711
Workflow

AI-Powered Inbox Triage

Classify, draft and route every incoming email so you only see what needs you.

2 min readupdated 2026-06-22

/ quick answer

An LLM classifies every email into intent buckets (sales, support, admin, spam, personal), drafts a reply where safe, and applies labels + priority. Classify, draft and route every incoming email so you only see what needs you.

Classify, draft and route every incoming email so you only see what needs you. The problem it solves: Founders and operators lose 1–2 hours/day to email that a system could handle. Filters aren't enough because intent is fuzzy. An LLM classifies every email into intent buckets (sales, support, admin, spam, personal), drafts a reply where safe, and applies labels + priority. It runs in 5 steps, starting with ingest new mail via gmail api or a make/zapier trigger.
Problem
Founders and operators lose 1–2 hours/day to email that a system could handle. Filters aren't enough because intent is fuzzy.
Solution
An LLM classifies every email into intent buckets (sales, support, admin, spam, personal), drafts a reply where safe, and applies labels + priority.
Steps
  1. 01Ingest new mail via Gmail API or a Make/Zapier trigger.
  2. 02Run a classifier prompt with a fixed enum of intents and a confidence score.
  3. 03For 'sales' and 'support': draft a reply grounded on your FAQ / RAG index; leave in Drafts, don't send.
  4. 04For 'admin': extract structured fields (invoice #, date, amount) and push to Notion.
  5. 05Apply Gmail labels + star; the human only reviews high-priority + drafts.
Tools Used
Prompts Used
Variations
  • Add a weekly 'inbox health' report with time saved and top intents.
  • Route sales leads directly to CRM with enrichment.
Related Dictionary

/ frequently asked

What does the AI-Powered Inbox Triage workflow do?

An LLM classifies every email into intent buckets (sales, support, admin, spam, personal), drafts a reply where safe, and applies labels + priority.

What problem does AI-Powered Inbox Triage solve?

Founders and operators lose 1–2 hours/day to email that a system could handle. Filters aren't enough because intent is fuzzy.

How many steps does AI-Powered Inbox Triage take?

5 steps. It starts with ingest new mail via gmail api or a make/zapier trigger. and ends with apply gmail labels + star; the human only reviews high-priority + drafts..

How do I set up AI-Powered Inbox Triage step by step?

1) Ingest new mail via Gmail API or a Make/Zapier trigger. 2) Run a classifier prompt with a fixed enum of intents and a confidence score. 3) For 'sales' and 'support': draft a reply grounded on your FAQ / RAG index; leave in Drafts, don't send. 4) For 'admin': extract structured fields (invoice #, date, amount) and push to Notion. 5) Apply Gmail labels + star; the human only reviews high-priority + drafts.

Which tools does AI-Powered Inbox Triage need?

It uses ai-automation-operator-stack, no-code-automation-stack — each linked below with its own node.

/ continue exploring

Related concepts

The vocabulary this page depends on.

  • →Structured Output

    Forcing AI responses into predictable schemas that software can use.

  • →Human-in-the-Loop

    A control pattern where humans review high-risk AI decisions before execution.

  • →Webhook

    An HTTP callback that lets one system push data to another the moment an event happens.

  • →PII Redaction

    Stripping personally identifiable information before sending to a model.

all dictionary →

Related workflows

Turn this into a repeatable process.

  • →Telephony AI Voice Integration

    Telephony AI Voice Integration is a workflow that connects AI voice agents with traditional phone systems to automate customer interactions, providing scalable and efficient support.

  • →Dia: Automate Customer Support Research

    This workflow utilizes Dia, an AI browser, to automate information gathering for complex customer support inquiries by searching across internal knowledge bases and external documentation. It reduces agent resolution time and improves consistency in responses.

  • →Automated GitHub Issue Triage

    Label, prioritize, and route incoming issues without a maintainer.

all workflows →

Related tool stacks

The tools that run it in production.

all tool stacks →

Related prompts

Reusable prompts for this job.

all prompts →

Related use cases

How people apply it, and what came out.

all use cases →

Comparisons & alternatives

Pick between the options.

all comparisons →