Turn your AI-built prototype into a product that holds up.
We take vibe-coded MVPs and internal AI tools and make them production-grade: architecture, tests, observability, and cost controls.
6 production systems shipped for SaaS, logistics, finance, insurance, and healthcare teams.
Works in the demo
- Login works, but data access is not checked per customer
- Keys and config that can leak, with spend that has no ceiling
- Agents and developers working straight on production
- Code no one on the team can safely change
Ready for real customers
- Access rules tested on every table and endpoint
- Secrets managed, spend capped, alerts on usage spikes
- Separate dev and production, backups, reviewed deploys
- Consistent structure, tests that guard behaviour, docs
Process
From prototype to production
We are an engineering team, not a one-click AI agency. Four steps, and you see working software at every one.
Step 1
Audit
We read the code, run it, and check what a demo never tests: data access, keys, spend and how changes reach production.
Step 2
Stabilise
Version control, CI, staging and backups, so changes stop going straight to production.
Step 3
Harden
Access rules, managed secrets, spend limits, logging and evals, added without rewriting what already works.
Step 4
Hand off
Documentation and a walkthrough, so your team (or ours) can keep shipping with confidence.
Services
What we do
Taking a prototype to production is where most teams start. The same engineers also build and scale the rest of the product.
Take an AI-built prototype to production, or launch a new MVP
AI-built prototypes prove an idea fast. We make them ready for real customers without losing the features your users already rely on.
- Access rules tested on every table and endpoint
- Secrets managed and model spend capped
- Separate dev and production, with reviewed deploys
Software engineering for SaaS, platforms, and enterprise
We build web applications, APIs and backend systems for reliability, with architecture, testing and observability in scope from day one.
- Custom web applications for B2B and B2C products
- Secure, well-documented REST and GraphQL APIs
- Cloud-native architecture on AWS, GCP or modern hosting
AI solutions and intelligent automation
We build AI features and workflows that plug into your products and processes, where language models, retrieval and automation cut manual work.
- AI assistants for support, finance, operations and sales
- Retrieval-augmented search over your documents and data
- Cost controls, logging, evaluation and guardrails
Senior engineers who join your team and ship
A few strong engineers can join your team and start shipping. Ours own features end to end and work inside your tools and roadmap.
- Full-stack and backend engineers for feature delivery
- Cloud and DevOps engineers for CI/CD and reliability
- Short-term boosts or long-term partnerships
Technical SEO and AI search optimisation (AEO)
We make your site crawlable, indexed and quotable for Google and the AI answer engines your buyers research in, then measure how often you are mentioned and cited.
- Crawl, rendering and indexation across Google, Bing, Brave and AI crawlers
- Content built to be quoted: specific, sourced, single-topic pages
- Mention and citation rates tracked across a fixed set of buyer questions
Case studies
Recent work
Client names are withheld. The outcomes are real.
AI automation that reduced onboarding time by 78%
78% reduction in onboarding time
Designed a multi-step agent workflow to handle customer onboarding tasks, dramatically reducing manual effort and improving accuracy.
Read case studyCloud-native logistics dashboard improving SLA prediction
40% improvement in SLA prediction accuracy
Built a real-time platform for operations teams with better forecasting and performance tracking, enabling proactive decision-making.
Read case studyAI assistant for finance workflows
5 hours saved per day per analyst
Implemented an internal tool to summarize, classify, and route financial documents faster and more accurately than manual processes.
Read case studyHave a prototype that needs to grow up?
Tell us what you have built. We will tell you what is likely to break, what to fix first, and what it would take to get to production.
Get a prototype reviewOr email us directly at [email protected]