Eight months across three real support desks evaluating AI customer support tools. Full comparison: AI customer support software.
Three implementation types
- Response suggestions (agent copilot): AI suggests reply, agent edits and sends. Speeds up every ticket. Works even when AI is 70% right.
- Automated resolution: only reliable for templated questions — order status, password reset, return policy. 30–60% misfire rate on complex questions without tight guardrails.
- Triage and routing: background classification. Low risk, consistent value.
Highest ROI for most SMBs: response suggestions, not full automation.
What we measured in production (Intercom Fin)
- Auto-resolution on standard questions: 38%
- Auto-resolution on technical questions with KB gaps: 11%
- CSAT when Fin resolved correctly: +2 points
- CSAT when Fin resolved incorrectly: -8 points
Platform comparison
- Intercom Fin: fastest to value with a solid KB. $0.99/resolution + $74–$139/agent/month base.
- Zendesk AI: more configuration, better control for regulated industries.
- Freshdesk Freddy: lower auto-resolution rate, available from Pro plan ($59/agent/month).
The highest-ROI change we made (not AI)
12 new self-service articles targeting top ticket types reduced volume 22% before any AI was deployed. AI amplifies a good knowledge base — it does not replace one.
Verdict
Deploy response suggestions first. Auto-resolution only on templated questions with solid KB coverage. Measure resolution rate and CSAT for 60 days — quality drifts as products change.
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