Service · LLM Optimization · AEO · Healthcare only

LLM Optimization for Healthcare
Cluster-based AI visibility, not keyword tracking.

67% of patients now consult ChatGPT, Perplexity, Claude, Gemini, or Google AI Overviews before booking. ICG runs LLM optimization for healthcare brands through a proprietary AI Visibility tool that runs multiple times daily and identifies disease clusters that drive outcome, not isolated keywords. Cluster-based methodology is the difference between ranking on a single phrase and owning the AI answer for a condition.

Book free AI visibility audit → Chat on WhatsApp →

AI-powered healthcare-only marketing agency · +91 81302 26224

67%

Patients consult AI first

Multi-daily

AI Visibility refresh

Clusters

Not keywords

100+

Healthcare brands AI-visible

Why cluster-based, not keyword-based

AI search engines answer disease questions,
not keyword queries.

When a patient asks ChatGPT "is IVF painful and how long is recovery?", the LLM does not retrieve a keyword-matched page. It synthesises an answer from semantically related content about IVF, recovery, side effects, and pain management. Optimising for one keyword misses the cluster the LLM actually answers from.

Old approach

Keyword tracking

Rank #1 for "best IVF doctor Delhi". Hope the AI Overview cites you. Most do not. Single-keyword optimisation cannot signal expertise across the cluster the LLM synthesises from.

ICG approach

Disease cluster optimisation

Build authority across the full cluster: causes, symptoms, diagnosis, treatment options, costs, recovery, success rates, doctor expertise, patient experience. The LLM cites the source that signals expertise across the cluster, not on one keyword.

The ICG AI Visibility tool

Runs multiple times daily.
Identifies clusters that drive outcome.

Proprietary platform built by ICG. Queries the major AI search engines on schedule, captures citation and visibility data, groups by disease cluster, and surfaces which clusters are driving traffic, which are growing, and which need content investment.

Capability 01

Multi-engine AI visibility tracking

Queries ChatGPT, Perplexity, Claude, Gemini, and Google AI Overviews on schedule. Captures whether the brand is cited, in what context, and how the answer is constructed.

Capability 02

Disease cluster grouping

Groups queries by underlying disease cluster (IVF, hair loss, pigmentation, dental implants). Shows cluster-level citation share rather than keyword-level positions.

Capability 03

Outcome-driving cluster identification

Not every cluster delivers measurable outcome. The tool surfaces which clusters are driving brand mentions and traffic vs which are visibility-only.

Capability 04

Cluster gap analysis

Surfaces clusters where AI search demand exists but content coverage is weak. Production roadmap is built from clusters with measurable demand, not from intuition.

Capability 05

Schema and entity authority

MedicalClinic, Physician, FAQPage, MedicalCondition, MedicalProcedure schemas. Entity disambiguation so the brand is recognisable across the web as itself.

Capability 06

Citation-quality content templates

FAQ structures, doctor-authored medical content, citation-quality answers under 300 characters, internal-link graphs that LLMs can follow without hallucination.

AI search engines we optimise for

Five engines.
One cluster-based approach.

ChatGPT

OpenAI · search + browse

Perplexity

Cited-source search

Claude

Anthropic · web search

Gemini

Google · AI mode

Google AI Overviews

SERP-embedded

Who LLM Optimization is for

Healthcare brands
where patients research before booking.

IVF and Fertility

Cluster: causes of infertility, IVF process, cost, success rates, doctor expertise, embryologist credentials, recovery, emotional support.

Dermatology and Aesthetics

Cluster per condition: acne, pigmentation, hair fall, ageing, scarring. Each has its own treatment options, costs, doctor expertise content.

Hair Transplant

Cluster: hair fall causes, FUE vs FUT, cost, doctor experience, recovery, density, safety. Highest-research category in healthcare.

Hospitals and Multi-Specialty

Cluster per department. Cardiology, oncology, orthopaedics each have distinct AI-search behaviour. Per-cluster authority.

Mental Health

Cluster: anxiety, depression, OCD, ADHD. Patients research AI privately before booking. Cluster authority is the safe path to visibility.

Dental

Cluster per procedure: implants, root canal, braces, aligners. Each cluster has cost, process, doctor authority sub-themes.

Frequently asked

LLM Optimization
in plain answers.

LLM optimization is the practice of making healthcare brand content discoverable and cite-worthy by large language models powering ChatGPT, Perplexity, Claude, Gemini, and Google AI Overviews. ICG optimises by disease cluster, not by individual keyword.

SEO optimises for Google rank on keyword queries. LLM optimization optimises for AI citation across the disease cluster a patient is researching. AI engines synthesise answers from semantically related content; ranking #1 for one keyword does not guarantee AI citation.

A disease cluster is the group of semantically related queries a patient asks while researching a condition. Example: IVF cluster includes causes of infertility, IVF process, cost, success rates, doctor expertise, recovery, and emotional support. LLMs answer from the full cluster, not from one keyword.

ICG AI Visibility is a proprietary platform that queries ChatGPT, Perplexity, Claude, Gemini, and Google AI Overviews multiple times daily, captures citation data, and groups results by disease cluster to identify which clusters drive outcome for the brand.

67% of patients now consult ChatGPT, Perplexity, Claude, Gemini, or Google AI Overviews before booking healthcare appointments. AI search bypasses the regular search index. Brands not present in AI answers are invisible to a majority of new patients.

Material AI visibility usually shows in 30 to 60 days because AI search engines weight structured authority signals heavily, faster than traditional ranking. Cluster-level dominance typically lands at month 3 to 6.

MedicalClinic, Physician, MedicalCondition, MedicalProcedure, FAQPage with SpeakableSpecification, Article, and Organization schemas. Entity disambiguation ensures the brand is recognisable across the web. Citation-quality answers under 300 characters per FAQ.

Yes. ICG's cluster-based methodology builds the entity authority signals Google AI Overviews weight: structured FAQs, medical entity markup, citation-quality answers, internal-link graphs LLMs can follow, and per-cluster content depth.

ICG LLM Optimization retainers start at ₹1.5 lakh per month for single-specialty single-location brands and ₹3 to ₹6 lakh per month for multi-specialty or multi-location chains. Includes AI Visibility tool access, cluster strategy, content production, and schema implementation.

ICG runs LLM optimization for healthcare brands across India from its Gurgaon headquarters, with active client engagements in Delhi NCR, Mumbai, Bangalore, Noida, Hyderabad, and tier-2 cities. City scope is set during the diagnostic.

LLM optimization by city

AI visibility engagements
across India.

LLM Optimization Gurgaon

HQ city. ICG runs AI visibility engagements across NCR.

LLM Optimization Delhi

South Delhi premium centres and East/West mass-market.

LLM Optimization Mumbai

Western suburbs, South Bombay, Thane healthcare clusters.

LLM Optimization Bangalore

Tech-heavy market. High AI-search culture. Per-cluster depth.

LLM Optimization Noida

Sector 18, 62, and Greater Noida healthcare clusters.

The ICG SEO + AIO tooling behind llm optimization (aio)

Four proprietary tools.
One end-to-end SEO + AIO engagement.

Every ICG llm optimization (aio) engagement runs on four in-house tools — engineered to address each stage of the search funnel: Acquisition (how Google finds + crawls you), Engagement (how visitors behave on-site), Conversion (which assets convert traffic to enquiries), and the AIO layer (how AI Overviews + LLMs cite you). Real product screenshots below; client identifiers anonymised.

⏵ Acquisition

Crawl Budget Optimiser

Make Google spend its crawl budget on URLs that earn revenue, not the orphan + noisy 80%.

⏵ Engagement

Device ID

Cross-device + cross-session unification so a "patient" is one person across mobile-desktop-WhatsApp.

⏵ Conversion

CRO Tool

Page-level event analysis + ad-keyword breakdown to find the leaks between visit and enquiry.

⏵ AIO Layer

AIO Intel

Track when ChatGPT, Perplexity, Google AI Overview, Gemini cite your brand in patient answers.

⏵ Acquisition · Tool 01

Crawl Budget Optimiser — CBO

Google has a finite crawl budget per domain. For most healthcare sites with 1,000+ URLs (city pages, specialty pages, blog content, GMB-linked pages), Googlebot wastes 60-80% of its crawl budget on low-value URLs — meaning the high-intent money pages get crawled rarely or not at all. CBO maps every crawled URL to its revenue tier and re-directs the crawl budget to where it earns.

Module · URL categorisation

Every URL classified by intent + revenue tier

URLs grouped into Money / Discovery / Programmatic / Orphan / Crawl-trap categories. Money pages get crawl priority. Orphan + crawl-trap pages get noindex + robots disallow.

Crawl Budget Optimiser — URL category analysis

Module · Googlebot fetch log

Daily Googlebot access pattern per URL category

Server-log analysis surfaces what Google is actually fetching. Reveals discovery URLs being hit 40× more than money URLs — the budget-leak invisible in Search Console.

Crawl Budget Optimiser — Googlebot URL access log

Module · URL count by category

Site-wide URL inventory across the funnel

Total indexable vs noindex vs canonical-target vs orphan. The first cut that tells you whether your site is even structurally optimised for crawl.

Crawl Budget Optimiser — sitewide URL counts by category

⏵ Engagement · Tool 02

Device ID — Cross-device + cross-session unification

A healthcare patient visits your site on mobile (Google search), researches 4 days later on desktop, watches your YouTube video, comes back via WhatsApp link — and your analytics treats them as 4 separate visitors. Device ID unifies these touchpoints into a single patient identity, revealing actual visit-to-enquiry journeys vs the fragmented analytics most clinics see.

Module · Device summary

Multi-device journey unification by patient identity

Patient ID rolled up across mobile + desktop + WhatsApp + YouTube. Reveals the true number of touches before enquiry — usually 4-7 for healthcare, not the "1 visit → bounce" most GA4 reports show.

Device ID — cross-device patient identity unification

⏵ Conversion · Tool 03

CRO Tool — Conversion Rate Optimisation

Most clinic websites are built to impress, not to convert. Every visitor who doesn't book a diagnostic is a ₹0 outcome regardless of how impressive the copy is. ICG's CRO Tool diagnoses every page's event funnel — scroll, dwell, CTA click, exit — and surfaces where visits leak into nothing. Built around the 11-stage healthcare conversion funnel →

Module · Events by page

Page-level event funnel — visit → scroll → CTA → convert

Every page's event sequence rolled into a conversion funnel. Reveals which pages turn visits into bookings vs which pages just absorb traffic.

Module · Ad-keyword breakdown

Conversion rate by ad keyword + landing page combo

The same landing page converts very differently for different paid keywords. CRO Tool surfaces which ad-keyword × landing-page combos win and which need rebuilding.

CRO Tool — ad keyword × landing page conversion breakdown

⏵ AIO Layer · Tool 04

AIO Intel — AI Overview + LLM citation tracking

Patients increasingly start with ChatGPT, Perplexity, Google AI Overviews, and Gemini — not Google's blue-link results. If ICG can't tell when (or whether) your brand is being cited in those AI answers, you're flying blind on the fastest-growing patient acquisition channel. AIO Intel tracks citations across 4 AI search surfaces in real time.

What AIO Intel surfaces

Citations by AI surface (ChatGPT · Perplexity · Google AIO · Gemini)
Citation rate per topic cluster (vs competitors)
Query types that trigger your brand citation
Topical authority gaps · where you're not cited
AIO traffic referral patterns in GA4

Live deployment example

ICG's own AIO Intel dashboard tracks all 4 surfaces for ichelonconsulting.com — public, real-time, no login. The same tool ships on every ICG SEO + AIO engagement, scoped to the client brand.

See AIO Intel dashboard (live) →

All four tools deploy as one stack — included in every ICG llm optimization (aio) engagement. Want to see live data from one of your specialty's accounts? Book a 30-minute Brand and Growth Diagnostic — we'll show you the tools running on real engagements.

Book free Diagnostic →

LLM Optimization (AIO) · FAQs.

What is LLM optimization (AIO) and how is it different from SEO? +

AIO/LLM optimization targets brand citations in AI-generated answers (Google AI Overviews, Perplexity, ChatGPT, Gemini). SEO targets blue-link rankings. AIO content has different structural requirements: direct-answer blocks, schema, source attribution, evidence-led claims. AIO citations build authority even when click-through is lower.

How long does AIO take to show citations? +

First citations typically 30–60 days. Steady-state citation rate (5–15 citations/week per cluster) by month 4. ICG tracks every citation via the live AIO Intel dashboard.

Is AIO the same as AEO? +

Closely related. AEO (Answer Engine Optimization) is the broader category; AIO (AI Overview Optimization) is the Google-specific subset. We use them interchangeably; the work is the same.

Why is healthcare an AIO-heavy vertical? +

Healthcare queries are research-heavy and trust-sensitive. Google AI Overviews trigger on 40–70% of healthcare queries — the highest coverage of any commercial vertical. Without AIO, you are invisible on the most informational portion of patient research.

How do you track AIO citations? +

Live dashboard at /aio-dashboard-icg-2026, GA4 source filtering for AI referrers (Perplexity, ChatGPT, etc.), GSC search appearance filter for AI Overview results.

Does AIO replace SEO? +

No — they're complementary. AIO captures the informational AI-driven research; SEO captures the click-to-clinic transactional intent. Both ranking + citation matter; you need both.

How much does AIO/LLM optimization cost? +

ICG AIO engagements start at ₹25K/month for solo clinics, scale to ₹2L+/month for hospital chains. Always bundled with SEO since the two compound.

Will AIO drive bookings or just citations? +

Both — but the booking lift compounds slower than direct SEO. Most ICG clients see direct AIO-attributed bookings from month 4. The brand-authority compounding from cluster citations is harder to attribute but shows up as increased branded search 60–90 days later.

The ICG technology stack

Nine tools. One compounding system. HealthApex OS
Built in-house. Deployed in every engagement.

ICG's results are reproducible because they are built on proprietary infrastructure — not agency intuition or generic tools. These nine HealthApex OS platforms are what power every ICG engagement.

Healthcare CRM

Nexus CRM

Healthcare CRM & Lead Management

ICG's healthcare-specific CRM and lead management system. Specialty-configured funnel stages for IVF, dental, aesthetic, ortho, hospital OPD. 1-click CAPI + GCLID via Beacon. Hawk intelligence built in. DPDP-compliant by architecture. Deployed across 300+ healthcare centres.

Specialty-specific funnel stages, not generic SaaS pipeline
1-click CAPI + GCLID via Beacon attribution
Telecaller leaderboard + adherence scoring native
DPDP Act 2023 compliant by architecture

Explore Nexus CRM →

Business Layer

Hawk

CRM Intelligence & Lead-Ops MIS

Sits as the business intelligence layer above your CRM — Nexus, Salesforce, LeadSquared, HubSpot, Zoho, or any custom CRM. Shows where leads are leaking, which effort is wasted, and which good leads were quietly downgraded by automation — not by a human decision.

Sits above your existing LMS — no replacement
83% of effort goes to dead leads — surfaced Day 1
~75% qualified-lead downgrades by automation
Free Lead-Leak Audit in 48 hours

Explore Hawk + free audit →

Attribution Core

Beacon

Attribution Engine & CAPI Middleware

Sits at the centre of every ICG attribution architecture. CAPI middleware connecting Meta Ads, Google Ads, WhatsApp and IVR to your CRM. Lifts Event Match Quality from 2.5 to 6+, reducing CPM 30–40% from the same budget.

Server-side CAPI — bypasses iOS privacy changes
EMQ 2.5 → 6+ across portfolio
30–40% CPM reduction from EMQ lift alone
Multi-touch: ad → consultation → revenue

Explore Beacon →

Practice Management

HealthPro 360

PMS with built-in revenue intelligence layer

The only PMS that tracks cross-sell and up-sell opportunities within your existing patient base. 12 modules covering OPD, IPD, Pharmacy, Labs, Billing, Inventory, Patient Portal, Smart Scheduling, RBAC, AES-256 encrypted storage.

Only PMS with built-in Revenue Intelligence
Cross-sell signal tracking within existing patients
12 modules: OPD, IPD, Pharmacy, Labs, Billing+
Audit trails + RBAC + AES-256 encryption

Explore HealthPro 360 →

Revenue Layer

Phoenix

Revenue intelligence built over your existing PMS

If you already have a PMS — Akhil Systems, Practo, or any other — Phoenix builds the business intelligence layer on top of it without replacement. Currently live across 46 centres for a national chain.

Works over your existing PMS — no migration
Daily action queue: Prevent Loss / Maintain / Grow
Catches unbilled services, collection gaps, lapsing patients
CPQL variance ₹620–₹3,800 → ₹680–₹1,420

Explore Phoenix →

YouTube Intelligence

YODA

YouTube analytics that measures patients, not views

The only YouTube intelligence platform built for healthcare business outcomes. Connects video performance to actual consultation bookings — not views, not subscribers. Patient testimonial videos generate 6.9× more consultations per view than condition explainers.

Consultation attribution per video — not views
Demand-gap: what patients search that your channel misses
50+ doctor channels tracked across India
AIO readiness scoring: which videos AI tools cite

Explore YODA →

Governance & Transparency

Agency OS

Full transparency. Instant diagnosis. Zero surprises.

ICG's centralised governance platform — every client sees everything in real time, and ICG's team sees every problem the moment it surfaces. 30+ real-time alert systems fire the moment a metric drifts outside its performance envelope.

GSC, GA4, Google Ads, Meta Ads, IVR — one live view
30+ real-time alert systems per account
CPQL drift alert at >15% week-on-week change
Client login: full transparency on your account

Explore Agency OS →

AEO & LLM Intelligence

AIO Intel

AI Overview + LLM citation tracking, healthcare-tuned

Knows the moment ChatGPT, Perplexity, Google AI Overviews and Gemini cite your brand in patient answers — and which content drove the citation. Bot-aware dashboard with GA4-registered custom dims (AIO source, AIO referrer) and IndexNow + GSC API integration.

Live tracking across ChatGPT / Perplexity / Google AIO / Gemini
Bot-aware: knows human vs scraper traffic
Custom GA4 dims register AIO source + referrer
IndexNow + GSC API: content surfaced to LLMs within hours

View AIO Intel dashboard →

Competitor Intelligence

Prism Spy

Every Meta + Google ad your competitors run, watched daily

Tracks 75+ Indian healthcare brands, 2,150+ active ads, ₹50Cr+ aggregate ad spend visibility per month. Surfaces what's working, what's been killed, what offers are emerging. Powers every ICG Meta Ads brief, Performance Marketing diagnostic, and IVF / derm / dental specialty campaign with real competitive intelligence.

75+ brands tracked across 30+ healthcare specialties
2,150+ active ads · daily refresh
Activity Feed: every spend / hook / pause logged
Offers Intelligence: 250+ offers in market tracked

Explore Prism Spy →

Every ICG engagement runs on some combination of these nine HealthApex OS tools. The diagnostic determines which combination is right for your practice.

Explore HealthApex OS → See the full stack live on your account — free 30-min audit →

The team behind your account

Every diagnostic is led by a founder.
You'll know their names before the engagement begins.

ICG was built by three IIT BHU engineers who entered healthcare marketing with a specific intent: to build the tools that didn't exist and run the campaigns that most agencies couldn't. When you book a diagnostic, Rohit or Abhash leads it personally. Not an account manager. Not a senior executive. The people who built what you're evaluating.

The ICG team — 60+ healthcare marketing specialists at Gurgaon HQ

60+ specialists.
One growth engine.

Performance marketers, analysts, AI engineers, content strategists, and operations specialists — all healthcare-only. Headquartered in Gurgaon since 2018.

Rohit Gupta

Co-Founder & Director · Business & Growth

IIT BHU · IIM Rohtak

Rohit's first question in every diagnostic: "When you ask your agency why patients aren't booking — what do they say?" He says the answer tells him more than any dashboard.

Full profile →

Abhash Kumar

Co-Founder & Director · Strategy & Analytics

IIT BHU · IIM Bangalore

Abhash built Beacon because most agencies couldn't answer one question: "Which of my campaigns generated that consultation?" He decided the problem was solvable in code. It was.

Full profile →

Deep Das

Co-Founder & Director · Technology & AI

IIT BHU

Deep built the 4-Bot patient lifecycle system after watching a client lose 60+ qualified leads in one week to a 6-hour WhatsApp response window. He decided the problem was solvable in code. It was.

Full profile →

Book a diagnostic with the Co-Founding Team → Meet the full leadership team →

Selected ICG clients

Healthcare brands ICG
has worked with.

A representative slice of the 300+ healthcare brands ICG has delivered for across India. Full client list available under NDA during a Brand and Growth Diagnostic.

Read full client case studies →

Audit your AI visibility
before competitors lock in clusters.

Free 30-minute AI visibility audit. ICG runs your brand through the AI Visibility tool, surfaces disease cluster coverage across ChatGPT, Perplexity, Claude, Gemini, and Google AI Overviews, and walks through findings on the call. No commitment.

Book free AI visibility audit → Chat on WhatsApp →

Or call +91 81302 26224 · contact@ichelonconsulting.com

LLM Optimization for HealthcareCluster-based AI visibility, not keyword tracking.

AI search engines answer disease questions,not keyword queries.

Keyword tracking

Disease cluster optimisation

Runs multiple times daily.Identifies clusters that drive outcome.

Multi-engine AI visibility tracking

Disease cluster grouping

Outcome-driving cluster identification

Cluster gap analysis

Schema and entity authority

Citation-quality content templates

Five engines.One cluster-based approach.

ChatGPT

Perplexity

Claude

Gemini

Google AI Overviews

Healthcare brandswhere patients research before booking.

IVF and Fertility

Dermatology and Aesthetics

Hair Transplant

Hospitals and Multi-Specialty

Mental Health

Dental

LLM Optimizationin plain answers.

AI visibility engagementsacross India.

LLM Optimization Gurgaon

LLM Optimization Delhi

LLM Optimization Mumbai

LLM Optimization Bangalore

LLM Optimization Noida

Four proprietary tools.One end-to-end SEO + AIO engagement.

Crawl Budget Optimiser — CBO

Every URL classified by intent + revenue tier

Daily Googlebot access pattern per URL category

Site-wide URL inventory across the funnel

Device ID — Cross-device + cross-session unification

Multi-device journey unification by patient identity

CRO Tool — Conversion Rate Optimisation

Page-level event funnel — visit → scroll → CTA → convert

Conversion rate by ad keyword + landing page combo

AIO Intel — AI Overview + LLM citation tracking

What AIO Intel surfaces

Live deployment example

LLM Optimization (AIO) · FAQs.

Nine tools. One compounding system. HealthApex OSBuilt in-house. Deployed in every engagement.

Nexus CRM

Hawk

Beacon

HealthPro 360

Phoenix

YODA

Agency OS

AIO Intel

Prism Spy

Every diagnostic is led by a founder.You'll know their names before the engagement begins.

60+ specialists.One growth engine.

Rohit Gupta

Abhash Kumar

Deep Das

Healthcare brands ICGhas worked with.

Audit your AI visibilitybefore competitors lock in clusters.

LLM Optimization for Healthcare
Cluster-based AI visibility, not keyword tracking.

AI search engines answer disease questions,
not keyword queries.

Runs multiple times daily.
Identifies clusters that drive outcome.

Five engines.
One cluster-based approach.

Healthcare brands
where patients research before booking.

LLM Optimization
in plain answers.

AI visibility engagements
across India.

Four proprietary tools.
One end-to-end SEO + AIO engagement.

Nine tools. One compounding system. HealthApex OS
Built in-house. Deployed in every engagement.

Every diagnostic is led by a founder.
You'll know their names before the engagement begins.

60+ specialists.
One growth engine.

Healthcare brands ICG
has worked with.

Audit your AI visibility
before competitors lock in clusters.