AI that replaces real work, not demos.
We integrate AI where it cuts genuine effort — not where it just looks impressive. Honest about trade-offs, production-ready from day one, built to hold up as models evolve.
AI that earns its place in your product.
We start with the problem, not the model. If AI is the right tool, we build it to production standard — error handling, fallbacks, monitoring, and all the unglamorous parts that make it actually work.
LLM integration
Connecting language models to your product in a way that is reliable, cost-conscious, and built to survive model updates and API changes.
- Model selection and evaluation
- Prompt engineering and optimisation
- API integration and orchestration
- Cost, latency, and reliability management
AI-powered workflows
Automate the repetitive, high-volume tasks that slow your team down — document processing, classification, extraction, and reasoning at scale.
- Document processing and data extraction
- Automated classification and routing
- Human-in-the-loop system design
- Workflow automation with audit trails
Knowledge systems
Retrieval-augmented systems that give your product accurate, grounded answers — not hallucinations dressed up as facts.
- RAG pipelines and vector search
- Knowledge base architecture and ingestion
- Embedding strategy and data preparation
- Accuracy monitoring and evaluation
Honest about what AI can and cannot do.
We will tell you when AI is not the right tool. When it is, we build it properly — not a demo that breaks in production, but a system designed to hold under real conditions.
Problem definition
Identify where AI reduces real effort. Many problems are better solved with simpler tools — we will say so.
Model evaluation
Select and test models against your actual data and requirements — not benchmarks that don't apply to your use case.
Production integration
Build it with error handling, fallbacks, and observability from the start. Not bolted on after the demo.
Monitoring
Track accuracy, cost, and drift over time. Models change; your system is designed to adapt without breaking.
Tell us about your AI problem.
We read every message. If AI is the right approach, we will say so and show you how. If it is not, we will say that too — and suggest what might actually work.