EVRIONTA DEVELOPMENT ANALYSIS

Comparison: Build from Scratch vs. H4U Platform Adaptation

Detailed breakdown of budget, team, and implementation phases | Prepared for Thumbay Group

01 Executive Summary: Cost and Timeline Comparison

Build from Scratch

Seed round $15.0M
Time to MVP 18-24 mo
Team size 40-45
Risk level HIGH
Monthly burn rate $750K

H4U Adaptation

Seed round $8.0M
Time to MVP 10-12 mo
Team size 25-27
Risk level LOW
Monthly burn rate $550K

Savings from Using H4U Platform

AI Medical Scribe | Voice Control | Mobile Apps | FHIR Integration | Telemedicine

Cost Savings
$7.0M
Time Saved
8-12M
Fewer People
13-18
Cost Reduction
47%

02 Feature Comparison

Category Evrionta Requirement H4U Status Development Needed
Mobile Apps iOS and Android BASIC Published, UI/UX refinement needed
Web Dashboard Physician panel BASIC Metrics expansion, family network
FHIR Integration SMART on FHIR BASIC Read available, field expansion + write-back
Wearables Sync Apple Health, Google Fit READY None required
Voice Interface Patient + physician control READY NLP expansion
AI Medical Scribe Auto-documentation READY Family medicine adaptation
Telemedicine Chat + AI agent READY Ready to use
Clinical Decision Support Evidence-based BASIC Protocol library
Family Health Network Genetic risk tracking NEW 4-5 months development
Care Team Coordination Physician coordination BASIC 2-3 months
Pharma Engagement CPM/CPC tracking NEW 3-4 months
Commerce Marketplace E-commerce NEW 4-5 months
RWE Data Infrastructure Data products NEW 3-4 months
HIPAA Compliance Full readiness FRAMEWORK Audit, certification

03 Detailed Budget Breakdown

TOTAL BUDGET: $8.0M FOR 12 MONTHS

Category Subcategory Amount Details
1. DEVELOPMENT: $5.0M
Core Enhancement
$3.5M
Head of Engineering $200K CTO, architecture
5 Backend Engineers $885K Phased: 3→5 (mo 1-6)
3 Frontend Engineers $531K Phased: 2→3 (mo 1-6)
4 Mobile Engineers $708K Phased: 2→4 (mo 1-12)
DevOps Engineer $177K CI/CD, Infrastructure
4 QA Engineers $636K Phased: 2→4 (mo 1-12)
Product Manager $170K Product strategy
Product Designer $150K UX/UI design
Infrastructure & Tools $82K AWS, tools
TOTAL ENGINEERS 17 (phased 11→17)
Pharma Infrastructure
$500K
VP Pharma Partnerships $180K Hired month 3
Pharma Account Manager $100K Hired month 6
Medical Science Liaison $120K Clinical validation
Development & Legal $100K CMS, MLR compliance
Marketplace
$360K
Marketplace PM $140K E-commerce strategy
E-commerce Engineer $130K Development
Supplier Partnership Mgr $90K Suppliers
RWE Data
$290K
Data Engineer $140K Data warehouse
Clinical Data Scientist $150K RWE analytics
GCC Adaptation Localization + integration $300K Arabic, Thumbay EMR
2. MARKETING & GROWTH: $800K
Team
$475K
VP Growth/Marketing $170K Growth strategy
Growth Marketing Manager $120K Physician acquisition
Content Marketing Manager $100K Medical content
Community Manager $85K Physician community
Conferences GCC Arab Health Dubai $100K Booths, sponsorships
Digital Marketing LinkedIn, med publications $120K Physician targeting
KOL & Referrals Advocate program $105K Influential physicians
3. COMPLIANCE & REGULATORY: $900K
Team
$300K
Chief Compliance Officer $120K Part-time, mo. 6
Data Protection Officer $110K GDPR/HIPAA
Healthcare Attorney $70K Legal counsel
Legal Documentation ToS, Privacy, BAA $90K US + Israel + EU
HIPAA Compliance Security assessment $83K Framework
Security Testing Penetration testing $135K External experts
FDA Regulatory Classification $40K FDA consultant
GCC Regulatory UAE MOHAP, Saudi SFDA $70K Registration
Certifications SOC 2 Type II $50K Audit prep
State Compliance Medical board $52K TX, CA, NY
4. FREE TIER RECURRING: $150K
AI/LLM API Whisper + Claude $45K ~$14/physician/mo
Cloud Infrastructure AWS hosting $25K ~$7/physician/mo
Third-party Services FHIR, drug data, SMS $60K Redox, FDB, Twilio
Customer Support Help desk $20K Intercom, materials
5. THUMBAY INTEGRATION: $450K
Localization Arabic UI/UX, NLP $180K RTL support
Thumbay EMR Custom integration $80K Proprietary system
Thumbay Pharmacy API Marketplace $30K 50+ pharmacies
Thumbay Labs Diagnostics $25K Lab results
GCC Regulatory UAE, Saudi, Qatar $70K MOHAP, SFDA
GCC Clinical Protocols Diabetes, obesity $40K Local pathways
Cultural Adaptation Prayer times, Ramadan $25K Cultural features
6. CONTINGENCY: $800K (10%)
TOTAL SEED ROUND $8.0M

04 Team Structure & Hiring Timeline

MO 1-3 Startup Team (16)

GOAL: Launch H4U → Evrionta adaptation, Thumbay pilot

Head of Engineering $200K
3 Backend Engineers $531K
2 Frontend Engineers $354K
2 Mobile Engineers $354K
DevOps Engineer $177K
2 QA Engineers $318K
Product Manager $170K
Product Designer $150K
VP Growth/Marketing $170K
Growth Marketing Mgr $120K
Content Marketing Mgr $100K
HEADCOUNT: 16 | Engineering: 11 | MONTHLY BURN: ~$245K

MO 4-6 Expansion (21)

GOAL: Thumbay rollout (100 physicians), pharma track, marketplace prep

+2 Backend (total 5) +$354K
+1 Frontend (total 3) +$177K
+1 Mobile (total 3) +$177K
+1 QA (total 3) +$159K
VP Pharma Partnerships $180K
Community Manager $85K
HEADCOUNT: 21 | Engineering: 15 | MONTHLY BURN: ~$350K

MO 7-12 Full Team (25-27)

GOAL: All revenue streams (pharma, marketplace, RWE), GCC scaling

+1 Mobile (total 4) +$177K
+1 QA (total 4) +$159K
Marketplace PM $140K
E-commerce Engineer $130K
Supplier Partnership Mgr $90K
Data Engineer $140K
Clinical Data Scientist $150K
Chief Compliance Officer $120K
Data Protection Officer $110K
Pharma Account Manager $100K
Medical Science Liaison $120K
Healthcare Attorney $70K
HEADCOUNT: 25-27 | Engineering: 17 | MONTHLY BURN: ~$550K

Organizational Structure (Full Team)

Engineering (17)
  • Backend (5)
  • Frontend (3)
  • Mobile (4)
  • Data Engineer (1)
  • E-commerce (1)
  • DevOps (1)
  • QA (4)
Product (3)
  • Core PM (1)
  • Marketplace PM (1)
  • Designer (1)
Commercial (6)
  • VP Pharma (1)
  • Pharma AM + MSL (2)
  • Supplier PM (1)
  • VP Growth + Team (3)
Compliance (4)
  • CCO (1)
  • DPO (1)
  • Legal (1)
  • Data Scientist (1)

05 Monthly Breakdown

Month
Key Activities
Team
Spend
01
Team formation (16), H4U audit, GCC localization
16
$245K
02
Thumbay EMR integration, Arabic UI, FHIR expansion
16
$245K
03
Thumbay pilot launch (10 physicians), VP Pharma hired, Dubai expansion
17
$260K
04
+4 engineers, Family Health Network dev, 30 physicians
21
$350K
05
Care Team Coordination, Mobile app refinement, Community Mgr hired
21
$350K
06
Thumbay rollout complete (100 physicians), clinical validation
21
$350K
07
Full team (25+), Saudi market entry, pharma infrastructure MVP
25
$550K
08
RWE data pipeline, marketplace soft launch, 100 physicians GCC
26
$550K
09
Pharma pilot talks, Thumbay Pharmacy integration, Compliance team
27
$550K
10
First pharma contract ($50K pilot), marketplace GMV start, 60-80 physicians
27
$550K
11
RWE data products, USA prep, 80-100 physicians active, ~$85K MRR
27
$550K
12
Series A materials, 100-125 physicians MAU, 3K-4K patients, $100K-125K MRR
27
$550K
TOTAL: 12 MONTHS | AVG 23 | $7.2M

NOTE: Total budget $8.0M includes $800K contingency (10%). Active spend = $7.2M.

PHASED HIRING: Mo 1-3: 16 people ($245K/month) → Mo 4-6: 21 people ($350K/month) → Mo 7-12: 27 people ($550K/month).

REVENUE OFFSET: By month 12, reaching $100K-125K MRR (~$1.2M-1.5M ARR run rate), partially offsetting burn rate. Total Year 1 Revenue: $370K-1.025M.

06 Timeline Comparison

Build from Scratch (18-24 months)

1-6

Basic Infrastructure

ACTIVITIES: Backend, DB design, API, mobile frameworks

TEAM: 20-25 engineers

RESULT: Platform skeleton, no clinical features

COST: ~$4.0M

7-12

Core Features

ACTIVITIES: FHIR, patient dashboard, wearables, AI Scribe from scratch

TEAM: 30-35 people

RESULT: MVP with basic workflows

COST: ~$5.0M

13-18

Advanced Features

ACTIVITIES: Family Network, Clinical Decision Support, coordination

TEAM: 40-45 people

RESULT: Full Evrionta functionality

COST: ~$3.5M

19-24

Monetization & Scaling

ACTIVITIES: Pharma, marketplace, RWE, compliance

TEAM: 45+ people

RESULT: Ready for commercial launch

COST: ~$2.5M

TOTAL FROM SCRATCH:

TIME: 18-24 months

COST: $15.0M

TEAM: 40-45 people peak

RISKS: Technical, timeline delays, regulatory, AI Scribe from scratch

H4U Adaptation (10-12 months)

1-3

Thumbay Pilot Setup

ACTIVITIES: H4U adaptation, Arabic, Thumbay EMR, 10 physician pilot

TEAM: 13-15 people

RESULT: Working pilot at Thumbay (UAE)

COST: ~$1.2M

AI MEDICAL SCRIBE ALREADY WORKING!

4-6

Feature Enrichment

ACTIVITIES: Family Network, Care Team, Thumbay rollout 100 physicians

TEAM: 16-17 people

RESULT: Core features validated in GCC

COST: ~$1.4M

7-10

GCC Expansion & Monetization

ACTIVITIES: Saudi Arabia, pharma, marketplace soft launch, contracts

TEAM: 20 people

RESULT: 200 physicians GCC, $80K MRR, business model proven

COST: ~$2.2M

11-12

Series A Preparation

ACTIVITIES: RWE data products, USA soft launch, Series A materials

TEAM: 20 people

RESULT: $100K-125K MRR, 100-125 physicians active, 3K-4K patients, Seed complete

COST: ~$1.1M

TOTAL H4U ADAPTATION:

TIME: 10-12 months

COST: $8.0M (saves $7.0M vs build from scratch)

TEAM: 16→21→27 phased (vs 45 for build from scratch)

RISKS: Reduced (ready platform, AI Scribe READY, Thumbay partnership)

07 Market Validation & ROI

MARKET COMPARABLES (2025-2026)

AI MEDICAL SCRIBE:

  • Abridge: $5.3B valuation (Series E, $300M)
  • Suki: $168M total funding (Series D $70M)
  • Freed: 25,000+ clinicians, $99/month

HEALTHCARE AI BENCHMARKS:

  • Median Series A: >$50M
  • Median Series B: $143M
  • Average round: $34.4M (83% premium vs non-AI)
  • AI deals: 75% of health tech funding 2025

CLINICAL AI PLATFORMS:

  • Hippocratic AI: $1.64B (Series B, $141M)
  • OpenEvidence: $3.5B ($210M)

CHRONIC DISEASE MANAGEMENT:

  • Virta: $2B (Series E) at $100M ARR
  • Omada: $1.2B at IPO (2025) with 679K members
  • Livongo: Acquired by Teladoc for $18.5B (2020)

REAL-WORLD EVIDENCE MARKET:

  • Market: $4.74B (2024) → $10.83B (2030)
  • CAGR: 14.8%

VALUATION & ROI PROJECTIONS

SEED ROUND (MONTHS 0-12):

  • Investment: $6.6M
  • Post-money valuation: $35-50M
  • Target: 100-125 physicians active (MAU), 3K-4K patients, $100K-125K MRR

SERIES A (MONTHS 18-24):

  • Projected valuation: $120-180M
  • Target: 800-1,200 physicians, $5-10M ARR
  • Rationale: Above median ($50M+), validated traction

SERIES B (MONTHS 30-36):

  • Projected valuation: $500M-800M
  • Target: 2,500 physicians, $30M ARR
  • Rationale: Network effects, comparable to Virta ($2B at $100M ARR)

ROI FOR SEED INVESTOR:

  • 15-25x return by Series B (24-36 months)
  • Exit: Acquisition $1-2B or IPO $2-4B

* Projections based on 2025-2026 market comparables: AI healthcare median Series A >$50M, Series B $143M; comparable valuations Virta $2B, Hippocratic AI $1.64B, Abridge $5.3B

08 Executive Summary

EVRIONTA: H4U ADAPTATION + THUMBAY GROUP

FUNDING

$8.0M

Seed round for 12 months (vs $15M build from scratch)

TEAM

16→27

Phased growth (vs 40-45 build from scratch)

TARGET MRR M12

$100-125K

100-125 physicians MAU, 3-4K patients, 5 revenue streams

KEY MILESTONES:

  • MO 3: Thumbay pilot validated (10 physicians, UAE)
  • MO 6: Thumbay rollout complete (100 physicians, clinical validation)
  • MO 10: First pharma contract ($50K pilot), 200 physicians GCC
  • MO 12: Seed complete, Series A ready - 100-125 physicians MAU, 3-4K patients, $100-125K MRR

COMPETITIVE ADVANTAGES:

  • AI MEDICAL SCRIBE + VOICE CONTROL: Production ready, full voice control
  • THUMBAY PARTNERSHIP: 100+ physician captive base, pharmacy, university research
  • GCC-FIRST: Lower regulatory barriers, proof-of-concept before USA
  • PLATFORM ECONOMICS: FREE tier for physicians + pharma/marketplace/RWE
  • NETWORK EFFECTS: More physicians → more data → more pharma revenue