AI Operator

Background

This AI Operator engagement focuses on a bounded Call-to-CRM workflow for B2B SaaS teams using HubSpot and recorded calls. The operating goal is simple: every eligible call should produce a verified next step or a visible exception in HubSpot.

Pilot scope

The 21-day pilot calibrates one post-call workflow for one HubSpot pipeline, up to five sales reps, and up to 60 eligible calls. It includes field mapping, a human approval queue, a daily exception report, two coaching packs, and a before-and-after outcome report. It does not automatically send external messages.

Controls and measurement

Human approval remains in the loop before material CRM changes. Exceptions route to a manager, and the workflow is measured against eligible-call coverage, verified next-action completeness, manager review time, extraction precision, and zero unauthorized sends or material CRM changes.

Next step

See the Call-to-CRM Operator Pilot, then use AI Agents for Operators, the 30-Day AI Agent Pilot Plan, the CRM Automation Guardrails Checklist, and Human Review Is Becoming the Premium SKU to plan a controlled rollout.