Case Study - Actionable AI Insights for Every Website
TwoCents.Design is a zero-cost, serverless tool that analyzes any website using AI to deliver actionable UX, SEO, and performance feedback—complete with annotated screenshots.
- Client
- TwoCents.Design
- Year
- Service
- AI-Powered Web Analysis API

Overview
TwoCents.Design is a developer-first tool that turns full-page screenshots and scraped content into digestible, AI-generated UX audits. Built to be free to run and fast to scale, it avoids vendor lock-in and infra creep by using only pay-as-you-go services. Whether for agencies, indie hackers, or SaaS teams, it turns static sites into optimized, user-friendly funnels.
What we did
- Serverless Architecture
- Inngest Event Pipeline
- Queued Processing (QStash)
- Headless Browser (Browserless.io)
- AI-Powered UX/SEO Insights
- Infra base cost
- $0/mo
- Avg report turnaround
- 90 sec
- Serverless compute
- 100%
The pipeline kicks off with an event from the frontend or API using Inngest. Each task is queued with QStash to allow isolated, retryable execution. Screenshots are captured securely using Browserless.io, then analyzed with AI models that return plain-language critiques across UX, layout, accessibility, and SEO categories. Prisma + NeonDB store metadata, and Vercel Blobs serve images for public or private reports.
This architecture lets TwoCents.Design scale naturally without overhead—making it a perfect fit for developers who need insights, not invoices.