CASE STUDIES

Real Products. Real Results.

We don't sell capability decks, we ship products. Here's what AI-native engineering looks like in the real world.
SAAS
STRIPE
AI

Taming AI Rate Limits
at RefundIQ

A fintech SaaS platform processing 80,000+ emails per user was hitting silent API failures,unpredictable sync times of 4+ hours, and inflated AI costs. This case study covers how theentire Gemini API usage layer was redesigned — from an unbounded parallel fire-and-forgetmodel to a controlled, resilient, cost-optimized pipeline.

Delivery

↗ 3 pricing tiers shipped

SAAS
HEALTHCARE
AI

Building the Shift Marketplace
for Modern Medicine

A ground-up SaaS platform connecting physicians with hospitals and locum companies — built across four interconnected portals, three environments, and a live app on both the App Store and Google Play.
SAAS
STRIPE
AI

Plaid Integration & Merchant Intelligence

How this platform uses Plaid to connect user accounts, sync transactions, detect subscriptions, and power a centralized merchant directory that bridges bank data with AI-parsed email intelligence.

Efficiency

90.3% merchant match rate

SAAS
GOOGLE ADS
AI

AI-Automated Google Ads
at Scale

A full-stack SaaS platform that connects users' Google Ads accounts via OAuth2, generates complete SKAG campaigns with Claude AI, and deploys them live - from business signup to running ads in minutes.

Your next product runs on AI. Let's build it.

Tell us what you're building and we'll show you how AI can make it faster, smarter, and built to last.
Let's Talk