Service

AI agents & multi-agent systems

A supervisor routes each request to specialist agents, each with its own tools and memory. Routine work completes on its own; judgement calls reach a person with the reasoning attached.

Delivered result
70%
Less manual ECM processing time
Multi-agent automation for equity capital markets →

The problem

Why teams come to us

Skilled people spend their week on enrichment, memos, triage and status updates. One large chatbot cannot be trusted with that work, because when it gets something wrong nobody can tell which step failed.

What we deliver

What you get

01

Supervisor and specialist design

One agent classifies the request; specialists own one job each, with their own tools and memory, so every step can be tested on its own.

02

Human-in-the-loop by default

Approval gates and escalation rules decide what completes automatically and what reaches a person, with the agent’s reasoning attached.

03

Integration with your systems

CRM, ERP, ticketing, data warehouses and messaging channels, connected through APIs and MCP rather than copy and paste.

04

Production engineering

Agno and LangGraph orchestration, evaluation sets built from your own history, monitoring and audit trails.

In practice

6 engagements where we built this

Have a workflow in mind?

Tell us about the workflow and the number you want to move. We will reply with how we would scope the first few weeks.