SaaS · AI Agents · Product Design · UX Research
What started as a marketplace connecting elderly people with caregivers evolved — through research — into a B2B AI operations platform that helps existing caregiving agencies manage their workforce, scheduling, and tasks using AI agents.
Role
Product Designer
Timeline
Dec 2025 — Present
Type
SaaS · AI Agents
Status
Active · Ongoing
Where We Started
NestAid was founded on a straightforward observation — aging adults need help with everyday tasks, and finding trusted, vetted caregivers is hard. The initial product concept was a two-sided marketplace: elderly individuals or their families could browse and book caregivers on-demand.
I joined as the first Product Designer in December 2025, embedded with the founding team from day one. My first responsibility was to validate the market before any UI was built.
Secondary Research
Secondary research gave us a macro view of the home caregiving market — its scale, its players, and critically, where the cracks were showing.
Companies like Home Instead, Visiting Angels, and Comfort Keepers — with thousands of clients — are still managing caregiver schedules through fragmented, legacy tools. Coordination is a constant fire-fight.
With 64%+ annual turnover, the problem isn't finding caregivers — it's managing, retaining, and scheduling them efficiently. Coordinators spend 30–40% of their time purely on scheduling admin.
A single missed shift creates a chain reaction: urgent replacements, unhappy clients, caregiver burnout, and potential care quality issues — all because of a broken scheduling process.
The Pivot
Original Model (B2C)
Elderly → NestAid → Caregiver
A marketplace connecting individuals directly with caregivers on-demand.
New Model (B2B SaaS)
NestAid → Caregiving Agencies
An AI-powered operations platform that existing agencies use to manage their workforce.
Instead of competing with established caregiving companies, NestAid would serve them. The pain wasn't the lack of caregivers — it was the inability to manage them well. The real opportunity was in the backend: scheduling, task management, coordination, and communication.
This pivot fundamentally changed the product. We weren't building a marketplace anymore — we were building an intelligent operations layer for an entire industry.
Design Challenge
Before & After
As the business model evolved, so did the product. Here's a glimpse of what was designed for the original B2C concept versus where the product is heading now.

Designed for families searching for caregivers — a consumer-facing marketplace with browsing, booking, and caregiver profiles.

Redesigned for caregiving agencies — an operations platform centered around Nessa, AI-powered scheduling, and workforce management.
The Solution
Nessa is the core value proposition of the new NestAid. An AI agent purpose-built for caregiving operations — handling scheduling, task delegation, shift management, and real-time coordination so coordinators can focus on care quality, not spreadsheets.
Nessa understands caregiver availability, client needs, and location proximity to auto-generate conflict-free schedules — and adapt instantly when shifts change.
When a caregiver cancels or doesn't show, Nessa proactively identifies a replacement and notifies all parties — without a coordinator lifting a finger.
Coordinators can assign care tasks to caregivers through Nessa, who tracks completion and flags any gaps in care delivery.
Nessa surfaces patterns: which caregivers are burning out, which clients need more attention, and where scheduling bottlenecks are forming — before they become problems.
My Role
This is a live, ongoing project.
NestAid is an active startup I'm currently part of. This case study reflects the work done so far — research, pivot discovery, and early design. More to come as the product evolves.
Next Project
AI/ML · User Research · Mobile Design