From AI ambition to production reality.
Some teams need help defining the problem. Others need a specialist team to build a hard model or a complete AI product. Our process supports both, and you can start at any phase.
How we work
Discover and prioritize
Typically 2 to 3 weeks
We study the business process, users, data, systems and desired outcomes.
You receive
- Workflow assessment
- AI opportunity map
- Feasibility and risk analysis
- Success metrics
- Initial roadmap
Design and validate
Typically 3 to 6 weeks
We choose candidate approaches, design the architecture and test the riskiest assumptions on your real data.
You receive
- Solution architecture
- Working prototype or proof of concept
- Model and tool evaluation
- Baseline benchmarks
- Build recommendation
Build and integrate
Typically 8 to 16 weeks
We build the AI components, backend services, interfaces and integrations, with evaluation built in from the first sprint.
You receive
- Working AI application or service
- Data and tool integrations
- Evaluation and test suite
- Security and access controls
- Deployment documentation
Deploy and improve
Ongoing
We support rollout, monitor what matters, investigate failures and keep improving quality and cost.
You receive
- Production deployment support
- Monitoring and observability
- Performance reviews
- Optimization roadmap
- Handover or ongoing support
Ways to work with us
| Model | Best for | Focus |
|---|---|---|
| AI Strategy and Advisory | Leaders deciding where to invest in AI | Opportunity discovery, architecture, feasibility, roadmaps |
| Proof of Concept | Teams validating an idea before full investment | Focused build on real data, measurable tests, go or no-go recommendation |
| Custom AI Development | Organizations that need a model, agent or AI product built | Design, model development, engineering, integration, deployment, handover |
| Embedded AI Engineering | Product teams that need senior AI talent inside their team | Technical leadership, architecture, development, model evaluation |
| Long-Term AI Partnership | Companies running several AI products or workflows | Roadmaps, iterative delivery, maintenance, continuous optimization |
What you can expect from us
- Honest scoping.If AI is not the right answer, we say so before you spend money.
- Senior people on the work.The founders are involved in every engagement.
- Measurable milestones.Every phase ends with something you can test against agreed metrics.
- You own what we build.Code, models and documentation are handed over, with no lock-in.
- Security by default.Your data stays within agreed boundaries and access is limited to what the work needs.
Find the right way to start.
Tell us where you are and we will recommend the engagement that fits.