● Methodology · Version 2026

What is the GROWTH Score™ methodology?

The six-pillar framework that measures how well AI assistants can find, understand, trust and recommend a private clinic. Built by a doctor, for regulated healthcare.

The short answer

The GROWTH Score™ is a diagnostic created by Dr Andrew Greenland of The AI Growth Clinic. It scores a private clinic from 0 to 100 on how clearly AI assistants (ChatGPT, Gemini, Perplexity, Claude and Google AI Overviews) can identify, cite and recommend it. The score is built from six pillars: Ground Truth, Retrievability, On-page Answers, Wider Web Authority, Trust Signals and Head-to-Head Visibility.

Patients increasingly ask an AI assistant for a recommendation before they ever open Google. The assistant either names your clinic or it names someone else. The GROWTH Score exists to measure that, in a way that is repeatable, evidence-backed and specific to the realities of regulated medicine: register-verified credentials, medical schema, liability-safe content and the directories patients actually trust.

G · R · O · W · T · H

Five pillars measure the inputs AI systems depend on. The sixth measures the outcome. Each is scored 0-100 against a fixed checklist.

PillarThe question it answersExamples of what we check
G - Ground TruthDoes the clinic exist as one clean, unambiguous entity that an AI can resolve?MedicalClinic, Physician and Organization schema; NAP (Name, Address, Phone) consistency; Google Business Profile; sameAs links to professional registers
R - RetrievabilityCan AI crawlers actually reach and read the site?robots.txt rules for GPTBot, ClaudeBot, PerplexityBot and Google-Extended; sitemap and llms.txt; content rendered without JavaScript; no consent walls blocking crawlers
O - On-page AnswersCan an AI lift a clean, quotable answer from your pages?Answer-shaped opening paragraphs; one page per core service; real FAQ content with FAQPage schema; MedicalProcedure markup; location and service on the same page
W - Wider Web AuthorityDoes the rest of the internet agree about who you are?Healthcare directories (Doctify, Top Doctors, WhatClinic in the UK; Healthgrades, Zocdoc, Vitals in the US; Jameda, DocPlanner in Europe); independent reviews; editorial and podcast mentions
T - Trust SignalsWould a liability-conscious AI feel safe recommending you?Register-verified practitioner credentials (GMC, GDC, CQC, US state medical boards); named clinical authorship; E-E-A-T markers; review volume and rating
H - Head-to-Head VisibilityWhen real patients ask real questions, are you named?Patient-language prompts tested live across AI assistants; visibility rate; position; share of voice against named competitors; accuracy of how the AI describes you

Head-to-Head Visibility is the proof pillar. The other five explain why it is high or low.

How the overall score is read

Pillar scores are combined into one overall score out of 100 using a fixed weighting that gives most weight to the pillars AI systems lean on hardest for regulated healthcare. The overall score falls into one of five bands.

0-39At RiskAI assistants rarely name you, or describe you inaccurately.
40-59UnderperformingOccasionally named; competitors win most answers.
60-74EmergingNamed for some services or locations, inconsistently.
75-89CompetitiveRegularly named for core services in your area.
90-100Category LeaderThe default answer in your speciality and location.

What a GROWTH scorecard looks like

Two illustrative scorecards showing patterns we commonly see. They are composites for explanation, not individual client results.

Illustrative

Private GP practice, single site, UK

Ground Truth
58
Retrievability
81
On-page Answers
44
Wider Web Authority
37
Trust Signals
52
Head-to-Head Visibility
18
Overall42 · Underperforming

The read: a technically sound website that AI can crawl, but thin service pages, a patchy directory footprint and doctors’ credentials that are not linked to the GMC register. Named in fewer than 1 in 5 relevant AI answers.

Illustrative

Dermatology clinic, two sites, US

Ground Truth
84
Retrievability
62
On-page Answers
79
Wider Web Authority
71
Trust Signals
80
Head-to-Head Visibility
57
Overall72 · Emerging

The read: strong content and credentials, but a cookie wall and JavaScript-only rendering hide key pages from AI crawlers. Fixing Retrievability alone typically unlocks the next band.

How the GROWTH Score is measured

  1. Patient-language prompts. We write the questions your patients actually ask ('best private dermatologist near Richmond', 'who does same-day private GP appointments in Leeds?'), not keyword strings.
  2. Live testing across AI assistants. Prompts are run in ChatGPT, Gemini and Perplexity (and Claude and Google AI Overviews for full programmes). Every answer is logged with the tool, date and verbatim text.
  3. Technical and off-site checks. Schema, crawler access, directory listings, register links and review profiles are checked against the versioned checklist.
  4. Evidence tagging. Every point awarded or withheld is tied to a specific piece of evidence you can see.
  5. Scoring and banding. Pillar scores are combined into the overall score and band, with the gaps that cost the most points listed first.

GROWTH Score vs other audits

Traditional SEO auditGeneric AEO / GEO auditGROWTH Score
MeasuresGoogle rankings and site healthAI mentions, usually sector-agnosticAI discoverability, trust and recommendation, specific to healthcare
Medical credentialsRarely checkedRarely checkedScored: register links, named clinicians, E-E-A-T
Medical schemaSometimesGeneric Organization / LocalBusinessMedicalClinic, Physician, MedicalProcedure
Live AI evidenceNoSometimesAlways, with verbatim answers
Built byMarketersMarketersA medical doctor

Why a doctor built it

AI assistants are cautious about healthcare. They look for signals that a clinic is real, regulated and competent before they will recommend it, because a bad recommendation carries real risk. Most AI visibility frameworks were built for restaurants, software or trades and treat those signals as optional. In private medicine they are the deciding factor. Dr Andrew Greenland built the GROWTH Score to measure what actually moves AI recommendations in regulated healthcare. Read about his background and credentials.

GROWTH Score questions

What is the GROWTH Score? ▾
The GROWTH Score™ is a six-pillar diagnostic, built by medical doctor Dr Andrew Greenland, that measures how well AI assistants such as ChatGPT, Gemini, Perplexity and Google AI Overviews can find, understand, trust and recommend a private clinic. Each pillar is scored 0-100 against a fixed, versioned checklist and combined into one overall score out of 100.
What do the letters in GROWTH stand for? ▾
G - Ground Truth. R - Retrievability. O - On-page Answers. W - Wider Web Authority. T - Trust Signals. H - Head-to-Head Visibility. The first five pillars measure the inputs AI systems rely on; the sixth measures the outcome: whether your clinic is actually named when patients ask.
Who created the GROWTH Score methodology? ▾
The GROWTH Score was created by Dr Andrew Greenland, a UK medical doctor with almost three decades in clinical practice and founder of The AI Growth Clinic. It was designed specifically for regulated, high-trust healthcare practices, which is why credentials, register verification and medical schema carry so much weight in it.
How is the GROWTH Score different from an SEO audit? ▾
An SEO audit measures how you rank in Google’s blue links. The GROWTH Score measures whether AI assistants can identify, cite and recommend you. The two overlap on technical foundations, but AI answers draw on a much wider set of sources (directories, reviews, registers, editorial mentions), so a clinic can rank well on Google and still be missing from AI answers.
What is a good GROWTH Score? ▾
Scores of 75-89 are Competitive: AI assistants regularly name you for your core services. 90-100 is Category Leader. Most private clinics we assess for the first time land in the At Risk (0-39) or Underperforming (40-59) bands, usually because of gaps in Ground Truth, Trust Signals and Wider Web Authority rather than content alone.
Is the GROWTH Score objective? ▾
Every point is tied to evidence: a schema block, a crawler fetch result, a directory listing, or a logged AI answer with the tool and date recorded. The checklist is versioned, so two clinics scored on the same day under the same version get comparable numbers, and month-on-month movement reflects real change rather than a moved goalpost.
How often should a clinic re-measure its GROWTH Score? ▾
Monthly while you are actively working on it. AI answers shift as models refresh and competitors change their footprint, so a single measurement is a baseline, not a verdict. Clients on the GROWTH Program receive a refreshed dashboard every month.
How do I get my GROWTH Score? ▾
Request a free AI Visibility Snapshot at aigrowthclinic.com/free-audit. You receive a 6-8 page scorecard across all six pillars, plus live quoted answers from ChatGPT, Gemini and Perplexity for the services you offer, the same working day.

Find out your clinic’s GROWTH Score

Free six-pillar Snapshot with live AI answers for your services. Delivered the same working day.