Use-case selection
We assess together where AI brings measurable gains and where it would only add cost.
AI that reaches production, not just a demo
Applied artificial intelligence
We use AI where it creates real leverage: support, classification, summarisation, document search and repetitive task acceleration. The rest stays classic code, because it is cheaper and more predictable.
When it helps
- The team answers the same questions dozens of times
- Useful information is buried in documents and email threads
- Large volumes of tickets or documents that need triage
- AI ideas that never made it past the test phase
What we build
What we deliver
Assistants on your data
Semantic search and answers grounded in your company documents, with cited sources.
Classification and summarisation
Automatic triage of tickets, emails, CVs or documents, with clear escalation rules.
Control, cost and safety
Cost limits, full interaction logging and explicit rules for sensitive data.
Outcomes we track
- Faster response time on support and internal requests
- Information found in seconds instead of tens of minutes
- Cost per interaction that is visible and under control
Technology we use often
- OpenAI
- Anthropic
- Python
- pgvector
- PostgreSQL
- Node.js
- Docker
FAQ
What clients ask us most often
Will our data be used to train public models?
Not with the right configuration. We choose providers and settings that exclude training on your data, and we document it explicitly.
How do we know the AI answers are correct?
We build a test set of questions and measure accuracy before launch. Answers cite their sources so people can verify them.
How much does a custom web application cost?
It depends on complexity, but most projects start with an MVP delivered in 4–8 weeks. After a 30-minute call we send an estimate with a price and timeline range within 48 hours.
Do you only take on large projects?
No. We can start with an audit, a single automation or an MVP, then expand based on results. Many good partnerships started with one automated flow.
Can we add AI without rebuilding everything?
Yes, and most of the time that is the right call. We layer AI capabilities on top of existing systems through APIs and integrations, without rewriting your infrastructure.
All services
Custom web applications
Platforms, portals and internal tools built around your real workflow.
Learn moreAutomation and integrations
We connect your systems and remove repetitive manual work.
Learn moreEcommerce development
Fast online stores, optimised for conversion and for search.
Learn moreGot a process slowing you down or a product to build?
Tell us in two lines what you want to achieve. We reply with a technical direction and a realistic range for time and cost.