Bring AI Into the Software You Already Use
What this means for you
We integrate language models into websites, mobile apps, SaaS products and business systems.
From semantic search and document intelligence to AI-powered features and secure API connections, we make AI a useful part of the user journey and your existing architecture.
What we build
LLM-Powered Product Features
- Drafting, summarisation, classification and suggestions.
- Added inside your app without a rebuild.
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Summary
Customer wants delivery moved to Friday. Suggested action: reschedule and confirm.DeliveryDraft reply readyWhere AI fits in your stack
Four layers, each with one job. Select a layer to see what we build there.
Application
The product your users already know, with AI features that feel native.
- Drafting and summaries
- Smart search
- Streaming responses
How We Integrate AI & Build LLM Applications
Nothing moves forward until its gate passes. That is how an AI feature stays good after launch, not only on demo day.
- Use-case gate · passedD1 discovery
Identify the Use Case
We clarify user needs, data sources, constraints and measurable value.
// checks
- Use case
- Value
→ One feature worth building first
- Access gate · passedD1 discovery
Review Data & Systems
We assess APIs, security, permissions, source quality and integration points.
// checks
- Data
- Access
→ A clear map of what AI can safely read
- Approach gate · passedD2 design
Select the AI Approach
We choose the model, prompting, RAG, structured output or plain logic.
// checks
- Model
- Architecture
→ The simplest design that works
- Build gate · passedD3 development
Build the Integration
We implement APIs, retrieval, validation and robust application states.
// checks
- API
- RAG
- UX
→ A working feature in your product
- Security gate · passedD3 development
Evaluate & Secure
We test quality, privacy, permissions, latency, cost and failure paths.
// checks
- Evals
- Security
→ A build that passed its tests
- Release gate · passedD4 distribute
Release & Observe
We deploy with monitoring, usage controls, feedback and rollout options.
// checks
- Logs
- Pilot
→ A live feature we can see into
- Tuning loop · passedD4 distribute
Optimise Over Time
We tune retrieval, prompts, models and cost from live findings.
// checks
- Quality
- Cost
→ Better answers at lower cost
ISMS certified. AI-certified team. Built to scale.
Explore our other services
Explore where AI fits into your existing product.
Tell us about your product and we will suggest where AI could make the biggest difference.
- ISMS certified
- AI-certified team
- Built to scale