Real productivity gains.
AI assistants raised support productivity by 14% on average, and by 34% for newer staff (QJE 2025).
AI copilots, assistants and agents that do real work, with guardrails and people kept in control
Knowledge is scattered across documents and systems, and skilled staff spend hours finding, drafting and routing work.
This service builds retrieval-grounded assistants, role copilots and AI agents that answer, draft and act inside your workflows. Each one comes with source citations, approval gates and audit trails, so every AI action is governed.

Narrow, measured pilots combine real productivity with human approval and transparent evidence.
AI assistants raised support productivity by 14% on average, and by 34% for newer staff (QJE 2025).
Even document-grounded AI tools hallucinate 17–33% of the time (Stanford 2025), which is why people stay in the loop.
Gartner expects more than 40% of agentic AI projects to be canceled by 2027. We prove results before expanding.
Governed assistants and agents designed around specific roles, knowledge and approval rules.
Assistants grounded in your documents and data, with source citations and access control.
Built for specific roles, including engineering, finance, HR and customer service.
Multi-step tasks across systems, with human approval gates.
Accuracy testing and audit logs, deployed in the cloud or on-premises.
6–10 weeks to a pilot assistant or agent with real users, with expansion in 4–6 week increments.
Engagement Lead, AI Solution Architect, two AI / LLM Engineers and an Integration Engineer, working with your process owner.
LLMs, RAG and vector search, agent frameworks such as LangGraph, and MCP.
Delivered in-house, with model and cloud providers engaged where required.
A fixed-fee pilot, then a subscription for operation, evaluation and new agent capabilities.
A process owner and pilot users, documents and systems of record, data-classification rules, and an approval hierarchy.
Start with a pilot assistant or agent, in the hands of real users within 6–10 weeks.