Custom Web Apps + AI Systems shipped in weeks, not quarters.
We build AI-first products around real workflow economics, not demos. Every sprint ties to measurable business impact with production-ready code, clean handoff, and full ownership transfer.
Proof
AI-first products delivered with operating rigor.
Timeline
Weeks, not quarters
7-day discovery. 2-4 week delivery sprint. Weekly demos and release cadence.
Outcomes
ROI tracked
KPIs defined upfront: cycle time, throughput, conversion, or cost-to-serve.
Stack
Reliable by design
Typed boundaries, AI guardrails, observability, and audit trails from day one.
Mini Case (No Client Names)
3-week sprint: operations portal + approvals + audit trail.
Intake to resolution in one place: role-based access, notifications, and a dashboard the team actually uses.
- Auth + RBAC
- Search + filters
- Audit log + exports
- CI + tests
Service Packages
Clear scopes. Predictable timelines.
Discovery Sprint
Scope, ROI model, risk register, architecture sketch, prototype.
MVP Sprint
Core workflows, auth, deploy, monitoring, docs.
Automation Sprint
AI workflows, eval harnesses, guardrails, integrations, ops UX.
Live AI Agent
Live systems. Real decisions.
A production AI advisor with tool calling and live database access. Ask about architecture, estimate delivery scope, or query spatial data in real time.
Launch AgentBuilt with Vercel AI SDK + xAI Grok + Supabase
Ship material business value in weeks, not quarters.
We map each sprint to explicit success metrics, prototype quickly, and ship production systems with transparent communication and trackable results.
Product-Grade Web Apps
Web apps, internal tools, and customer portals engineered for adoption, reliability, and measurable business lift.
AI Systems, Not AI Theater
AI embedded into core workflows with evaluation harnesses, policy controls, and observability designed for production.
Integrations That Stick
APIs, pipelines, and legacy bridges with typed boundaries, resilient retries, and audit-ready data contracts.
Engagements
Choose the engagement. Keep velocity.
Fixed-scope sprints with predictable timelines, explicit KPIs, and clean handoff. Scale up or down as you go.
Discovery Sprint
1 week to align on scope, risks, and a shippable plan.
- Scope + roadmap
- Architecture sketch
- Clickable prototype or POC
Build Sprint
2-4 week build to ship your MVP or automation.
- Core features
- Deployment + monitoring
- Documentation + handoff
Scale & Optimize
Polish, performance, and iteration as you grow.
- Roadmap execution
- UX + performance tuning
- Growth-ready infra
How We Work
Align, build, and ship on schedule.
Scope
Define the goal, the constraints, and the measurable outcome. No fluff, just clarity.
Prototype
Rapid prototype to validate UX and workflow. We align fast before we build.
Build
Ship the core system with tests, deployments, and monitoring from day one.
Launch
Polish, performance, and iteration. You own the code and we stay accountable.
Common Questions
Before you reach out
How much does this cost?+
Project-based pricing, typically $12K-80K depending on scope. We quote after a discovery call where we lock requirements and success criteria. No hourly billing—you pay for outcomes.
How long does a typical project take?+
Discovery in 1 week. MVP in 2-4 weeks for most web apps. Larger systems scale by sprint, with weekly demos so you see progress, not promises.
Do you do fixed-scope sprints?+
Yes. We scope a sprint, lock the deliverables, and ship. If priorities change, we re-scope the next sprint.
Do you work with early-stage teams?+
Yes—if speed matters and the team is serious about shipping. We work with founders, operators, and product leads who need execution without overhead.
What kinds of apps do you build?+
Customer portals, internal tools, ops dashboards, AI-first workflow systems, and integration-heavy web apps. If it removes manual work or drives revenue, it fits.
Can you integrate with our existing systems?+
Yes. We routinely integrate with CRMs, ERPs, data warehouses, and legacy systems. If it has an API (or even if it doesn't), we can make it talk.
Ready to ship?
Let's build systems that compound business value.
AI-first web apps, automation, and custom systems delivered fast. Clear scope, weekly progress, and operational value from day one.
Quick Discovery
Book a 30-min Build CallDirect Contact
drew@mad.engineeringNeed an AI-first system with a real delivery plan?
Book a 30-min build call for a scoped plan with success metrics, or send the form and we'll reply within 1-2 business days.