AI
AI Application Development
We build new AI-powered applications and add practical AI capabilities to existing software — assistants, search, document workflows and automation that fit how your business already works.
What this covers
- New AI-powered web and SaaS applications
- AI features inside existing products
- Assistants and in-product chat
- Document Q&A and RAG systems
- AI search, classification and extraction
- Summarization and workflow automation
Problem
The situation we solve.
AI only helps when it is engineered into a real product. Isolated demos, unowned prompts and features that ignore your data, permissions and workflows create cost without reliable outcomes.
Approach
How we approach it.
01
Define the useful outcome
We start with the business job to be done — not a model or vendor for its own sake.
02
Map data, permissions and risk
Sources of truth, access control, privacy and failure modes are designed before prompts ship.
03
Integrate into the product
AI sits inside your application layer: UI, APIs, storage and operational monitoring.
04
Ship, measure and improve
We deliver working features in iterations, then refine based on real usage and cost.
Technologies
Tools that support the work.
- Next.js
- React
- TypeScript
- Node.js
- AI APIs
- RAG
- PostgreSQL
- Vector search
- Redis
FAQ
Questions about this service.
Do you build new AI products or only add AI to existing apps?
Both. We engineer new AI-powered applications from the ground up, and we integrate AI into systems you already run when that is the better path.
Which AI providers do you use?
We choose providers based on the product’s requirements — quality, cost, latency, data handling and operational fit. The application architecture stays under your control.
Will you recommend AI if it is not the right tool?
Yes. If a simpler automation, search or workflow change solves the problem more reliably, we will say so. AI is a capability inside the product, not the product itself.
Can you add RAG or document Q&A to our product?
Yes. Retrieval-augmented generation, document Q&A and related search features are common AI integration work when your data, permissions and product surface support them.
Have software that needs building?
Maybe it needs improving.
Maybe it simply needs someone to keep it alive.
Tell us what you're working with. We'll tell you honestly whether we can help.

