---
id: "action-conduct-generative-audit"
type: "action-item"
source_timestamps: ["§ The 4C Framework for Building Generative Readiness"]
tags: ["auditing", "market-research"]
related: ["concept-generative-listening-systems", "entity-gsk", "framework-4c-generative-readiness"]
action: "Test thousands of buyer prompts across multiple LLMs to audit brand visibility and accuracy."
outcome: "Identification of visibility gaps and outdated citations in AI-synthesized answers."
sources: ["geo"]
sourceVaultSlug: "hbr-seg-geo"
originDay: 3
articleStem: "hbr-tier1-01-gen-ai-b2b-buying"
sourceUrl: "https://hbr.org/2026/06/how-gen-ai-is-disrupting-b2b-buying-decisions"
sourceTitle: "How Gen AI is Disrupting B2B Buying Decisions"
---
# Conduct a generative listening audit

**Action:** Deploy a [[concept-generative-listening-systems]] program to test thousands of relevant prompts across multiple LLMs. Map how your brand performs at various nodes of the customer decision-making process.

**Outcome:** Identification of visibility gaps and outdated citations in AI-synthesized answers — the disconnect between brand positioning and AI visibility.

This is the **Calibration** pillar of the [[framework-4c-generative-readiness]] and the countermeasure to the [[concept-dark-funnel]]. The reference implementation is [[entity-gsk]]'s **6,000-prompt, nine-node** COPD audit, which uncovered [[claim-guideline-format-change-impact]].