πŸ”¬ Building the MVP

The Business Behind AI-Governed Dental Marketing

AiRadics is transforming how dental practices acquire patientsβ€”with AI that's transparent, auditable, and compliant by design.

Why AiRadics, Why Now

🎯

$5.8B Market by 2029

AI Governance is the fastest-growing segment in enterprise software. Regulations like EU AI Act mandate what we've already built.ΒΉ

πŸ”

12 Patent-Pending Innovations

Our provisional patents cover multi-model consensus, deterministic replay, regulatory compilers, and defense-in-depth AI governance.

🦷

Dental is the Beachhead

177,000+ dental practices in the US alone, underserved by marketing technology. Prove here, expand to healthcare, finance, legal.Β²

$4.3B
TAM: U.S. Dental Marketing
$1.5B
SAM: Software-Enabled Practices
$75M
SOM: Houston Launch Market
12
Provisional Patents Filed

TAM / SAM / SOM Analysis

We're starting in Houston, Texas β€” the 4th largest U.S. city with 4,500+ dental practices and a highly competitive market.DentX Prove here, then expand nationally.

Total Addressable Market
$4.3B
Annual U.S. dental marketing spend across 177,000+ practices
Calculation: 177K practices Γ— $24K avg. marketing spend/year
Serviceable Available Market
$1.5B
Independent & small group practices actively using marketing software
Calculation: ~65K single-dentist practices spending $1K-5K/month
Serviceable Obtainable Market
$75M
Houston metro launch market β€” our backyard and proving ground
Calculation: 4,500 Houston practices Γ— $16K addressable/practice

🎯 Why Houston as Launch Market?

Market Scale: 4,500+ dental practices in metro area β€” 4th largest U.S. city with 7M+ populationΒ³

Competitive Intensity: Heavy DSO presence (Aspen, Pacific Dental, Heartland) creating pressure on independents⁴
Diversity: 45% Hispanic population creates unique bilingual marketing needsΒ³

Home Advantage: Founder's spouse operates MiSmile Dental locally β€” direct customer feedback loop

πŸ“Š Data Sources

IBISWorld β€” 177,559 U.S. dental practices (2025)
American Dental Association β€” 202,485 active dentists (2024)
Weave β€” 65,000 single-dentist practices, avg. revenue $343K
ViziSites β€” Solo practices spend $24K avg. (3% of revenue) on marketing
DentX β€” 4,500+ dental practices in Houston metro
Grand View Research β€” DSO market growing 17.7% CAGR

Where AiRadics Fits

We're not replacing existing tools β€” we're the intelligence layer that makes them work together.

Company What They Do Gap We Fill
Weave Patient communication & engagement (calls, texts, reviews) Doesn't tell you which patients to acquire or where to spend
Dental Intelligence Practice analytics & patient reactivation Looks backward at existing patients, not forward at acquisition
RevenueWell Marketing automation & patient communication Templates & automation without market intelligence
Pearl / Overjet AI-powered clinical diagnostics (X-ray analysis) Clinical AI, not marketing AI β€” completely different problem
AiRadics Market intelligence + campaign orchestration + honest attribution The "brain" that tells you where to spend and why

Key Insight: Weave, Dental Intelligence, and RevenueWell are complementary to AiRadics β€” not competitors. They handle engagement; we handle acquisition intelligence. Many practices will use both.

The Business Model

Revenue model and target metrics based on dental SaaS comparables and industry benchmarks. These are projections β€” to be validated with our partnership clinics.

Revenue Model

Monthly SaaS Fee $500 - $1,500/mo
Tiered by practice size and features
Target Annual Contract Value $9,000 - $18,000
Annual contracts with monthly billing
Gross Margin Target 75-80%
Cloud infrastructure + AI API costs

Target Metrics (Year 2)

Customer Acquisition Cost (CAC) $1,500 - $2,500
Digital marketing + inside sales
Lifetime Value (LTV) $27,000 - $54,000
Based on 3-year retention assumption
LTV:CAC Ratio 10-20x
Target: >3x is healthy for SaaS⁡

πŸ’‘ Why Dental is Attractive

Dental practices have high customer lifetime value ($8,000-$12,000 per patient based on industry benchmarks1) and strong retention potential β€” with proper engagement, patients stay 6-10+ years on average.2 This means practices can afford to invest in patient acquisition β€” and they're willing to pay for tools that actually work.

1 Industry benchmark cited by Dental Intelligence, RevenueWell, and dental marketing consultants.
2 Henry Schein reports 17% average annual attrition (~6 years); top 10% of practices achieve 3% attrition. Source: Dentistry Today, Dental Intelligence

Where We Are & Where We're Going

Development Roadmap

COMPLETED β€” Dec 2025
IP & Architecture Foundation
12 provisional patents filed, technical architecture designed with GCP Architect
H1 2026 β€” NOW
MVP Development
Building multi-agent AI system on Vertex AI with 2 partnership dental clinics as design partners
H2 2026 β€” YEAR 1
Product-Market Fit
Live with partnership clinics, iterate based on real results, prove the core value proposition
2027 β€” YEAR 2
Houston Growth
Scale to 50 practices through referrals and local sales, prove repeatable acquisition

What We're Building Right Now

πŸ₯
2 Partnership Clinics
Real practices, real data, real feedback β€” building what dentists actually need
πŸ”
Market Intelligence Engine
Competitive analysis, market sizing, and opportunity identification for each practice
πŸ€–
AI Governance Layer
Multi-model consensus, compliance checks, deterministic audit trails
πŸ“Š
Campaign Orchestration
Multi-channel recommendations with budget allocation and ROI forecasting
βœ‹
Dentist Approval Dashboard
Review, adjust, and approve AI recommendations β€” nothing runs without sign-off
Our approach: Build with real practices from day one. If it doesn't solve a real problem for our partnership clinics, it doesn't ship. Product-led growth starts with a product that genuinely works.

🎯 Target: 50 Practices by End of Year 2

Starting with 2 partnership clinics β†’ prove value β†’ grow through referrals in the Houston dental community. At $750/month average, 50 practices = $37,500 MRR ($450K ARR run rate).

What Could Go Wrong (And Our Mitigations)

⚠️ Slow Customer Adoption
Dentists are busy and change-averse. Sales cycles may be longer than expected.
Mitigation: 2 partnership clinics provide real case studies + referral network. Focus on practices already frustrated with marketing ROI.
⚠️ Competition from Incumbents
Weave or Dental Intelligence could add similar features.
Mitigation: Patent portfolio creates moat. Our focus is acquisition intelligence, not engagement β€” different product DNA.
⚠️ AI/Data Quality Issues
Recommendations could be wrong or unhelpful, damaging trust.
Mitigation: Four-tier governance architecture with human approval gates. "You Approve Everything" is core to the product.
⚠️ Execution / Hiring Risk
Small team needs to ship fast. Distributed model adds coordination overhead.
Mitigation: 5-person team with 60+ combined years of enterprise experience. Founder has 20+ years leading global engineering teams (US & India). Distributed model keeps burn rate lean ($630/mo current overhead) while accessing deep expertise.

The Dental Tech Landscape

The dental software space is highly acquisitive, with strategic buyers actively consolidating point solutions. AiRadics fills a clear gap in this ecosystem.

πŸ₯
DSOs
Heartland, Aspen, Pacific Dental β€” need marketing intelligence at scale
πŸ’»
Practice Management
Henry Schein, Patterson β€” adding AI capabilities to existing platforms
πŸ“±
Patient Engagement
Weave, RevenueWell β€” acquisition intelligence complements engagement
πŸ€–
Healthcare AI
Pearl, Overjet β€” expanding from clinical AI to operational AI

Recent Precedent: In October 2024, Archy (dental practice automation) raised $15M Series A.⁢ Pearl has raised $100M+ for dental AI.⁷ The dental tech space is hot with strategic and financial buyers.

The Team

A 5-person team combining deep technical expertise, real-world dental practice ownership, and 60+ combined years of enterprise engineering experience.

πŸ‘¨β€πŸ’Ό

Chaitanya Maddipati

Founder & CEO

20+ years building enterprise data platforms and AI systems for global banking institutions. Proven leader of global engineering teams across US and India.

Leadership Experience
Senior Manager Principal Engineer Program Manager Global Team Lead
Hands-on technical leader with experience managing distributed teams across time zones (US & India). Delivered major enterprise initiatives for Fortune 500 financial institutions.
Professional Certificates
Digital Marketing Strategy β€” Professional Certificate, HBS Online
Product Management β€” Professional Certificate, Kellogg School of Business
Data Science & Business Analytics β€” Professional Certificate, UT Austin McCombs
Certifications
Google Cloud Data Engineer Google Gen AI Leader TOGAF Enterprise Architect
Key Achievements
  • Architected data platforms processing billions of transactions for Fortune 500 banks
  • Built end-to-end AI systems from research to production deployment
  • Led enterprise architecture for multi-billion dollar financial institutions
πŸ‘©β€βš•οΈ

Dr. Soujanya Maddipati, DDS

Domain Expert & Partnership Clinic Owner

15+ years in dentistry with Senior/Lead roles at major DSOs. Understands both practitioner pain points and enterprise dental operations.

Current Practice
MiSmile Dental Houston, TX
Industry Experience
  • 15+ years clinical dentistry experience
  • Senior/Lead dentist roles at major DSO organizations
  • Practice owner β€” understands P&L, marketing ROI, patient acquisition
Why This Matters
  • Direct domain expertise β€” knows exactly what dentists need
  • DSO perspective β€” understands enterprise dental operations
  • Live partnership clinic β€” real data, real campaigns, real results
  • Product validation β€” if it doesn't work for her practice, it doesn't ship
Credentials
Doctor of Dental Surgery (DDS)
Practice Owner β€” 5+ years independent practice

Engineering Team

πŸ› οΈ
Senior Engineer
AI/ML & Data Engineering
20+ years enterprise technology experience. Full-stack AI/ML and data engineering, from architecture to production deployment.
Python ML/AI Data Pipelines GCP
βš™οΈ
Senior Engineer
Data & Analytics Engineering
20+ years enterprise technology experience. Analytics infrastructure, data modeling, and scalable pipeline architecture.
BigQuery Analytics Data Modeling ETL
πŸ’»
Full Stack Developer
Web Application & UI
Building the dentist-facing dashboard, approval workflows, and campaign management interface.
React Node.js APIs Cloud Run
12
Provisional Patents
20+
Years Tech Experience
2
Partnership Clinics
5
Team Members

Growing the Team

As we scale beyond our partnership clinics, we'll be looking for talented people in these areas.

πŸ€–

AI/ML Engineer

Multi-model orchestration, LLM fine-tuning, governance systems

πŸ“Š

Data Engineer

BigQuery, data pipelines, analytics infrastructure

πŸ“ˆ

Digital Marketing Strategist

Dental/healthcare marketing, campaign optimization, customer success

☁️

GCP Cloud Architect

Vertex AI, Cloud Run, infrastructure automation (Contract)

Detailed Materials

Data Sources Referenced on This Page

Market Sizing & Industry Data
ΒΉ MarketsandMarkets β€” AI Governance market projected to reach $5.8B by 2029
Β² IBISWorld β€” 177,559 U.S. dental practices (2025)
Β³ U.S. Census Bureau β€” Houston population 2.3M city / 7M+ metro; 44.8% Hispanic
⁴ Grand View Research β€” DSO market growing 17.7% CAGR
⁡ For Entrepreneurs (David Skok) β€” SaaS metrics: LTV:CAC >3x benchmark
Dental Industry & Landscape
⁢ PR Newswire β€” Archy raises $15M Series A (Oct 2024)
⁷ Pearl β€” $58M raise (total raised $100M+)

Practice Economics
American Dental Association β€” 202,485 active dentists (2024)
Weave β€” 65,000 single-dentist practices, avg. revenue $343K
ViziSites β€” Solo practices spend $24K avg. (3% of revenue) on marketing
DentX β€” 4,500+ dental practices in Houston metro

All market data sourced from publicly available reports. TAM/SAM/SOM calculations use conservative estimates. Unit economics are targets based on industry comparables, not actuals.

Let's Talk

Interested in partnering, joining the team, or learning more about what we're building? We'd love to hear from you.

πŸ“§ chaitanya.maddipati@element2plus.com