Design That Drives Product Revenue for AI Startups
Rapid, metric-driven design for founders building AI/ML products. From concept to market-ready in weeks, not months.
Most design agencies optimize for aesthetics. We optimize for traction. Poplab partners with AI-first startup founders to design products that acquire users, accelerate retention, and drive revenue—by compressing design cycles from months to weeks.
Rapid Iteration
Design sprints fit your product roadmap, not agency timelines. Prototype and validate in 5 days. Iterate, launch, and learn faster.
Metric-driven Design
We optimize for activation, conversion, and retention—not just aesthetics. Every design decision is mapped to your product and business KPIs.
Founder-first Partner
Built by founders, for founders.
Fluent in user psychology, unit economics, GTM velocity, and revenue design.
We embed with your internal team, not just deliver a deck.

CASE STUDY
Driving Growth with Design & AI: Inside the Aeonvis Digital Transformation

CASE STUDY
Democratizing Art Commerce: LettsArt’s Disruptive Platform Design

CASE STUDY
Jot’s AI-First Diary: Revolutionizing How the Next Generation Journals

CASE STUDY
Product Excellence for Newsrooms: Where Design Leads Innovation
Trusted by AI startup founders & design leaders at product-led SaaS companies
The brands and organizations we’re privileged to work with.
AI Startup Design Blog
- Amazon’s Health AI Agent Just Set the Bar. Your “Chatbot in a Hoodie” Won’t Cut It.Amazon’s new Health AI agent isn’t just a feature launch—it’s a line in the sand for every AI founder betting on “24/7 assistance” as a moat. If your product is still a generic chatbox with a thin workflow wrapper, this week should scare you (in a useful way).
- Figma Just Turned Your Design File Into an API. Most Startups Aren’t Ready.Figma’s latest AI release quietly turned design files into agent-ready infrastructure. If you don’t have a real design system and clear UX guardrails, your “AI velocity” is about to become AI chaos.
- Figma Just Turned Your Design System Into an AI Control PlaneFigma’s latest AI and agent updates quietly turned your design system into infrastructure. If you keep treating it like a “visual library,” your AI stack will ship faster than your product thinking.
Ready to Compress Your Design Cycle?
Let’s talk about your roadmap and how rapid, metric-driven design can save 8-12 weeks of dev time.










