Poplab Logo

Design for the AI-Native Era — Before Your Agents Outpace Your UX

AI-readiness audits, agentic UX, and design systems built for founders shipping with Cursor, Lovable, and autonomous agents — not generic AI startup polish.

Book Strategy Session
View Services & Pricing

AI-Readiness, Scored
Know if your design system survives Cursor, Figma Make, and Claude Code before it ships inconsistent UI

Agentic Trust by Design
Scope, budget, and audit-log UX for agents that spend money or touch customer data unsupervised

Built on What You Already Shipped
Polish vibe-coded MVPs from Lovable, Bolt, and v0 into something investors take seriously

Trusted by AI startup founders & design leaders at product-led SaaS companies

The brands and organizations we’re privileged to work with.

Dark blue Mimecast wordmark stretches across a white background, with the clean lowercase lettering and trademark symbol set at the far right.
A blue X icon sits beside bold black Prohibition Partners lettering on a white background, creating a clean consultancy logo mark.
Bold Atalis wordmark in dark blue on a muted green background, with a stylized slash and oversized letters creating a modern tech look.
Grey and yellow LettsArt wordmark on a white background, with a clean modern font and the final letters in a warm orange tone for contrast.
Bold orange TKart wordmark sits beside a circular emblem on a green background, creating a clean identity for the karting magazine brand mark.
Black Geologie wordmark in serif lettering on a white background, creating a clean brand mark tied to men's skincare and digital design work.
A stylized Maistro wordmark appears on a muted green background, paired with a diagonal pastel icon and bold black lettering in clean modern lines.
Muted gray Aeonvis wordmark spans the frame, accented by two bright orange triangular marks against a matching gray background with clean spacing.
Navy blue Youdera wordmark in lowercase letters with a period, set against a clean white background for a simple, minimalist branded look overall.
design for AI startups
LettsNews appears in large gray and black lettering on a dark background, echoing a clean editorial identity with a minimalist, modern feel.
design for AI startups
AEONVIS homepage hero with a purple and blue geometric background, the headline Your company, digitally reinvented, and a call-to-action button.
CASE STUDY

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

See the Results
A bearded artist stands before layered abstract portraits on the LettsArt homepage, with the slogan “The home for great art.” and gallery copy below.
CASE STUDY

Democratizing Art Commerce: LettsArt’s Disruptive Platform Design

View Case Study
Dark purple Jot journal interface shows stats, a Today section, and a long entry card with a white bird illustration and the line "New Entry".
CASE STUDY

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

View Case Study
LettsNews editing dashboard shows title, location, date, description, and a bright office photo beside sliders for adjustments on the right.
CASE STUDY

Product Excellence for Newsrooms: Where Design Leads Innovation

See the Results
FlowAudit logo wordmark

Not Ready for a Call? Get a 90-Second UI Audit Instead

FlowAudit runs an AI-powered UX review on your worst-performing flow—signup, pricing, onboarding, or checkout—and hands you a prioritized fix list. No consultant. No kickoff call. No PDF that lives in a folder forever.

Audit Your First Flow Free →

1 free audit. No credit card. Results in under 90 seconds.

AI Startup Design Blog

  • If Your Product Dies When a Model Sneezes, You Don’t Have a Product
    If Your Product Dies When a Model Sneezes, You Don’t Have a Product
    Anthropic’s Claude Sonnet 5 launch and export-control drama just handed founders a blunt lesson: if one model outage can wreck your UX, you’re not building a product—you’re hanging a UI on someone else’s infrastructure. Here’s what to fix this week.
  • Figma Config 2026 Just Raised the Bar Nobody Needed Raised
    Figma Config 2026 Just Raised the Bar Nobody Needed Raised
    Figma’s Config 2026 introduces game-changing features like Code Layers, Figma Motion, and generative plugins that enhance design workflows and collaboration. However, founders are cautioned against losing focus on core user experience issues, such as optimizing onboarding processes. While these updates improve operational efficiency, they should not distract from the essential iterative development and user feedback needed for product success.
  • Episodic Design Is Killing Your Product's Compounding Growth
    Episodic Design Is Killing Your Product’s Compounding Growth
    Most AI founders hire designers for sprints and wonder why their product never develops a coherent system, a consistent quality bar, or design decisions that compound over time. The sprint model is the right tool for the wrong problem. Here is what continuous embedded design actually unlocks — and when the retainer model becomes the smarter commercial decision.
Discover More AI Startup Insights

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.

Schedule Free Strategy Call