Product Roadmap

Our clear, ambitious path to transforming healthcare across Africa with voice-first AI—from foundation to continental scale

Phase 1

2025

Foundation & Preparation

Building the AI foundation, securing partnerships, and preparing for MVP launch

In Progress

Q4 2024 - Q1 2025

  • Establish PMO and governance structure
  • Complete regulatory assessment (Kenya Pharmacy Board)
  • Deploy cloud infrastructure (Google Cloud)
  • Begin Swahili voice data collection (500+ hours)

Q2 2025

  • Complete Swahili ASR model training (<10% WER target)
  • SHA/insurance FHIR R4 API integration development
  • Build core triage algorithm (Random Forest, 98%+ accuracy)
  • Healthcare worker training program design

Q3 2025

  • Integrate all AI modules (voice, triage, fraud, imaging)
  • Complete insurance claims system connection
  • Security penetration testing & compliance audit
  • User acceptance testing with 10+ clinicians

Q4 2025

  • System integration testing (95% uptime target)
  • Train healthcare worker cohorts (60+ staff)
  • Clinical validation study (100 test cases)
  • Obtain preliminary regulatory clearance
Phase 2

2026

MVP Launch & Regional Scale

Live deployment, real-world validation, and rapid facility expansion

Scheduled

Q1 2026 (MVP Launch)

  • Deploy at Level 4 Hospital emergency department
  • Process 70+ patients daily within first week
  • Monitor real-time performance metrics
  • Weekly optimization based on usage data
  • Begin fraud detection live testing with SHA

Q2 2026 (Regional Expansion)

  • Deploy to 3 Level 4 Hospitals in Western Kenya
  • Add Luo language support for regional coverage
  • Scale to 1,000+ daily interactions across sites
  • Achieve <1.5% error rate for critical cases
  • Document 30% wait time reduction metrics

Q3-Q4 2026 (National Growth)

  • Expand to 5+ facilities network
  • Process 2,000+ daily triages system-wide
  • County health department integrations
  • Generate Sh10M+ fraud prevention value
  • Complete comprehensive impact evaluation
Phase 3

2027-2028

Continental Expansion

Regional leadership, partnerships, and 100+ facility network across East Africa

Planned

2027 Phase 1

  • Establish East African partnerships (Tanzania, Uganda)
  • 25+ facility network operational
  • 500K+ monthly patients across regions
  • Technology transfer to local teams

2027-2028 Phase 2

  • Expand to 100+ facilities network
  • Operations in 10+ countries across East Africa
  • 2M+ annual patient triages
  • Commercialization strategy fully operational

2028+ Phase 3

  • Sub-Saharan expansion launched
  • 500+ facility network vision
  • 10M+ annual patients served
  • Sustainable revenue model at scale

Key Milestones

2025 Focus
Foundation

Data collection, model training, regulatory clearance

Q1 2026
MVP Live

First facility deployment, real-world validation begins

2026 End
2,000+

Daily triages across 5+ facilities nationally

2027-2028
100+ Facilities

East African regional leader

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Join us on our mission to transform healthcare delivery across Africa

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