About
Healthcare AI, built around the workflow
Ayothedoc is a healthcare AI design and implementation practice. We help teams turn a useful problem into a testable system, with clear human ownership and evidence requirements.
Founder
Ayokunle Ademola-John is a technical project manager and agentic AI practitioner based in Vilnius. His work combines healthcare workflow context, product thinking and hands-on AI delivery.
- Built ExerScript, a physical-activity prescription agent using MCP and agent-to-agent orchestration
- Built the on-device clinical de-identification demo available on this site
- Presented at PyCon Estonia 2025 on making AI and machine learning understandable for real-world use
- Healthcare credentials include an MD (2018) and an MPH completed in 2026
How we work
Workflow first
We define the user, task and operating context before choosing an AI approach.
Smallest useful system
We scope the narrowest prototype or workflow that can answer the next decision.
Controls in the design
Human review, privacy, failure handling and evaluation are product requirements.
Evidence before expansion
We use explicit acceptance criteria to decide whether a workflow should move forward.
Where we focus
Healthcare AI readinessClinical workflow mappingAI product requirementsAgentic AI prototypingMCP and A2A orchestrationHealthcare workflow automationAI evaluation and governanceTechnical project delivery