---
title: How to Audit HubSpot Breeze AI for Outcome-Based Billing Errors
description: Stop HubSpot Breeze AI ghost-billing. Learn to audit resolution logic, set turn-limit guardrails, and protect your budget after the 2026 pricing shift.
---

<https://www.tier1provision.com/tier1provision-blog>

# [How to Audit HubSpot Breeze AI for Outcome-Based Billing Errors](https://www.tier1provision.com/tier1provision-blog/how-to-audit-hubspot-breeze-ai-for-outcome-based-billing-errors)

 Written by [Mike Wing](https://www.tier1provision.com/tier1provision-blog/author/mike-wing) | Apr 15, 2026 6:34:55 PM

## HubSpot’s shift to outcome-based pricing for Breeze AI—charging $0.50 per "resolved" conversation—creates a new financial risk:

## **Ghost-Billing.** To prevent overspend, businesses must audit their resolution logic. By hard-coding customer affirmation triggers (ensuring a task is only "resolved" when the user confirms it), you can eliminate accidental charges for unresolved or abandoned AI interactions.

### **How to Audit and Fix**

### To protect your budget, you must adjust your **Resolution Logic** within your HubSpot portal:

1. ### **Require Explicit Affirmation:** Navigate to your AI Chatbot settings. Ensure the "Resolution" status is only applied after the user clicks a "Yes, this resolved my issue" button.
2. ### **Turn-Limit Guardrails:** Set a limit of 5-7 conversational turns. If the AI hasn't solved the issue by then, force a human handoff. This prevents the AI from looping through multiple "billable" attempts on a single problem.
3. ### **Human-in-the-Loop Review:** Switch your Breeze agents to "Review Required" status. This ensures no "outcome" is billed until a human admin confirms the AI’s success during your weekly audit.

 

[View full post](https://www.tier1provision.com/tier1provision-blog/how-to-audit-hubspot-breeze-ai-for-outcome-based-billing-errors)

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