Manual ticket triage wastes time and burns out support teams. We look at two approaches — pure-play no-code AI automation and integrated CRM AI — and recommend the tools that actually route tickets by intent, not just keywords.
Every support team knows the pain: a flood of incoming tickets, each one needing a human to read, categorize, and send it to the right person. It's slow, repetitive, and it burns out agents before they ever get to the actual problem-solving. AI-driven ticket routing changes that — instead of routing by keyword rules, modern tools use intent detection to send each ticket to exactly the right team or workflow, often in seconds.3
The shift is from "if the word 'refund' appears, send to billing" to "this customer is frustrated about a recurring charge they don't recognize — route to billing, flag as urgent, and draft a response." That's the difference between simple automation and intelligent routing.
Here are the two best approaches for 2025, depending on whether you want a specialized AI layer or an all-in-one CRM.
Best for: Teams that want to build custom ticket routing workflows without writing code or replacing their existing helpdesk.
Levity is a no-code AI platform purpose-built for text classification and intent detection.1 You train it on your own ticket data — past conversations, categories, outcomes — and it learns to recognize the intent behind each new ticket. Once it understands intent, it can automatically route tickets, tag them, assign priority, and even trigger follow-up actions in tools like Slack, Gmail, or your CRM.
What makes Levity different from traditional rule-based routing is that it doesn't need explicit "if-then" rules. It learns from patterns in your data, which means it handles edge cases and ambiguous tickets much better than a keyword-based system.1 And because it's no-code, a non-technical operations lead can set it up in an afternoon.
The trade-off: Levity is a specialized layer, not a full helpdesk. You'll use it alongside your existing ticketing system (Zendesk, Intercom, etc.), not as a replacement.
Best for: teams that want customizable, AI-native routing without switching platforms.
Best for: Teams already on HubSpot (or considering it) who want routing built directly into their CRM and sales/service workflows.
HubSpot's Breeze AI brings intelligent routing into the CRM itself. Instead of a separate AI tool, the intelligence lives where your customer data already is — so routing decisions can factor in contact history, deal stage, previous interactions, and even sentiment.3
This is the "integrated" approach: the AI doesn't just route tickets, it surfaces context alongside them. When a ticket arrives, the agent sees the full customer history, recent emails, and suggested next steps — all without switching tabs.
The trade-off: you're buying into the HubSpot ecosystem. If you're not already using HubSpot, the value proposition is weaker than a standalone tool like Levity that plugs into whatever you already have.
Best for: teams that want routing + CRM context in one unified platform.
| Dimension | Pure-play AI (Levity) | Integrated CRM AI (HubSpot) |
|---|---|---|
| Setup | No-code, trains on your data | Built into existing CRM |
| Flexibility | Works with any helpdesk | Tied to HubSpot ecosystem |
| Context | Intent-based routing only | Full customer history + routing |
| Best for | Teams wanting AI without switching platforms | Teams wanting one unified system |
Both approaches work. The right one depends on whether you want a dedicated AI routing layer (Levity) or an all-in-one CRM that happens to route well (HubSpot). For most teams, starting with a specialized tool like Levity is the lower-risk move — you get AI routing without rebuilding your entire stack.
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