Customer queries & service
Answer questions about products, orders and services using your business knowledge. Handle requests across email, chat and messaging apps, with a clear handoff when your team is needed.
For growing businesses & teams
Automate routine processes, handle customer queries and keep your systems up to date. Custom AI agents connected to your tools, with your team in control.

Answer questions about products, orders and services using your business knowledge. Handle requests across email, chat and messaging apps, with a clear handoff when your team is needed.
Turn incoming requests into completed tasks. Route enquiries, update records, coordinate appointments and follow up on open items, with human approval for exceptions or sensitive actions.
Connect databases, CRMs, messaging apps and business tools with documents, partner data and external sources. Keep context and records consistent as each workflow moves between systems.
15+ years of experience in ML and AI, combining predictive analytics, custom modeling and workflow automation for leading organizations across finance, government, defense, healthcare, brands and media.
Selected results across prior projects
Through automation of research and insight generation workflows.
Improvement in the project's target metric through AI-informed optimization.
In selected behavior-prediction tasks.


Ministry of
Estimated timing for a first workflow, followed by ongoing support.
Map customer requests, team handoffs and connected tools. Identify a useful first workflow and the time it could save.
1–3 daysAgree success criteria, access boundaries and where human approval is required.
3–5 daysBuild the agent, connect your systems and test real requests, edge cases and handoffs before launch.
2–6 weeksRoll out with your team. Monitor completion rates, answer quality and costs, then improve from real use.
Reviews every 1–2 weeksWe select LLMs and specialized models for accuracy, speed, cost and privacy. Deploy in your cloud or locally, with newer models introduced when testing shows a measurable improvement.
Exploration & consultation
Estimated 6 hours of work
Usage-based pricing, agreed before launch.
Three connected workflows
Usage-based pricing, agreed before launch.
A flow is one task from trigger to result, such as turning an incoming email into a CRM update. We agree the steps and connected apps before building.
Which requests or repetitive tasks take up your team’s time? Tell us what you want to automate and which tools you use. We’ll help define the scope, setup cost and ongoing support.