Before committing to either HubSpot Breeze or Zendesk AI, here are the costs and catches that won't be obvious from their pricing pages.
HubSpot Breeze — what to watch for
- Costs rise as your AI resolution rate climbs — at $0.50/resolution, 5k resolutions/month works out to ~$2.5k just for AI
- Like other per-resolution models, you're billed even when the AI's answer didn't fully resolve the issue
- Requires an active HubSpot Service Hub subscription (~$90/month starter) — Breeze is never standalone
- Breeze AI capabilities are relatively new and less mature than Intercom Fin or Zendesk AI
Zendesk AI — what to watch for
- Pricing is not transparently listed on Zendesk's site — add-on costs require contacting sales
- The 'Automated Resolution' definition is decided by Zendesk, making costs hard to predict
- Zendesk's own help center article on Automated Resolutions has -17 downvotes from frustrated users
- Advanced AI Agent (~$50/agent/month) required for real conversational AI — base AI Essentials just sends help center links
The cost nobody talks about: what happens when the AI can't answer?
HubSpot Breeze uses per-resolution pricing while Zendesk AI uses per-resolution + add-on pricing. This means they handle the 'AI can't answer' scenario very differently.
HubSpot Breeze: HubSpot Breeze charges $0.50 per AI resolution, so you're only billed when Breeze handles a conversation without escalating to a human. As with other per-resolution models, HubSpot decides what counts as a resolution, and you can be charged even if the answer wasn't fully helpful — as long as the customer didn't escalate.
Zendesk AI: Zendesk charges per Automated Resolution — when the AI handles a conversation without it being transferred to a human. The exact criteria for what counts is determined by Zendesk, and their own documentation on this has been heavily downvoted by confused users.
This is why comparing headline per-resolution vs per-Automated Resolution costs is misleading. The metric that matters isn't how much each billable event costs — it's what each platform counts as a billable event in the first place, and whether you're paying for outcomes (successful resolutions) or activity (any AI interaction).