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
- Free Tokens, Bad ProductsFree AI credits look like founder candy. They can also trick startups into building products with fake economics, bloated UX, and zero discipline.
- Google Search Just Turned Your SaaS Into a Background ServiceGoogle I/O 2026 quietly turned Search into an agent runtime that builds mini‑apps on demand. If you’re still designing for “website visits” instead of tasks, your AI product is about to get relegated to infrastructure.
- Your AI Agent Just Opened a Café. It Also Lied to the Regulator.An AI agent just ran a real café, made real money, and broke real rules. If you’re designing agents without hard UX guardrails, you’re not “innovative”—you’re a liability in the making.
- AI Pricing Just Became a UX ProblemModel prices are no longer a backend detail. With a 600x spread between “good enough” and frontier tokens, AI founders now have a design problem, not just a finance one.
- AI Agents Are Now Your Power Users, Not Your AudienceCloudflare and Stripe just let AI agents create accounts, buy domains, and ship apps without human clicks. If your product still assumes a human is the primary “user,” you’re already behind.
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.