AI ticket and conversation summaries in Zendesk or Intercom (L1)
Turn on the native summary feature so every ticket and chat carries a plain recap and a suggested next step. Agents keep full control. This is the lowest-risk entry point for a post-sale team.
The steps
- 01
Enable summaries on one queue
Tool: Zendesk
Start with the highest-volume, lowest-risk queue. Billing questions before security escalations. Owner: support manager. DoD: summaries are live on one queue and the team knows they are AI-generated.
- 02
Make handoff the first use case
Tool: Intercom
The value shows up on transfer and on shift change. Require the summary in the handoff note so the next agent does not re-read the thread. Owner: support leads. Pitfall: pasting the summary without reading it. Wrong context spreads faster than no context. DoD: handoff notes contain the summary plus one human line of judgment.
- 03
Route account-level themes to CS
Tool: Slack
Post a daily digest of summaries for top accounts into the CS channel so the CSM hears about friction before the renewal call. Owner: support ops. DoD: a daily digest exists and named CSMs read it.
- 04
Sample for accuracy weekly
Tool: Manual
Ten summaries per week, checked against the thread. Track the error rate rather than assuming quality. Owner: support QA. DoD: a weekly accuracy number with a trend.
Tools in this playbook
Next playbooks
Unfamiliar terms are defined in the AI and Revenue Dictionary. Related frameworks live in the framework library.