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Prime IVF
MedLinks
Handa
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Eye Q
Johnson & Johnson
Mankind Pharma
Adonis Phyto
Narang Biotec
Medanta
Redcliffe Labs
Sitaram Bhartia
Metro Hospitals
Tulasi Hospital
Bloom IVF
Milann
Prime IVF
MedLinks
Handa
Bhardwaj
Eye Q
Pillar · Long read

DCG Framework: How ICG Manages 150+ Healthcare Brands Without Anything Slipping

ICG's proprietary DCG operating system, Diagnosis, Cost Optimisation, Growth, is the architecture that governs every client engagement. MCP-powered, HIPAA compliant, built for healthcare.

Hanuman Sihag · · · 4 min read
Book a free 30-min Diagnostic Chat on WhatsApp

No pitch. Written root-cause diagnosis. AI-powered, healthcare only.

Editorial standards: This article was reviewed by the ICG Editorial Review Board for NMC Section 6 compliance, Schedule J screening, DPDP privacy, and source verification before publication. · Our editorial process →
ICG · AI-Powered Healthcare-Only Marketing Agency
Why are your CPQL numbers stuck? Talk to the team behind 150+ healthcare brands.
30-minute free diagnostic. Written, not pitched. CPQL benchmarks for your specialty, on the call.

Direct answer

ICG's proprietary DCG operating system, Diagnosis, Cost Optimisation, Growth, is the architecture that governs every client engagement. MCP-powered, HIPAA compliant, built for healthcare.

TL;DR

ICG's proprietary DCG operating system, Diagnosis, Cost Optimisation, Growth, is the architecture that governs every client engagement. MCP-powered, HIPAA compliant, built for healthcare.

Managing 150+ healthcare marketing accounts simultaneously requires more than project management software. It requires a governing architecture, a framework that dictates how every account is diagnosed, how every cost decision is made, and how every growth initiative is sequenced. ICG calls this the DCG Framework.

DCG is not a methodology document or a slide deck. It is the actual operating system that every ICG engagement runs on, from the first diagnostic session to the monthly business review to the annual growth planning cycle. Every alert, every recommendation, every campaign decision flows through the DCG lens.

D, Diagnosis

No solution is designed before the root cause is found. This is ICG's most important operating principle, and Diagnosis is the first pillar of DCG for that reason.

Every new ICG engagement begins with a structured Brand and Growth Diagnostic, a written analysis of the client's current brand position, marketing architecture, conversion funnel, competitive landscape, and patient economics. This is not a discovery call. It is a formal deliverable that identifies the specific root causes of underperformance before a single campaign is proposed.

The Diagnostic phase typically takes 2 to 3 weeks. It involves a channel audit, a CPL architecture review, a brand positioning assessment, and an interview with the clinic owner or practice manager. The output is a written document, not a presentation, that the entire ICG team uses as the north star for the engagement.

Why written? Because a verbal diagnosis is forgotten. A written diagnosis is accountable. ICG's clients have the diagnosis document; the ICG team has the diagnosis document; and every decision made in the engagement can be traced back to it.

C, Cost Optimisation

PrismSpy Intelligence Dashboard tracking 75+ Indian healthcare brands with Category Pulse, Top Spenders and Most Active this week
PrismSpy · Intelligence Dashboard75 brands watched · 873 new ads this week · 2,152 killed · 251 offers in market. Category Pulse plus Top Spenders and Most Active leaderboards.

The second pillar addresses the most common failure mode in healthcare marketing: spending money on channels and campaigns that do not work, and not knowing it until too late.

Cost Optimisation in the DCG framework is continuous, not quarterly. ICG runs 30+ real-time alert systems across every client account, Google Ads budget deviation alerts, Meta CPL threshold alerts, GA4 traffic drop alerts, GSC ranking alerts, and CPL trend alerts. These systems fire within hours of a deviation, not at the end of the month.

The cost optimisation layer has two effects. First, it prevents waste from compounding, a ₹50,000 budget overspend caught in day 3 is a ₹50,000 problem; caught in day 25 it is a ₹400,000 problem. Second, it creates the data foundation for intelligent budget reallocation, moving spend from channels with rising CPLs to channels with falling ones, based on live data rather than monthly reporting cycles.

G, Growth

The Growth pillar is the last in the sequence for a reason. Growth investment only makes sense when D and C are solid, when the root causes are understood and the cost architecture is clean. Scaling spend into a broken funnel accelerates the cost of getting it wrong.

Once D and C are established, typically by month 3 of an engagement, the Growth phase deploys ICG's full capability stack: AEO and LLM optimisation for AI search visibility, performance marketing scaled on a foundation that converts, patient lifecycle AI for retention and reactivation, and brand-led content that compounds over time.

The Growth phase is not a separate engagement. It is the output of Diagnosis and Cost Optimisation working correctly. Clinics that skip D and C and go straight to G are on a treadmill, spending more to stay in the same place.

MCP-powered operations

YODA AIO Lab finalising the healthcare keyword list ranked by <a href=AI Overview opportunity across YouTube search, Google web and Google AI Overview" width="1200" height="675" loading="lazy" decoding="async" style="width:100%;height:auto;display:block;">
YODA · AIO Lab (Keyword Finalisation)AIO Lab surfaces the exact healthcare queries with AI Overview opportunity, ranks them by cluster demand, and hands the video team a finalised keyword list.

The DCG framework is powered by MCP, Model Context Protocol, which allows ICG's AI systems to interact with live data sources across all client accounts in a structured, auditable way. This means ICG's diagnostic, cost monitoring, and growth intelligence tools are not separate systems that require manual data transfer. They share a common data layer, updated continuously, accessible to every team member working on a given account.

MCP enables the kind of speed and accuracy that 150+ simultaneous healthcare accounts require. A team member picking up a client review has the full diagnostic history, the current cost performance, and the live growth metrics in one view, without a briefing call.

What DCG looks like in practice

A typical month in a DCG-governed ICG engagement looks like this:

  • Week 1 to 2: Alert systems running. Any deviation flagged and actioned within 48 hours. CPL tracking updated daily.
  • Week 3: Mid-month performance review. Stage-level conversion data from LMS reviewed against targets. Budget reallocation decisions made if needed.
  • Week 4: Monthly Business Review. Written diagnosis update, what changed, why, and what the recommended action is. Growth pipeline reviewed for next month.
  • Ongoing: AEO/LLM optimisation updated as AI search landscape evolves. Patient lifecycle AI retrained quarterly on new clinic data.

The DCG framework is demonstrated live, it is not something that translates well to a document. To see it running across a real account, book a 30-minute demonstration.

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Healthcare brands
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A representative slice of the 150+ healthcare brands ICG has delivered for across India. Most engagements remain under NDA.

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Client video stories

What ICG clients say · on video.

Dr. Samyak Dhawan
Co-Founder, Kayakalp Global · Kayakalp Global (D2C Derma)

"Scale up of organic channels and business consulting. ICG has absolute domain authority in their field."

Dr. Nishi Singh
Founder, Prime IVF · Prime IVF · Gurgaon

"Working with ICG transformed how we acquire IVF patients in Gurgaon. They understand the fertility journey from inquiry to consult..."

Dr. Prerna Taneja
Founder, Clinic Eximus · Clinic Eximus · Delhi

"What Ichelon accomplished — they got all my ideas and worked over 3-4 months to create an amazing, super-customised website."

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Healthcare growth services · explore the stack

Need help operationalising this?

Every ICG service is healthcare-only, NMC + DPDP-aware, and built around the patient-research patterns that drive Indian healthcare growth in 2026.

Healthcare SEO Healthcare PPC Meta Ads Content Marketing Local SEO + GMB AI Overview (AIO) Healthcare Branding Website Development YouTube Marketing

Stop guessing.
Book a Diagnostic.

30 minutes. Free. With the AI-powered healthcare-only marketing agency 150+ brands already run on. No slides, no pitch, no hard close.

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 →
GBP Intelligence Platform

Angryturtle

Every Google Business Profile scored, tracked, protected, and grown from one command centre

ICG's proprietary Google Business Profile intelligence platform. Scores every listing across 7 dimensions, tracks rank on a live geo-grid across your actual service area, audits NAP + citations, monitors 531 suspension-risk factors continuously, and drafts Google Posts on cadence. Currently managing 143 healthcare listings with 0 suspensions and 4.76★ portfolio average across 28,137 reviews.

  • 143 listings under management · 0 suspensions · 4.76★
  • 7-dimension Health Score + 5-factor Rank OS per listing
  • Geo-grid rank tracking + NAP + Citation audit + Profile Shield
  • NMC + NABH + ART Act + DPDP compliance built into every content + review workflow
Explore Angryturtle →

Every ICG engagement runs on some combination of these ten 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 — Leader, ICG

Rohit Gupta

Business & Growth Lead & Director

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 — Leader, ICG

Abhash Kumar

Strategy & Analytics Lead & Director

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 — Leader, ICG

Deep Das

Technology & AI Lead & Director

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 →
Chat with a Co-Founder
Chat with a Co-Founder