What you made
We keep what holds up, decompose the business logic properly, and restructure the data model for scale. Monitoring and backups arrive before launch.
Software & AI
You built the app. We make it survive real users.
AI-assisted prototypes, weekend MVPs, and twenty-year-old line-of-business systems all get the same treatment here: an honest read of the code, then the hardening and hosting it needs to face the public.
Prototype to production
AI-built apps welcome
You keep the IP
AI can write the demo. Production is still earned.
Vibe coding gets you a working prototype faster than ever. It does not give you secrets management, a sane data model, authentication that holds, or payments that reconcile. That last mile is our whole job.
- Security pass Secrets come out of the code, dependencies get audited, and authentication gets done properly.
- Data model sanity The schema that worked for ten users gets rebuilt for ten thousand.
- Payments and billing Flows that reconcile, retry cleanly, and never double-charge.
- Hosting with a cost ceiling Infrastructure sized for reality, with a bill you can predict.
- Monitoring and backups You find out before your users do.
- Handoff or hosting Everything stays documented and yours. We can run it, or we can hand it over.
Four lanes of software work.
What does not exist
Custom software from the ground up. Registration systems, integrations, reporting pipelines, and the tools nobody sells off the shelf.
What is aging
Legacy systems get refactored in stages and cut over without downtime, including live payment flows replaced with zero interruption to users.
About code refactoringWhat might be next
R&D and proof-of-concept work across systems, networking, and applications. For established clients, we regularly fund pilot projects ourselves so decisions rest on working results.
AI where it earns its keep.
AI adoption
We find the workflows where AI genuinely saves hours, like document handling and support triage, then wire it in with guardrails. No pilot purgatory, and no vendor-driven roadmap.
Private AI
Self-hosted model deployments for organizations whose contracts, patients, or regulators rule out public endpoints. Your models run on your hardware, under your rules.
AI-built software
We work in AI-generated codebases every day. We know what the tools do well and where they cut corners, and we keep the good parts while replacing the duct tape.
Data and reporting
Automated ingestion and daily KPI reporting, like the morning numbers a cancer treatment center now runs on. Leadership reads them because they can trust them.
Before you ask.
My app was built with AI. Will you judge me?
No. You shipped, and that puts you ahead of most people. AI-assisted builds make up the majority of what crosses our desk now.
Do I have to rewrite everything?
Rarely from scratch. Prototypes typically keep 40 to 60 percent of their code. The rest is deliberate engineering: business logic decomposed into well-defined services, the data model segmented properly, and underlying technologies changed where scale or stability requires it. You get that list before any work starts.
Can you run it after launch?
Yes. Most clients move onto a managed operations plan once the work ships, and we carry the pager from there.
What does it cost?
Fixed scope, quoted after we read the code. Senior engineers and efficient delivery keep our rates typically 20 to 30 percent below comparable firms, and there are no surprise invoices.
Code review first
Show us the app
Send a line about what it does and where it lives. We read the code before we quote the work.
- You keep ownership: repo, infrastructure, and IP stay yours.
- Fixed scope, written in plain English.
- No enterprise theater.
- If a rewrite is unnecessary, we say so.
Best fit: an application headed for real users, or one already struggling with them.