Most GTM automation programs stall before they ship anything. The planning phase expands, the backlog grows, and the ops team is still doing manually in week eight what they were doing in week one. The problem is rarely a shortage of ideas — it’s the absence of a structured delivery model that gets three real systems into production rather than three more slide decks.
We run the Agent Factory Sprint as a four-to-six-week delivery unit. At kickoff we select three systems from your highest-priority bottlenecks — typically across inbound qualification, follow-up, and pipeline routing — and we decompose each business process into its constituent tasks before writing a line of automation. Each system ships with monitoring, rollback procedures, and a runbook so your ops owner can maintain it without us. We track KPI baseline versus post-launch across the sprint window. No prototypes. No demos that never reach production.
Each of the three systems is designed before it is built. We write the agent’s job description first — system instruction, role, objective, context, standard operating procedure — and confirm it maps to your actual workflow rather than a generic template. Tool connections are defined explicitly: which CRM objects it reads, which it writes, which calendar or email provider it fires through, and where the integration can fail. The human-in-the-loop checkpoint is placed at the highest-risk handoff, not omitted in the interest of speed.
On the integration side, every system is built with failure handling from the start. API calls carry retry logic with exponential backoff. Silent failures — the kind where a record doesn’t update and no one notices — are caught by monitoring that sends an alert rather than waiting for a rep to discover the gap at the end of the week. Exceptions surface to a Slack channel or email thread your ops owner already monitors, with enough context to act without reading logs.
An honest scope note: three systems in four to six weeks is the right unit of work when the three are well-defined and access to the relevant tools is confirmed at kickoff. Scope additions mid-sprint compress QA time and reduce reliability. This sprint also does not include replatforming your CRM, redesigning your ICP, or producing content — those are prerequisites, not deliverables. If any of the three selected systems touches a regulated channel (SMS compliance, financial services outreach rules, healthcare communication restrictions), we’ll surface that dependency early and adjust the build.
At handover you receive three production systems, three runbooks, a monitoring dashboard, and a ROI tracking sheet with baseline versus post-launch figures. The runbooks are written for the ops owner, not for us — they cover how to adjust triggers, update routing logic, pause a system, and interpret the monitoring alerts. We also hand over a documented backlog of the next ten automation candidates identified during the sprint, prioritised by estimated impact, so the team can extend the program on their own cadence.