AI Engineering · Engineering & Optimization
You've got the idea. We ship the working product.
We design, build and ship production AI products, the kind that usually need a full engineering team and six months. MVP to live in about a month, then we hand you the keys.
Free 30-minute call. We'll scope what we'd ship first and how fast, whether or not you hire us.
“an AI tool our customers
actually use”
How many signups this week, and where from?
1,240 this week, up 18 percent. Most came through the new onboarding flow.
answered live via your product's MCP server
- ~1 monthidea to live MVP
- Claude-nativewired in via MCP
What we ship
- ~1 monthfrom idea to a live, production MVP
- MVP-firstship, learn from real users, then scale
- Your stackwe pick the right tools, you own them
- 100%your code and accounts, no lock-in
- Shippeda live product, not a prototype
Sound familiar?
If two of these are true, your AI is stuck in the demo stage.
Tick the ones that are true for you.
0 / 6 true

Tick two and we'll tell you where you are.
“It works on my machine.” Your AI demo, the week it meets real users. That is exactly the gap we close.
The shift
From “it mostly works” to “it's engineered to last”
Works on the happy path, breaks on real inputs
→Shipped to production, handles real load
Prompts copy-pasted, no versions, no tests
→Prompts and agents in code, versioned and tested
One big model for everything, tokens everywhere
→Right model per task, token cost tuned down
Fails silently, you hear about it from users
→Retries, fallbacks and alerts when something's off
Only the person who built it understands it
→Documented, with your team trained to run it
What we build
What we can build for you
These are the exact skills behind the products below. Take one piece, or hand us the whole build.
- Pr
AI products & MVPs
Full, AI-native web apps, from a blank repo to a live product your users can actually touch.
- Ag
Production AI agents
Multi-step agents that do real work on a schedule, with guardrails, retries and fallbacks.
- St
Choose the right stack
We pick the tools and infrastructure that fit your product and budget, not our habit, and you own all of it.
- Api
REST APIs
Clean, documented APIs so your product becomes something other software and teams can build on.
- Mcp
MCP servers
Make your product Claude-native, usable directly by Claude Code, Cowork and other agents.
- $↓
AI cost optimization
The right model per task, caching and tighter prompts, so token bills drop without losing output.
- Mo
Monitoring & model logic
Dashboards, alerts and routing so you see every run and catch drift before your users do.
- Cto
Fractional AI CTO
We own the architecture and the build calls on a retainer, so you get senior judgment without the hire.
- Tr
Team training
Your team learns to ship with Claude, Codex and Cowork, and to build agents that hold up.
Our projects
The systems we design and build.
These are the shapes of work we take on. Each one is a real engineering project, not a prompt pack, and each has a failure mode that only shows up in production. That is the part we are hired for.
The engagement
Start with a consult. Own everything after.
You start with a free 30-minute call. If it's a fit, the consult is a focused, paid engagement that ends with a plan you can act on and working artifacts you keep. Building it is a separate step, and we can do that too.
Phase 01 · Consult
We design the system
An AI Systems Audit, architecture design, GTM strategy, and local agent and Claude Code consulting. You leave with working artifacts you keep, whether or not you build with us.
Phase 02 · Build
We build it, you own it
Optional, and scoped separately. We build the product, APIs, MCP servers and agents inside your own repos and accounts, ship them to production with monitoring, then hand you the keys.
Always
Yours to keep
Everything we produce lives in your accounts and tools. No platform to stay subscribed to, and nothing locked away from your team.
The consult stands on its own. You keep the audit, the architecture and the plan, even if you take the build in-house.
What you walk away with
Satisfaction.
A product that ships, works, and is yours. Concretely, that means:
- A production-grade build of your product, API or agent, live and handling real users
- Your AI workload re-engineered for cost: the right model per task, caching and tighter prompts
- Hard before-and-after numbers on token spend and reliability, not vibes
- An MCP server and API docs, so your product plugs into Claude Code and Cowork
- Monitoring, alerts and fallbacks, plus everything documented and owned by you, with your team trained to run it
Proof
Products we've designed, built and shipped
Product + API + MCP
Mero AI: an AI-native product, shipped end to end
A full web app, a public REST API, an MCP server and developer docs, so product teams work in an AI-native tool and Claude Code can plug straight in.
Read the case study →
Design + AI
BaseToPDF: Notion databases into designed PDFs
A Canva-style editor that turns Notion databases into polished PDFs, auto-generates ERDs from the schema, with AI built in to draft and lay out content.
Read the case study →More than a vendor
If we believe in it, we don't just build it. We back it.
Most teams ship your MVP and send an invoice. When we love where you're headed, we go further: we invest our own time to help you scale, and we're open to equity or revenue-share when the vision is right. We win when you win.
Questions
The things teams ask before we start
Let's get it live
You've got the idea. Let's get it live.
Book a free 30-minute call. We'll scope what we'd ship first and how fast. If we love where you're headed, we'll tell you how we'd back it too. No deck, no pressure.
- 01Tell us what you're building. 30 minutes, no slides. The product, the AI behind it, and where it's stuck or bleeding cost.
- 02We scope the build. The architecture, what we'd ship first, and what it costs to build and run. Live, on the call.
- 03You decide, no pressure. You leave with a clear plan either way. Start the consult, take it in-house, or just keep the map.
If we're not the right team for you, we'll say so on the call and point you to who is. No hard sell.
Loading the calendar… If it does not appear, book on cal.com.