Institutional Adoption

Sustainable, scalable, and locally-engineered dental AI for healthcare institutions.

Enterprise Licensing
API-as-a-Service
Strategic Partnerships

Procurement Architecture

Public health infrastructure requires sustainable unit economics, not just grant dependency. UGDent operates on a disciplined B2B and institutional SaaS commercial model, offering procurement-ready packages designed for Ugandan realities.

Business Tiers

Flexible Models for Every Adopter

B2B

API-as-a-Service

UGX 200 / per scan

For mHealth & NGOs

  • WebSocket API access
  • Sub-2-second inference
  • XAI attention maps
  • Volumetric pricing
  • Dedicated support
Enterprise

Custom

UGX Custom / tailored

For Hospitals & Government

  • Full EHR integration
  • Dedicated deployment
  • Custom SLAs
  • Training & capacity building
  • 24/7 support

All pricing supports UGX processing via MTN/Airtel Mobile Money and formal Request for Quotation (RFQ) workflows.

Strategic Partnerships

Collaborative Ecosystem for Scale

Academic & Clinical Validation

Partnering with Makerere University Dental Hospital and COCIS to continuously validate the CLIP Vision Transformer against ground-truth clinical diagnoses.

Rural NGO Pilots

Deploying the mobile application to frontline Community Health Workers (CHWs) in refugee settlements and resource-constrained environments.

Tele-Dentistry API Integration

Licensing the WebSocket API to mHealth platforms and telehealth providers for sub-2-second intraoral video screening.

Buy Uganda, Build Uganda

Local Supply Chain

A production-level tele-dentistry platform cannot exist purely as code on a server. Protecting Uganda's oral health requires a physical and professional ecosystem to sustain it. UGDent operationalizes a "Buy Uganda, Build Uganda" methodology by structuring a local supply chain that creates economic participation across the health and tech sectors.

Clinical Data Annotators

Dental students securely curating and annotating African intraoral video sequences

Community Health Workers

Primary operators of the React Native mobile application in rural triage centers

Hardware Providers

Local vendors supplying smartphones, intraoral camera attachments, and edge devices

Telecom Operators

MTN/Airtel infrastructure for stable data transmission and mobile money gateways

Ecosystem
Data
70%
Deployment
85%
Training
60%
Local Content
95%

Product Roadmap

Disciplined Research-to-Market Scaling

Now

Pilot-Ready WebSocket API

  • CLIP Vision Transformer
  • Sub-2-second inference
  • XAI attention maps
Live
Next

Edge Quantization

  • Knowledge Distillation
  • Offline smartphone inference
  • Deep-rural deployment
In Progress
Future

Multimodal Clinical Integration

  • Proprietary African dataset
  • Vision-Language Model
  • Comprehensive clinical reasoning
Planned

Ready to Adopt UGDent?

Join us in democratizing oral healthcare through video-powered dental AI.