The average agency founder receives 80–120 emails per day. Of those, roughly 15 need a thoughtful response, 30 need a quick reply, and 75 are informational, automated, or can be delegated.
But you read all 120 because you can't tell which is which until you've opened them.
An OpenClaw email triage agent handles the sorting, drafting, and routing — so you only see the 15 emails that actually need your brain.
How the Triage Agent Works
Classification
Every incoming email gets classified into one of six categories:
- Urgent/Client: Existing client with a time-sensitive request → escalated immediately via Slack DM
- New Business: Potential lead or referral → flagged for same-day response, lead data extracted
- Client Update: Status updates, reports, routine communication → summarised and logged
- Internal: Team communication → routed to the appropriate Slack channel
- Administrative: Invoices, receipts, subscriptions, legal → filed and flagged if action is needed
- Noise: Newsletters, marketing, automated notifications → archived or unsubscribed
The agent makes this classification based on sender history, subject line, and content analysis. It learns your patterns — if you always respond to emails from certain domains within the hour, those get escalated.
Drafting
For emails that need a response, the agent drafts a reply. The draft quality depends on the category:
Quick replies (meeting confirmations, acknowledgements, scheduling): The agent drafts and can send autonomously after earning trust.
Substantive replies (client questions, project updates, partnership inquiries): The agent drafts and sends to your review queue. You edit if needed and approve.
Sensitive replies (pricing negotiations, difficult conversations, legal matters): The agent flags these as "human only" and doesn't attempt a draft. It just makes sure you see them immediately.
Routing
Emails that don't need your response get routed to the right person:
- Support requests → forwarded to your support inbox or ticketing system
- Project-specific questions → forwarded to the assigned account manager
- Billing inquiries → forwarded to your bookkeeper or finance tool
- Partnership pitches → summarised and added to a monthly review list
Daily Digest
At the end of each day, the agent sends you a summary:
📬 Email Digest — May 3, 2026 Processed: 94 emails - Responded (auto): 23 (quick replies, confirmations) - Responded (you approved): 8 - Routed to team: 12 - Archived: 41 - Awaiting your response: 10 🔴 Needs your attention: 1. [Client A] — asking about contract renewal timeline 2. [New lead] — referred by [Name], wants a discovery call 3. [Vendor] — price increase notice, action needed by May 10 🟡 FYI: - [Client B] report was delivered, no issues flagged - 3 new newsletter subscriptions archived - Team standup summary from #general
