JP Partners Medical Group AEO Assessment Report
by Novastacks AI
jpmedic.com | Hong Kong Market
April 16, 2026 | Prepared by Novastacks AI
Site Readiness: 2.0 · LLM Visibility: 2.0
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.
| Domain | Ranked Keywords | Est. Traffic (ETV) | #1 Positions | #2-3 | #4-10 |
|---|---|---|---|---|---|
| jpmedic.com | 64 | 588 | 6 | 4 | 21 |
| centralhealth.com.hk | 487 | 4,175 | 13 | 26 | 104 |
| hkmedicalconsultants.com | 79 | 457 | 6 | 6 | 26 |
AI Knows Your Name but Never Recommends You
AI visibility across ChatGPT and Google AI Overview
ChatGPT Query Results
| Prompt Type | Query | Mentioned? | Who Was Cited |
|---|---|---|---|
| Branded | 莊柏醫療 JP Medic Hong Kong - what services do they offer? | Yes | JP Partners cited with jpmedic.com and HK01 coverage |
| Competitor Branded | Central Health Medical Practice Hong Kong review | No | Central 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 | No | Generic advice; pointed to FindDoc and Healthy Matters. JP Partners absent. |
| Comparison | 莊柏醫療 vs Central Health vs 中卓醫務 comparison | Yes | JP Partners mentioned but no citations or URLs. Generic comparison only. |
| Long-Tail | 屯門區邊間家庭醫生好 推薦 | No | 6 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 Type | Query | AIO Triggered? | Prospect Rank | Top Results |
|---|---|---|---|---|
| Branded | 莊柏醫療 | No | #1 organic | Local pack shows 3 JP Partners locations (2.7-3.0 stars) |
| Competitor Branded | Central Health Medical Practice Hong Kong | No | Not present | Knowledge graph panel: Central Health 4.1/5 (69 reviews) |
| Category | 香港身體檢查邊間好 | Yes | Not in AI Overview | health.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 | Yes | Not in AI Overview | goodoctor.com.hk, seedoctor.com.hk, orientalsunday.hk, finddoc.com dominate |
| Comparison | 莊柏醫療 vs Central Health vs 中卓醫務 | Yes | Not in AI Overview | ESDlife 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 | Yes | Not in AI Overview | finddoc.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.
Citation Surface Analysis
| Platform | Presence | Strength | Notable |
|---|---|---|---|
| ESDlife Health | Yes | Listed | Body check packages listed — key AI citation source in HK |
| FindDoc | Yes | Listed | Doctor profiles present |
| ComediHealth | Yes | Listed | Dedicated 莊柏醫療 profile page |
| HK01 | Yes | Media | Multiple articles about JP Partners expansion |
| Baby Kingdom | Yes | Mixed | Forum thread with mixed reviews |
| Bowtie | No | — | Major health content hub, not citing JP Partners |
| 10Life | No | — | Insurance comparison site, absent |
| GooDoctor | No | — | Doctor review platform, absent |
| SeeDoctor | No | — | Doctor directory, absent |
| Reddit r/HongKong | No | — | Community 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.
Zero Structured Data on a 14-Centre Medical Network
Page-type coverage comparison across domains
| Page Type | JP Partners Medical Group | centralhealth.com.hk | hkmedicalconsultants.com |
|---|---|---|---|
| Homepage | No H1, no schema, 231 words | 15 H1s, Organization + WebSite schema, 1,346 words | 1 H1, no schema, 803 words |
| Service Pages | No H1/H2, no schema, 295-1,729 words | Content leaflets + blog posts per service | Health information articles per specialty |
| Blog / Health Content | Exists but no headings, no article schema, 241 words on listing | Updates/Newsletter section with content | Health Information section with articles |
| Doctor Profiles | Exists, no Physician schema | Doctor finder with profiles | Professional team profiles |
| FAQ / Help Centre | Does not exist | Does not exist | Does not exist |
| Location Pages | Clinic detail pages exist, no LocalBusiness schema | 3 locations listed | Contact page with address |
| Booking / Appointment | WhatsApp link only | Online booking system | Form + WhatsApp booking |
Lighthouse SEO Score 62 While Competitors Score 92 and 100
Infrastructure issues suppressing AI crawlability and search visibility
Rendering & Bot Access
HighJP 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.
| Signal | jpmedic.com | centralhealth.com.hk | hkmedicalconsultants.com |
|---|---|---|---|
| Rendering | PHP/Apache (SSR) | WordPress (SSR) | Server-rendered |
| Bot Accessible | Yes | Yes | Yes |
| Valid robots.txt | No | Yes | Yes |
| Valid hreflang | No | Yes | Yes |
| Descriptive Link Text | No | — | — |
Content Hierarchy & Signals
CriticalAcross 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.
| Page | H1 Tags | H2 Tags | Word Count | Meta Description |
|---|---|---|---|---|
| Homepage | 0 | 0 | 231 | Generic |
| Body Check | 0 | 0 | 1,729 | Generic |
| Family Medicine | 0 | 0 | 295 | Generic |
| Specialist | 0 | 0 | 662 | Generic |
| Health News | 0 | 0 | 241 | Generic |
Structured Data & Performance
CriticalJP 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.
| Metric | jpmedic.com | centralhealth.com.hk | hkmedicalconsultants.com |
|---|---|---|---|
| Lighthouse SEO Score | 62 | 92 | 100 |
| Schema Types | 0 | 10 | 0 |
| JSON-LD Blocks | 0 | 1 | 0 |
| FCP | 2.1s | 2.5s | 4.4s |
| LCP | 2.1s | 2.5s | 5.5s |
| CLS | 0.585 | 0.004 | 0.000 |
| Accessibility Score | 45 | 96 | 95 |
7.6x Fewer Keywords Than the Market Leader
Content depth gaps limiting search and AI visibility
Content Volume Gap
CriticalJP 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.
| Metric | jpmedic.com | centralhealth.com.hk | hkmedicalconsultants.com |
|---|---|---|---|
| Ranked Keywords | 64 | 487 | 79 |
| Estimated Traffic Value | $588 | $4,175 | $457 |
| Top-10 Keywords | 31 | 143 | 38 |
| Position #1 Keywords | 6 | 13 | 6 |
| Keyword Overlap with Prospect | — | 12 shared keywords | 3 shared keywords |
FAQ & Structured Content
HighNone 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 Type | jpmedic.com | centralhealth.com.hk | hkmedicalconsultants.com |
|---|---|---|---|
| FAQ Page | Does not exist | Does not exist | Does not exist |
| Health Blog/News | Exists, no headings or schema | Updates + Patient Info Leaflets | Health Information section |
| Knowledge Base | Does not exist | Patient Info Leaflets | Health Information |
| Service Categories | 10 categories | 7 categories | 11+ specialties |
Present for Your Brand, Invisible for Your Market
Category positioning gaps in search and AI recommendations
Category Search Gap
CriticalWe 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 Query | JP Partners Rank | Who Ranks Instead |
|---|---|---|
| medical centre Hong Kong | Not in top 20 | dh.gov.hk, centralhealth.com.hk, cuhkmc.hk, hkmedicalconsultants.com |
| body check Hong Kong | Not in top 20 | qhms.com, gleneagles.hk, humanhealth.com.hk, cuclinic.hk |
| health check up Hong Kong clinic | Not in top 20 | gleneagles.hk, qhms.com, cuclinic.hk, matilda.org |
Content-Mix vs Brand-Identity Mismatch
HighJP 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 IntelCentral 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.
| Domain | Top-10 Keywords | Top Keyword Type | ETV |
|---|---|---|---|
| centralhealth.com.hk | 143 | Commercial (clinic/doctor near me) | $4,175 |
| hkmedicalconsultants.com | 38 | Informational (health conditions) | $457 |
| jpmedic.com | 31 | Branded + location-specific | $588 |
Bright Spots: Scale and Media Coverage
Bright SpotJP 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.
Roadmap: From 2.0 to 5.5 in 6 Months
Prioritized fixes across three time horizons
Site Readiness Score
LLM Visibility Score
Horizon 1: Infrastructure (0-30 days)
+3.0 to +4.0 Site Readiness (from 2.0 to 5.0-6.0)
Fix robots.txt validation and hreflang implementation across all 3 language versions
Add H1 and H2 heading hierarchy to all service pages, homepage, and blog
Implement Organization, WebSite, SearchAction, MedicalBusiness, and LocalBusiness schema for 14 centres
Write unique meta descriptions for every page (currently all say 'JP Partners Medical Centre Limited')
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)
Build FAQ content for top service categories (body check, family medicine, specialist, dental, TCM)
Add Article schema and heading structure to existing Health News content
Expand platform presence: register on GooDoctor, SeeDoctor, and Bowtie health content program
Create Physician schema for doctor profiles and link to FindDoc listings
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)
Publish location-specific content for each of 14 medical centres targeting district-level searches
Build review generation strategy to improve Google Maps ratings (currently 2.7-3.0 vs competitor 4.1)
Develop bilingual content strategy for English and Chinese category queries
Create comparison and guide content that AI platforms can cite for category recommendations
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