Business problem in. Production AI out.
Faster, cheaper and more reliable than the tools you're comparing.
We turn your problem into an architecture: agents, retrieval, voice, data pipelines and the models behind them, chosen on evidence, engineered for latency and cost, and handed over with the tests that prove it works.
- Architecture chosen on evidence, not vendor pitch
- Latency and cost engineered from sprint one
- Evals, guardrails and traces in every system
How a project starts
You bring the problem.
A real case from our founder's time at a large IT services firm, for a global bank's payments desk. Names withheld. See the full story
Answers come from our own pages.
Six things we build. Say it your way.
Four steps, one diagram before code
Discovery call
60 minutes, free: your problem, your data, what to build first
Data audit and domain research
We look at what you actually have, not what the deck says
Architecture and stack
One diagram, cost and latency budgets, before any code
Build, test, hand over
Weekly demos, evals from day one, docs at handover
Discovery call
A working session with a senior engineer, not a sales rep. Before the call we research your company, industry, tech stack and recent initiatives. On the call we map the problem, the workflow around it and the constraints, and we tell you honestly whether AI is the right tool before anyone spends money.
48 hours became 5 minutes
- log sources read by hand
- 5+
- to find why a payment failed
- 48 h
- with one index over every log
- 5 min
Before: a payments support desk read five or more log sources by hand. Explaining one failed payment took about 48 hours.
Now: one index over every log, and a model that reads Java errors, cluster logs and gateway traces in any language. Ask in plain words; it points at the root path in minutes.
From our founder's work at a large IT services firm, for a global bank's payments desk. Names withheld.
Yours, on any cloud, documented
Best cost for your workload
We compare the clouds and the models for your actual traffic, then commit to the cheapest setup that meets the bar.
The integrations you already use
Payments, CRM, ERP, WhatsApp, email, analytics.
Leave whenever you want. Nothing breaks.
The stack is standard and named up front.
Works with your stack
- OpenAI
- Anthropic
- Google Gemini
- Meta Llama
- Mistral
- Hugging Face
- LangChain
- AWS
- Google Cloud
- Databricks
- PostgreSQL
- Kubernetes
- Next.js
Checked before you read it
Straight answers
Start with the problem
One call tells you whether AI is the right tool, and what to build first.
Reply within one working day. A 60-minute call, no slides. Clients worldwide, in English.