Intent Program Governance

Intent-driven demand generation is a system — signals, scores, thresholds, workflows, and sequences — and systems require governance. Without governance, signal quality degrades, thresholds drift, workflows break, and the program slowly stops producing results while still consuming budget. Governance is the operational discipline that keeps the intent engine running.

1. Weekly Signal Quality Review Every week, review the top ten accounts flagged by intent and validate the signals. Are the signals real or are they data artifacts? Are the intent topics still relevant? Is the surge detection calibrated correctly? A fifteen-minute weekly review catches signal quality issues before they pollute targeting decisions.
2. Monthly Performance Review Every month, analyze the full intent funnel: accounts flagged, accounts activated, meetings booked from intent-flagged accounts, and pipeline created. Calculate the intent-influenced conversion lift versus non-intent-flagged accounts. If the lift is declining, investigate signal quality, threshold calibration, and sequence effectiveness.
3. Quarterly Model Recalibration Every quarter, run the full model validation cycle: conversion rate by score band, signal contribution analysis, and threshold recalibration. Update weights based on the latest conversion data. Add new signal sources that have proven predictive. Remove signal sources that no longer differentiate. The quarterly recalibration is the rhythm that keeps the model accurate.

Intent data does not age well. The signal that was gold last week is noise this week. The model that worked last quarter is drifting this quarter. Govern the system or watch it decay.

— HUNTER, Demand Generation Specialist