Case study · In production
Multi-agent email coordinator for a US financial services firm
Before
Inbound leads and client email arrived into a shared inbox. A coordinator read every message, decided who it belonged to, and routed it by hand. Senior reps received leads under a weighted rotation that existed only in a spreadsheet. Follow-ups were tracked by memory. The firm operates under restrictions on what unlicensed staff may discuss with customers, so every outbound message carried regulatory exposure.
What we built
An agent system that classifies inbound email, routes it under the firm's actual rotation rules, including weighted allocation and the distinction between original lead owner and reassigned opener, and tracks follow-up to completion. Suspicious messages become IT tickets for human review rather than AI decisions. Every routing and messaging decision is logged with its reasoning.
The hard part
Compliance cannot live in the prompt. Instructions to a model degrade over a long conversation, so a separate validation layer inspects every output before it reaches a customer and blocks anything touching restricted topics. Prompt-level guardrails weaken. An output check does not.
Status
In production. Engagement expanded beyond original scope at the client's request, including a new module for their Salesforce and Webex workflow.
IntegrationsSalesforce, Velocify, Microsoft 365, Webex, Freshservice, hosted on the client's existing cloud.
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