Transforming oral wellness through accessible, intelligent testing that brings clinical-grade insights directly to consumers—bridging the gap between reactive dental care and proactive health management.
A DTC oral-wellness startup set out to deliver an at-home saliva test with instant results—improving access in "dental deserts" and shifting oral care from reactive to proactive health management.
They needed a digital companion that would guide testing, interpret results clearly, and stand up a rapid pilot to validate their approach with real users and clinical partners.
Transform founder's vision into pilot-ready mobile product
Accelerate investor confidence and clinical validation
Democratize access to oral health insights in underserved areas
Balance speed with quality by de-risking technical decisions early, creating shared understanding across disciplines, and maintaining unwavering focus on user needs throughout the product development lifecycle.
Drove product vision, multi-persona experience design, MVP scope definition, and cross-functional delivery. Served as executive point for stakeholder alignment and fundraising demonstrations.
Led a lean, focused team: 1 PM/tech lead, 2 designers, 4 engineers. Partnered directly with the founder and clinical advisors to ensure medical accuracy and business viability.
Aggressive pilot deadline, first-time CV/ML result interpretation, multi-persona workflows (consumer/clinician/admin), and investor-ready demos without compromising clinical rigor.
We took a human-centric approach from the start, facilitating a 2-day workshop to build shared understanding across stakeholders on product north star and market entry strategy, harness collective intelligence of the group to ideate the future state, and define MVP features that would drive pilot success.

Collectively constructed the product vision, and brainstormed target customer segments, potential early adopters, and market engagement channels

Explored different user types, and mapped critical user journeys for consumer and clinician personas to uncover areas of greatest importance and challenges.

Defined MVP versus fast-follows through stakeholder prioritization workshops, maximizing customer value while meeting an aggressive pilot timeline and budget constraints.

The workshop energized business and clinical stakeholders with a unified the product vision, and transformed conceptual ideas into concrete, actionable features.
Throughout the design process, our design and engineering team partnered closely with the founder as we created wireframes, user flows, and high-fidelity clickable prototypes to visualize and iterate on the solution. By leveraging React Native UI and prototype-driven specifications with weekly design/dev syncs, we accelerated design-to-build, reduced rework, and maintained design quality during development.
Created comprehensive user flows and wireframes to turn abstract requirements into concrete design decisions, ensuring alignment with the founder's vision and user needs at every touchpoint.




Built clickable, high-fidelity prototypes that became the single source of truth for design intent—and powerful credibility tools for investor demonstrations and stakeholder buy-in.








User-friendly app to conduct clinical pilots for end-to-end experience: kit registration, guided photo capture, on-device analysis, and personalized wellness reporting.
Clickable demos clarified the vision; the team presented at the American Dental Association, leading to funding and partnership momentum.
Clear MVP specifications through flows, wireframes, and hi-fi prototypes enabled faster development cycles with fewer ambiguities and reduced technical debt.
AWS serverless stack established for secure, consistent deployments across environments, positioning the platform for rapid growth and clinical expansion.
This project demonstrated how strategic product leadership, collaborative design thinking, and technical pragmatism can transform an ambitious healthcare vision into a market-ready product.
By maintaining focus on user needs while balancing clinical rigor, business goals, and technical constraints, we created a foundation for sustainable growth and meaningful health impact.
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AI-powered Review Engine | 0→1 MVP | Human-centered AI | Experience Modernization | Human-in-the-loop ML
Doris Mao Lin | Los Angeles, CA | 310-497-2949 | dorismaolin@icloud.com | linkedin.com/in/dorisl/ | dorismaolin.me
Case Study: 0 →1 MVP