma
this far. GEO is
what's next.

When a patient asks ChatGPT about your molecule, or a physician uses Perplexity to check a dosing protocol — your content either appears in that answer, or a competitor's does. SEO rules don't apply here.

The pharmaceutical industry has always navigated the tension between communication and compliance. GEO is the next frontier of that same challenge.

AI engines don't crawl like Google

They synthesize, summarize, and cite. Your optimised pages may never appear — but structured, authoritative content will.

🔬

MLR approval ≠ AI visibility

Content can pass every review and still be invisible to generative AI. The requirements are different — and learnable.

📋

Generic GEO ignores pharma's reality

No GEO framework existed for promotional and medical content under regulatory scrutiny. Until now.

🏃

The window to lead is narrow

Early movers in GEO will define which brands become AI-cited authorities. This is that moment.

The book

The first GEO playbook
written for pharma

GEO for Pharma
Cover image — coming soon
GEO for Pharma A Field Guide for Content,
Digital, and MLR Teams
geo4pharma.com
Publishing soon

A practical framework for the practitioners who actually have to do this

Not a theoretical overview. A field guide built for content managers, digital leads, and medical writers navigating the tension between AI visibility and regulatory compliance.

Every chapter is written with MLR realities in mind — because "just rewrite your homepage" is advice that doesn't work in a regulated industry.

01 What GEO is — and what it isn't for pharma
02 How AI engines select and cite content
03 The six dimensions of GEO readiness
04 MLR-compatible optimisation techniques
05 Structured data and schema for regulated content
06 Measuring AI visibility — metrics that matter
07 Building your GEO roadmap

Free resource

The GEO
Readiness Checklist

A practical diagnostic for content and digital teams. Audit your current content against the six dimensions that determine AI engine visibility — without disrupting your MLR workflow.

Download Free →

Schema & structured data

Are your pages readable by AI training and retrieval pipelines?

Answer-layer content

Does your content directly answer the questions HCPs and patients ask AI?

Authority signals

Are you building the credibility signals AI engines trust?

MLR-compatible optimisation

Which GEO techniques work within regulatory approval processes?

Content velocity alignment

Is your cadence keeping pace with AI knowledge refresh cycles?

Measurement & benchmarking

Do you have a baseline for AI visibility and a way to track improvement?

Why this exists

Built for pharma
by someone inside it

"Every GEO framework I found assumed you could just rewrite your homepage overnight. Nobody was writing for teams that need MLR sign-off on every comma."

GEO for Pharma is a field guide for the practitioners who actually have to navigate this — content managers, digital leads, and medical writers who understand both the opportunity and the constraints. It's not about moving fast and breaking things. It's about moving smart and staying compliant.

Get the Checklist →
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Enric Sabata
Postfach 1516
55208 Ingelheim am Rhein
Germany

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Website: geo4pharma.com

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