AI Customer Email Triage
Sort an inbound support inbox into categories and draft the replies for owner approval.
$200–$9,000+
$0–$500
5–15 hrs/week
2–6 weeks
7 / 10
Very High
Overview
Inbox triage is repetitive and genuinely time-sensitive — every incoming message needs sorting and often a fast reply — which is exactly where AI classification and draft generation earns its keep. Humans retain approval over every customer-facing message before it sends, since automating the sort but not the send is what keeps this safe for SMEs, ecommerce and service businesses to actually adopt.
Why it works
Inbox triage is repetitive and time-sensitive; AI can classify and draft while humans retain approval over customer-facing communication.
How it makes money
Setup fee + ongoing
How to start
- Choose a low-risk inbox workflow to start — general inquiries, not billing disputes or complaints.
- Define clear categories and escalation rules for what the AI can handle versus what a human must see.
- Build sample classifications from 50-100 real historical emails to calibrate the categories.
- Connect a test inbox (Gmail) so nothing touches production traffic during setup.
- Use ChatGPT or Claude via Make to classify incoming messages into the defined categories.
- Draft responses without auto-sending initially — every draft needs a human eye at first.
- Human-review a sample of outputs daily during the pilot to catch misclassifications early.
- Measure classification accuracy against a human baseline before expanding scope.
- Automate only the categories that hit a high accuracy bar; leave the rest manual.
- Add escalation rules so anything ambiguous or sensitive routes straight to a person.
- Charge a setup fee plus an ongoing support retainer once it's live in production.
Tags
- email-triage
- customer-support
- automation
- gmail
- ai-agent
Last verified 2026-08-22
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