Voice + chat AI agent that resolves 72% of healthcare claims queries
Designed and shipped an agentic system across phone and web that automates claim status, eligibility, and document collection while staying HIPAA-compliant.

We're a team of senior engineers, designers, and AI specialists shipping production-ready software 2× faster — at 30–40% lower cost. Same craft. New speed.
Read PDF
vendor-9821.pdf · 4 pages
Extract line items
14 items · $24,392.10
Match PO
PO-44211 ✓ matched
Post to NetSuite
Posted · ref AP-2026-0419
Saved 38 hours this week
4,287 invoices processed end-to-end
Trusted by ambitious teams from seed to series C
From AI agents to full-stack platforms, design systems to data pipelines — we're a single team that ships end-to-end.
We're not a body shop. We're a small senior team that ships, measures, and improves — with AI baked into how we work.
Our engineers don't just use AI — they think and build with it. Claude Code, Cursor, and custom agents are part of the toolkit, not buzzwords.
We quote per-project with milestones. No hourly invoices that snowball, no scope creep without a change order.
You don't get a learning team. Every project is led by senior engineers with 8+ years of shipping production software.
Every commit is deployable. Every feature ships with tests, monitoring, and an honest performance budget.
Async-first, with daily written updates and a 4-hour overlap window with US, EU, and APAC clients.
We measure success by what your product does for users — activation, retention, revenue — not by hours billed.
Designed and shipped an agentic system across phone and web that automates claim status, eligibility, and document collection while staying HIPAA-compliant.
Built a planning copilot on top of a custom optimizer that compresses planner time and reduces empty miles across 9 distribution centers.
Migrated from a heavy theme to a custom Hydrogen storefront with edge rendering, personalization, and a redesigned checkout funnel.
Replaced a fragile legacy app with a modern Next.js + Postgres multi-tenant SaaS, including usage metering, role-based admin, and Stripe Billing.
React Native app with offline-first content, audio playback, subscriptions, and personalized recommendations powered by an in-app AI coach.
Carved out 14 services from a sprawling monolith using strangler-fig patterns, CDC, and parallel runs — without freezing the business.
Weekly demos, fortnightly deploys, and a fixed price you can plan around. No drama, no surprises.
Week 1
We map your goals, constraints, and success metrics — then write a tight scope and a fixed-price proposal you can plan around.
Week 1–2
Wireframes, data models, and system diagrams reviewed and approved before a single line of production code.
Week 2–8
Two-week sprints with demos every Friday. Our engineers pair with AI coding tools to ship features 2× faster.
Week 6–9
Automated test suites, performance budgets, accessibility, and security reviews gate every release.
Week 9+
Production launch with monitoring, dashboards, and 30 days of hyper-care — followed by optional retainer support.
We've shipped products in regulated, complex, and fast-moving industries. We come ready with patterns, references, and partners.
KYC automation, underwriting copilots, fraud detection.
Clinical scribes, claims automation, HIPAA-ready platforms.
Shopify Plus stores, merchandising copilots, post-purchase agents.
Multi-tenant platforms, AI copilots, usage-based billing.
AI tutors, adaptive learning, assessment automation.
Route optimization, document intelligence, shipment tracking.
Listing intelligence, document automation, tenant agents.
Content generation, programmatic creative, analytics.
We pick boring tech where it matters, and bleeding-edge where it wins. Always with production in mind.
Thought Driven shipped our AI claims agent in six weeks. It now resolves 72% of inbound queries without a human. Best engineering partnership we've had.
We replaced four vendors with one team. The pace is unreal — we're shipping features in days, not quarters.
Fixed-price gave us budget confidence. The senior team felt like our own — async updates, weekly demos, zero surprises.
Their AI strategy workshop reframed our entire roadmap. We killed two projects and doubled down on the one that mattered.
From whiteboard to App Store in 11 weeks. Polished, fast, and our 4.8★ rating speaks for itself.
Their team modernized our 12-year-old monolith without slowing the business. The strangler-fig plan was a masterclass.
Our battle-tested 6-week framework for shipping AI agents that take real action — not just chat.
A no-fluff comparison from a team that ships production software with both tools daily.
Hourly billing aligns incentives badly. Here's our system for scoping fixed-price work that ships on time.
Real numbers from 20+ shipped projects on what changes when you adopt AI coding tools end-to-end.
Don't see yours here? Reach out — we usually reply within one business day.
One short call. A clear point of view. A fixed-price estimate within 48 hours if it's a fit.