Useful AI,not a demo ona stage.
We embed LLMs and retrieval into products people already use. Cost caps, evaluation harnesses, fallback models, and the boring observability that turns a clever demo into something a regulated team can actually deploy.
Four practices, one AI team.
LLM integration
We embed large language models where they actually add value — not as demos, but as production features users depend on.
- Prompt engineering & system design
- Multi-model routing & fallback
- Streaming responses & SSE
- Cost optimisation & caching
- Structured output & JSON mode
- Function / tool calling
RAG & knowledge bases
Ground your AI in your own data. We design retrieval pipelines that keep answers accurate, current, and auditable.
- Document ingestion & chunking
- Embedding models (OpenAI, Cohere)
- Vector databases (Pinecone, Weaviate, pgvector)
- Hybrid search (dense + sparse)
- Re-ranking & contextual compression
- Evaluation & hallucination testing
AI agents
Autonomous workflows that reason, plan, and act — connected to your APIs, databases, and external services.
- ReAct & plan-and-execute agents
- Tool / function orchestration
- Long-term memory stores
- Multi-agent systems
- Human-in-the-loop checkpoints
- Tracing & observability
Data pipelines
Clean, reliable data is the foundation of every AI system. We build pipelines that flow from raw source to production model.
- ETL & event streaming
- Data warehouse integration
- Feature engineering
- Analytics dashboards
- Real-time data pipelines
- Data quality monitoring
AI that does real work.
Legal document review
Extract clauses, flag risks, and summarise contracts in seconds rather than hours.
Customer support copilot
AI that drafts replies, routes tickets, and escalates edge cases to the right human.
Internal knowledge assistant
Ask anything about your docs, wikis, and runbooks — get cited, accurate answers.
Data extraction & classification
Turn unstructured PDFs, emails, and forms into structured records at scale.
AI-powered onboarding
Guide new users to their "aha moment" with personalised, conversational flows.
Predictive analytics
Churn prediction, demand forecasting, anomaly detection — built on your own data.
Our AI stack.
We're model-agnostic and cloud-agnostic — we pick the right tool for your use case, not the one we're most familiar with.