Scale your operations 10× without hiring 100 people.
We build the AI systems and products that take repetitive work off your team — scoped, built and shipped from Portugal.





Proof first. Four products we've shipped.
Choose your deployment model.
Senior engineers. Different levels of involvement.
Product Engineering
We own the end-to-end build. From strategy to production.
- Median ship time: 9 weeks
- Senior-only team
- Fixed milestones & clear delivery
Embedded Teams
Extend your team with senior engineers who integrate and deliver.
- 2-week ramp
- EU timezone overlap
- Monthly flexibility
AI Agents & Workflows
We design and build AI-powered systems that run your operations.
- Tool-connected
- Production-ready systems
- Human-in-the-loop by design
We don't sell hours. We sell shipped products. Our work has a date attached, a metric attached, and an engineer's name on it.
If a project doesn't need us, we say so. The assessment comes before we touch code — and it can end in "don't build this".
Our engineers ship outcomes, not hours. If we can't own the outcome, we won't take the engagement.
Every project gets a public-style writeup. What we built, what we'd change, what it cost.
The people behind the systems.
We're a small team of builders and operators. When you work with us, you talk directly to the people responsible for the result.
- Direct access to decision makers
- Fast responses, clear communication
- Accountable from start to finish
- Based in Portugal, working with clients across the EU

Miguel Marques
CEO & Principal Engineer18+ years building software and leading engineering teams. Former CTO. Specialized in architecture, AI systems and product delivery.
Focus: Architecture, AI, Delivery
Vanessa Pereira
Sales Director & Client SuccessYour first point of contact. Ensures every project starts smoothly, stays on track and delivers real value.
Focus: Client success, Operations
Cristiana Silva
Delivery ManagerTurns plans into results. Coordinates teams, manages timelines and ensures every project runs efficiently from start to finish.
Focus: Delivery, Planning, ExecutionNo layers. No handoffs. No outsourcing. You'll work directly with the people who scope, build and ship.
Telemetry from shipped systems.
Operational metrics from real projects, delivered to production.
Median time, diagnostic to first ship
Senior engineers · principal & staff level
Average task-time reduction across shipped agents
Project-based · no staff augmentation
AI systems built for real-world operations.
Purpose-built systems for industries where automation drives real impact.
Healthcare
Automate patient operations and reduce administrative load.
- Patient intake & triage
- Scheduling & reminders
- Clinical documentation
- Insurance & claims
Real estate
Capture more leads and close faster with intelligent automation.
- Lead qualification
- Follow-up automation
- CRM & data enrichment
- Property recommendations
Financial services
Streamline operations and improve compliance at scale.
- KYC & onboarding
- Transaction monitoring
- Reporting automation
- Document processing
Same engineers. From scope to production.
The people who define the solution are the same people who build it.
Assessment
30-minute technical call to understand goals, systems and constraints.
Plan
We scope the solution, map risks, timeline and success metrics.
Build
Agile execution with weekly demos and transparent progress.
Ship
Production-ready deployment with testing and quality assurance.
Operate
Ongoing support, monitoring and continuous improvement.
Powered by the world's leading AI stack.
Models, infrastructure and tooling used to ship production-grade AI systems.
OpenAI
- GPT-5
- Realtime
- Vision
Anthropic
- Claude
- Reasoning
- Tool use
- Gemini
- Multimodal
- Search
Microsoft
- Azure AI
- Copilot stack
- Enterprise
Cursor
- AI IDE
- Code generation
- Developer flow
Have something to build? Talk to a principal engineer this week.
We help founders and product teams build AI-powered software that's engineered to scale.

