When Off-the-Shelf Tools Fall Short, We Build Yours
We develop fully custom AI solutions with FastAPI, vector databases and edge architectures for companies with technical requirements that go beyond no-code.
Types of solutions we build
AI APIs with FastAPI
AI microservices that integrate into your existing stack. Document classification, data extraction, lead scoring, recommendations. Fast, well-documented and deployable on your infrastructure.
Your own RAG systems
Semantic search over your internal knowledge base. Your documents, technical manuals and corporate data accessible in natural language. All on your servers, no data in external APIs.
Multi-step AI agents with LangGraph
Agents that reason, plan and execute complex tasks. From contract analysis to autonomous management of approval flows. Beyond simple chatbots.
Embedding infrastructure and vector search
Vector databases (Pinecone, Weaviate, pgvector) for semantic search at scale. Product recommenders, duplicate detection, search across complex catalogs.
Edge and on-premise solutions
For sectors with strict privacy requirements (healthcare, finance, defense). Models deployed on your infrastructure, with no dependency on cloud APIs.
Technology stack
| Tool | What we use it for |
|---|---|
| Python + FastAPI | Backend / AI APIs — fast, typed, production-ready |
| GPT-4o, Claude, Llama 3 | Language models chosen by privacy and cost requirements |
| Pinecone / pgvector / Weaviate | Vector and semantic search at scale |
| LangGraph / LangChain | Orchestration of complex AI agents |
| Docker / Kubernetes | Deployment on any infrastructure (AWS, GCP, Azure, on-premise) |
How we work on custom projects
Technical architecture
We define the scope, integrations, performance requirements and architecture together. We deliver a technical document before writing any code.
Working prototype (2-3 weeks)
An MVP that solves the core case. Fast feedback before investing in full development.
Full development
Clean, documented, tested code. Periodic reviews with the client.
Deployment and handover
Go-live on your infrastructure. Complete technical documentation. Training for your team if they need it.
Support (12 months)
Available to fix bugs, evolve the solution and answer the team's technical questions.
When do you need a custom solution?
Your use case doesn't fit any standard automation platform.
The data is sensitive and you can't use third-party cloud APIs.
You need to integrate AI into a legacy or proprietary system with non-standard APIs.
The volume of operations makes SaaS tools economically unviable.
You want full ownership of the code and infrastructure with no vendor lock-in.
Projects we especially enjoy
- Regulated sectors with strict privacy requirements (healthcare, finance, legal, defense)
- Companies with legacy systems that want to add AI capabilities
- Scale-ups that need AI embedded in their own product
- Projects with complex business logic that won't fit in no-code tools
Do you have a project that requires something that doesn't exist yet?
Tell us about it. We're the ones who enjoy the complicated projects. First technical consultation free, no strings attached.
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