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// AEO ASSESSMENT

JP Partners Medical Group AEO Assessment Report
by Novastacks AI

jpmedic.com | Hong Kong Market

April 16, 2026 | Prepared by Novastacks AI

2.0 /10
AI-Invisible

Site Readiness: 2.0 · LLM Visibility: 2.0

Compared against: centralhealth.com.hk hkmedicalconsultants.com JP Partners Medical Group
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// 01 EXECUTIVE SUMMARY

14 Medical Centres, Zero AI Recommendations

JP Partners Medical Group operates 14 medical centres, 14 TCM clinics, 8 dental clinics, and 5 endoscopy centres across Hong Kong — one of the largest private networks in the territory. When patients search your name, you appear. The problem is patients increasingly don't search by name.

When residents ask AI assistants or Google for recommendations — "best body check clinic," "GP in Tuen Mun," "private doctor near me" — JP Partners does not appear. We tested 6 queries across ChatGPT and Google AI. Competitors were cited. You were not. This is a recommendation problem: AI decides who to trust, and it cannot read your site well enough to recommend you.

Central Health captures 7x more search visibility with 487 ranked keywords versus your 64. As AI-powered search becomes the default for healthcare decisions in Hong Kong, the window to act before competitors lock in their advantage is narrowing.

DomainRanked KeywordsEst. Traffic (ETV)#1 Positions#2-3#4-10
jpmedic.com645886421
centralhealth.com.hk4874,1751326104
hkmedicalconsultants.com794576626
// 02 AI VISIBILITY

AI Knows Your Name but Never Recommends You

AI visibility across ChatGPT and Google AI Overview

ChatGPT Query Results

Prompt TypeQueryMentioned?Who Was Cited
Branded莊柏醫療 JP Medic Hong Kong - what services do they offer?YesJP Partners cited with jpmedic.com and HK01 coverage
Competitor BrandedCentral Health Medical Practice Hong Kong reviewNoCentral Health cited (4.2/5, 67 reviews). JP Partners not mentioned.
Category香港身體檢查邊間好 推薦診所No仁安醫院, 養和醫院, 中環醫療, 寶血醫院, 卓健醫療 recommended. JP Partners absent.
Category香港私家診所睇普通科醫生推薦NoGeneric advice; pointed to FindDoc and Healthy Matters. JP Partners absent.
Comparison莊柏醫療 vs Central Health vs 中卓醫務 comparisonYesJP Partners mentioned but no citations or URLs. Generic comparison only.
Long-Tail屯門區邊間家庭醫生好 推薦No6 specific Tuen Mun doctors cited from sundaykiss.com and enlighthealth.com.hk. JP Partners absent despite having Tuen Mun branches.

ChatGPT recognizes JP Partners when asked by name and cites your website directly. But for every non-branded query we tested — body check recommendations, GP clinic suggestions, even Tuen Mun doctor recommendations — JP Partners was completely absent. The AI defaulted to hospitals, competitors, and third-party platforms instead. This indicates a citation surface gap: there is not enough independent, structured content about JP Partners for AI to draw from when answering category questions.

Google AI Overview Results

Query TypeQueryAIO Triggered?Prospect RankTop Results
Branded莊柏醫療No#1 organicLocal pack shows 3 JP Partners locations (2.7-3.0 stars)
Competitor BrandedCentral Health Medical Practice Hong KongNoNot presentKnowledge graph panel: Central Health 4.1/5 (69 reviews)
Category香港身體檢查邊間好YesNot in AI Overviewhealth.esdlife.com, welloft.com, 10life.com, bowtie.com.hk, trinitymedical.com.hk cited
Category香港私家診所睇普通科醫生推薦YesNot in AI Overviewgoodoctor.com.hk, seedoctor.com.hk, orientalsunday.hk, finddoc.com dominate
Comparison莊柏醫療 vs Central Health vs 中卓醫務YesNot in AI OverviewESDlife body check comparison mentions 莊柏醫療. Baby Kingdom forum thread found.
Long-Tail屯門區邊間家庭醫生好YesNot in AI Overviewfinddoc.com, gooddoctor.com.hk, ha.org.hk, baby-kingdom.com dominate

Google's AI Overview triggered for 4 out of 6 queries tested — category, comparison, and long-tail questions all generated AI-synthesized answers. JP Partners was absent from every single AI Overview. The AI drew its recommendations from insurance comparison sites (Bowtie, 10Life), doctor directories (FindDoc, GooDoctor), and health content platforms (ESDlife, Welloft) — platforms where JP Partners either has no presence or limited visibility. Meanwhile, your Google Maps ratings (2.7-3.0 stars) significantly trail Central Health's 4.1 out of 5 stars, which further suppresses AI recommendation likelihood.

ChatGPT Branded
Cited
Recognized and cited when asked by name
ChatGPT Category
Absent
0 of 4 non-branded queries mention JP Partners
AI Overview Presence
0 of 4
Absent from all AI Overviews that triggered
LLM Mention Data
Unavailable
Aggregated LLM mention tracking unavailable

Citation Surface Analysis

PlatformPresenceStrengthNotable
ESDlife HealthYesListedBody check packages listed — key AI citation source in HK
FindDocYesListedDoctor profiles present
ComediHealthYesListedDedicated 莊柏醫療 profile page
HK01YesMediaMultiple articles about JP Partners expansion
Baby KingdomYesMixedForum thread with mixed reviews
BowtieNoMajor health content hub, not citing JP Partners
10LifeNoInsurance comparison site, absent
GooDoctorNoDoctor review platform, absent
SeeDoctorNoDoctor directory, absent
Reddit r/HongKongNoCommunity forum, no JP Partners mentions found

JP Partners has baseline presence on 5 key Hong Kong healthcare platforms — ESDlife, FindDoc, ComediHealth, HK01, and Baby Kingdom. However, the brand is absent from 5 high-authority platforms that AI systems actively cite: Bowtie, 10Life, GooDoctor, SeeDoctor, and Reddit. These absent platforms appeared repeatedly in the AI Overview citations for category queries. Closing these gaps would directly increase the pool of independent sources AI can draw from when recommending Hong Kong clinics.

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// 03 SITE READINESS

Zero Structured Data on a 14-Centre Medical Network

Page-type coverage comparison across domains

Site Readiness2.0/10
Page TypeJP Partners Medical Groupcentralhealth.com.hkhkmedicalconsultants.com
HomepageNo H1, no schema, 231 words15 H1s, Organization + WebSite schema, 1,346 words1 H1, no schema, 803 words
Service PagesNo H1/H2, no schema, 295-1,729 wordsContent leaflets + blog posts per serviceHealth information articles per specialty
Blog / Health ContentExists but no headings, no article schema, 241 words on listingUpdates/Newsletter section with contentHealth Information section with articles
Doctor ProfilesExists, no Physician schemaDoctor finder with profilesProfessional team profiles
FAQ / Help CentreDoes not existDoes not existDoes not exist
Location PagesClinic detail pages exist, no LocalBusiness schema3 locations listedContact page with address
Booking / AppointmentWhatsApp link onlyOnline booking systemForm + WhatsApp booking
JP Partners has the physical content pages — services, blog, doctor profiles, clinic locations — but none of them carry the technical signals that AI systems rely on to understand and cite content. Zero structured data markup, zero heading hierarchy, and generic meta descriptions across the entire site mean AI crawlers see an undifferentiated wall of text rather than a structured medical resource. Central Health has implemented Organization, WebSite, SearchAction, and BreadcrumbList schema — giving it a significant structural advantage for AI comprehension. The gap is not about missing pages; it is about missing signals on existing pages.
Schema Types
0
vs Central Health: 10 schema types
H1 Tags (Homepage)
0
vs Central Health: 15 | HKMC: 1
Lighthouse SEO
62
vs Central Health: 92 | HKMC: 100

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// 04 SITE INFRASTRUCTURE

Lighthouse SEO Score 62 While Competitors Score 92 and 100

Infrastructure issues suppressing AI crawlability and search visibility

Rendering & Bot Access

High

JP Partners' site runs on Apache/PHP with jQuery — a server-rendered setup that is accessible to search bots. However, critical access signals are broken: robots.txt is invalid (Lighthouse score: 0) and hreflang implementation is invalid (Lighthouse score: 0), despite the site serving English, Traditional Chinese, and Simplified Chinese. Both competitors have valid robots.txt and hreflang configurations. The invalid robots.txt risks confusing crawlers about which pages to index, while broken hreflang means Google cannot properly serve the correct language version to Hong Kong's bilingual search audience.

Signaljpmedic.comcentralhealth.com.hkhkmedicalconsultants.com
RenderingPHP/Apache (SSR)WordPress (SSR)Server-rendered
Bot AccessibleYesYesYes
Valid robots.txtNoYesYes
Valid hreflangNoYesYes
Descriptive Link TextNo

Content Hierarchy & Signals

Critical

Across every page we analyzed on jpmedic.com — homepage, body check, family medicine, specialist services, and the health news blog — there are zero H1 tags and zero H2 tags. This is the single most damaging structural issue for AI readability. Without heading hierarchy, neither search engines nor AI models can identify what each page is about, which sections matter most, or how content is organized. Central Health uses 15 H1 tags and 2 H2 tags on its homepage alone. Additionally, JP Partners' meta descriptions are identical across pages ("JP Partners Medical Centre Limited") — giving search engines no page-specific context. The site also lacks semantic HTML elements: no <nav>, <main>, or <article> tags on most pages.

PageH1 TagsH2 TagsWord CountMeta Description
Homepage00231Generic
Body Check001,729Generic
Family Medicine00295Generic
Specialist00662Generic
Health News00241Generic

Structured Data & Performance

Critical

JP Partners has zero structured data markup across the entire site — no Organization, no WebSite, no MedicalBusiness, no LocalBusiness, no Physician, no BreadcrumbList, no Article schema. For a medical group with 14 centres, this is a critical gap. Central Health implements 10 schema types including Organization, WebSite, SearchAction, and BreadcrumbList — enabling features like sitelinks search box in Google results. Beyond schema, JP Partners' Cumulative Layout Shift (CLS) of 0.585 is nearly 6x above Google's 0.1 threshold (Central Health: 0.004, HKMC: 0.000). This severely impacts page experience scores. The site's overall Lighthouse SEO score of 62 trails Central Health (92) and HKMC (100) by a wide margin.

Metricjpmedic.comcentralhealth.com.hkhkmedicalconsultants.com
Lighthouse SEO Score6292100
Schema Types0100
JSON-LD Blocks010
FCP2.1s2.5s4.4s
LCP2.1s2.5s5.5s
CLS0.5850.0040.000
Accessibility Score459695

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// 05 CONTENT COMPETITIVENESS

7.6x Fewer Keywords Than the Market Leader

Content depth gaps limiting search and AI visibility

Content Volume Gap

Critical

JP Partners ranks for 64 keywords with an estimated traffic value of $588 — compared to Central Health's 487 keywords and $4,175 ETV. That is a 7.6x keyword gap and a 7.1x traffic value gap. The disparity is driven by content type: Central Health ranks for high-volume commercial terms like "clinic near me" (SV: 6,600, rank #6), "doctor near me" (SV: 4,400, rank #6), and "gp near me" (SV: 720, rank #4). JP Partners' top non-branded keywords are almost entirely location-specific clinic searches (e.g., "天水圍 診所", "上水 診所") and branded variants. There is virtually no content targeting the category-level queries that drive new patient acquisition.

Metricjpmedic.comcentralhealth.com.hkhkmedicalconsultants.com
Ranked Keywords6448779
Estimated Traffic Value$588$4,175$457
Top-10 Keywords3114338
Position #1 Keywords6136
Keyword Overlap with Prospect12 shared keywords3 shared keywords

FAQ & Structured Content

High

None of the three competitors have dedicated FAQ pages — this represents a first-mover opportunity in the Hong Kong private healthcare market. FAQ content is one of the highest-value content types for AI visibility because it directly matches the question-and-answer format that ChatGPT and Google AI Overview use to generate responses. JP Partners covers 10 distinct service categories (family medicine, body check, dental, TCM, endoscopy, vaccination, specialist, weight management, colorectal screening, in-patient services) — each of which generates dozens of patient questions. A structured FAQ section targeting these queries would create the exact type of citable, extractable content that AI systems prioritize. Combined with the existing Health News section (which currently lacks heading structure and article schema), this content could significantly expand the AI citation surface.

Content Typejpmedic.comcentralhealth.com.hkhkmedicalconsultants.com
FAQ PageDoes not existDoes not existDoes not exist
Health Blog/NewsExists, no headings or schemaUpdates + Patient Info LeafletsHealth Information section
Knowledge BaseDoes not existPatient Info LeafletsHealth Information
Service Categories10 categories7 categories11+ specialties

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// 06 BRAND & POSITIONING

Present for Your Brand, Invisible for Your Market

Category positioning gaps in search and AI recommendations

Category Search Gap

Critical

We tested 3 core category keywords — "medical centre Hong Kong," "body check Hong Kong," and "health check up Hong Kong clinic" — and JP Partners does not appear in the top 20 results for any of them. For "medical centre Hong Kong," the top results include government health sites, Central Health, CUHK Medical Centre, Gleneagles, and HK Medical Consultants — both competitors rank while JP Partners is absent. For body check queries, QHMS, Gleneagles, Human Health, and CU Clinic dominate. Despite operating one of Hong Kong's largest private medical networks, JP Partners has complete category-level search invisibility. The 12 keywords JP Partners shares with Central Health are generic terms like "doctor," "gp clinic," and "clinic one" — not the high-intent category queries that drive new patient decisions.

Category QueryJP Partners RankWho Ranks Instead
medical centre Hong KongNot in top 20dh.gov.hk, centralhealth.com.hk, cuhkmc.hk, hkmedicalconsultants.com
body check Hong KongNot in top 20qhms.com, gleneagles.hk, humanhealth.com.hk, cuclinic.hk
health check up Hong Kong clinicNot in top 20gleneagles.hk, qhms.com, cuclinic.hk, matilda.org

Content-Mix vs Brand-Identity Mismatch

High

JP Partners positions itself as a comprehensive medical group with 10 service categories — yet the site's content does not reflect this breadth. The homepage contains just 231 words with no heading structure. Service pages range from 295 words (Family Medicine) to 1,729 words (Body Check), but none carry structured data or headings that would help AI understand what the page covers. The Health News section exists but its listing page has only 241 words with no H1, H2, or article schema. Meanwhile, both competitors have structured health information sections: Central Health publishes Patient Info Leaflets, and HK Medical Consultants maintains a dedicated Health Information section with specialty-specific content. JP Partners' content investment does not match its market positioning as a leading multi-service medical group.

Competitor Keyword Moat

Competitive Intel

Central Health has built a meaningful search moat with 143 top-10 keywords compared to JP Partners' 31. Central Health captures high-value commercial intent keywords that JP Partners does not rank for at all: "clinic near me" (SV: 6,600), "doctor near me" (SV: 4,400), "pediatricians" (SV: 880), "gp near me" (SV: 720). These are the exact queries that feed AI recommendation engines. HK Medical Consultants, despite having a similar keyword count to JP Partners (79 vs 64), ranks for specialty-specific health content like "扁桃腺" (tonsils, SV: 2,900) and "喉嚨有異物感" (throat foreign body sensation, SV: 1,900) — informational queries that build AI citation authority. JP Partners' keyword profile is almost entirely branded and location-specific, with minimal informational or category-level coverage.

DomainTop-10 KeywordsTop Keyword TypeETV
centralhealth.com.hk143Commercial (clinic/doctor near me)$4,175
hkmedicalconsultants.com38Informational (health conditions)$457
jpmedic.com31Branded + location-specific$588

Bright Spots: Scale and Media Coverage

Bright Spot

JP Partners has significant assets that competitors lack. With 14 medical centres, 14 TCM clinics, 8 dental clinics, and 5 endoscopy centres, the physical network is far larger than either competitor. This scale is an untapped content advantage — each location, specialty, and service category could generate location-specific and condition-specific content that AI systems prioritize. JP Partners also has active media coverage on HK01 and existing listings on ESDlife and FindDoc. The brand's #1 organic position for branded queries and strong Chinese-language brand recognition ("莊柏醫療" SV: 4,400) provide a foundation that competitors cannot easily replicate. The challenge is not brand awareness — it is converting that awareness into structured, AI-readable content that surfaces for non-branded searches.

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// 07 ROADMAP & IMPACT

Roadmap: From 2.0 to 5.5 in 6 Months

Prioritized fixes across three time horizons

Site Readiness Score

Current2.0/10
Projected6.0/10

LLM Visibility Score

Current2.0/10
Projected5.0/10

Horizon 1: Infrastructure (0-30 days)

+3.0 to +4.0 Site Readiness (from 2.0 to 5.0-6.0)

01

Fix robots.txt validation and hreflang implementation across all 3 language versions

02

Add H1 and H2 heading hierarchy to all service pages, homepage, and blog

03

Implement Organization, WebSite, SearchAction, MedicalBusiness, and LocalBusiness schema for 14 centres

04

Write unique meta descriptions for every page (currently all say 'JP Partners Medical Centre Limited')

05

Fix CLS issues causing 0.585 layout shift score

Horizon 2: Content & Citation Surface (30-90 days)

+2.0 to +3.0 LLM Visibility (from 2.0 to 4.0-5.0)

01

Build FAQ content for top service categories (body check, family medicine, specialist, dental, TCM)

02

Add Article schema and heading structure to existing Health News content

03

Expand platform presence: register on GooDoctor, SeeDoctor, and Bowtie health content program

04

Create Physician schema for doctor profiles and link to FindDoc listings

05

Develop condition-specific health guides targeting non-branded search queries

Horizon 3: Authority & AI Positioning (3-6 months)

+1.0 to +1.5 Combined AEO Score (from ~4.5 to 5.5-6.0)

01

Publish location-specific content for each of 14 medical centres targeting district-level searches

02

Build review generation strategy to improve Google Maps ratings (currently 2.7-3.0 vs competitor 4.1)

03

Develop bilingual content strategy for English and Chinese category queries

04

Create comparison and guide content that AI platforms can cite for category recommendations

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// WHO WE ARE

Agentic Marketing Systems, Built by Senior Operators

Novastacks is not an agency selling AI as a buzzword. We are senior marketing operators with decades of experience at Expedia, Tencent, Klook, and Traveloka who built enterprise-grade AI marketing systems from the ground up.

What We Do

  • AEO (Answer Engine Optimization) — Get your brand cited when prospects ask ChatGPT, Perplexity, and Google AI about your category
  • SEO Integration — Traditional search visibility that compounds with AI visibility
  • Custom AI Growth Systems — Agentic workflows, content engines, and data pipelines built for your business
  • Fractional Growth Partner — Senior strategic leadership without the full-time overhead

What You Get From Us

01
Head-Level Strategy

Solutions designed by operators who've led growth marketing and SEO at the Director/VP level. Not juniors following playbooks.

02
Agentic Execution

AI-powered workflows that move at machine speed. Audits, content, optimization, and reporting that would take a team weeks, delivered in days.

03
Flexible Engagement

No bloated retainers. Scope of work tailored to your stage, budget, and goals. Start small, scale when you see results.

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