We ship AI into production.
Agents, LLM features inside your existing product, and the plain engineering that keeps them running. Ten years of production software behind every build.
Where AI Projects Get Stuck?
Prototype That Never Ships
You built a demo that impressed the team. Six months later it's still a demo. The gap from prototype to production is bigger than anyone planned for, and no one on the team has the time to close it.
Months of momentum lost
Consultants Who Don't Code
You hired an AI advisor and got a strategy deck when you needed a pull request. The thinking was fine. The implementation never showed up.
Budget spent, nothing to run
Your Engineers Are Buried
Your team knows the product but has never shipped against an LLM API. Every new feature on the roadmap pushes the AI work further out.
Falling behind on AI commitments
What We Build
AI Systems, and the Code Around Them
Six kinds of work. Most projects mix a few of these.
AI Agents
Agents that handle real workflows: research, support, internal ops, customer-facing tasks. Tool use, retrieval, memory, guardrails, and the plumbing that keeps them alive when the API times out at 3am.
LLM Features In Your Product
Generation, classification, extraction, summarization, search. Production prompts, structured outputs, and the interface your users actually touch.
The Engineering Around The Model
Auth, queues, webhooks, background jobs, Postgres schemas, CI, deploys. Roughly 80% of an AI build is normal backend work, and that is usually where it breaks.
Evals & Reliability
Caching, retries, fallbacks, rate limits, and cost controls. Plus evals, so you can tell when a prompt change made things worse before your users do.
AI-in-the-Loop Automations
n8n, Make, MCP servers, and custom code for workflows that outgrew rules-based tools. The model goes where judgment is needed, and nowhere else.
AI MVPs & Prototypes
Take an idea from sketch to working product. Backend, frontend, prompts, infrastructure. Shipped in weeks, not quarters.
Tech We Use
Your Stack, Not Ours
This is what we reach for by default. We adapt to what you already run.
Languages
- Python
- TypeScript
- Node
- SQL
Web & Data
- Next.js
- React
- PostgreSQL
- Supabase
- Redis
- Docker
AI
- Anthropic API
- Claude Agent SDK
- OpenAI API
- MCP
- n8n
- Make
What's Different Here
Engineers Who Actually Ship
Most AI shops sell strategy and outsource the code. We do the opposite.
Engineer-Led
The person who writes your code is the person you talk to. We read your codebase and work inside your conventions instead of dropping a parallel system next to it. 10+ years of production software behind every build.
Deep On The Model APIs
Anthropic and OpenAI. Tool use, agent loops, MCP servers, prompt caching, batch APIs, structured outputs. We have already hit the failure modes you would otherwise find in production.
You Own Everything
Your repo, your keys, your infrastructure, with tests and a README your team can pick up. No black box, no monthly lock-in, no surprise costs.
How We Work
From Idea to Production
Discovery Call
30 min
We map out what you want to build, what success looks like, and whether we're the right shop for it. Honest answer either way.
Clear scope + go/no-go
Proposal & Plan
Week 1
Written scope with milestones, deliverables, and a fixed price or day rate. No vague phases, no padded retainers.
Signed proposal + start date
Build
Weeks 2-N
We write the code in your repo, ship working iterations, and loop your team in for review. Async by default, calls when the work actually needs one.
Working software shipped weekly
Handoff
Final week
Tests passing, a README your team can follow, prompts documented, deploys explained, evals running. We stick around for questions after, you're not stranded.
Your team running it independently
Common Questions
Have Something You Want Built?
Book a discovery call. We'll walk through what you want to build and whether we're the right team to build it.
On This Call:
- What you want to build and why
- Whether we're a fit, and who to refer you to if not
- Rough scope, timeline, and price range
- A clear next step, no pressure
We take on a small number of builds at a time.
Book Discovery Call