E Commerce Retail Operations

DTC Support Triage Operator

A customer-support operator for direct-to-consumer commerce brands. It polls the support inbox every 10 minutes, classifies each new message into intents like cancellation, refund, address change, subscription change, or shipping inquiry, then executes the matching action in Shopify (cancel order, refund, update shipping address, swap variant, pause subscription) before drafting and sending a friendly reply with the owner BCC'd. Refunds and cancellations stay behind a 50 USD auto-approve cap; anything riskier is presented for human approval. The agent maintains a dedup ledger of message IDs so it never replies twice, logs every action with a per-ticket audit trail, and surfaces an end-of-day digest of what it handled, what it escalated, and which threads still need a human.

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Agent snapshot

Built for e commerce retail work, not a generic template.

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template uses

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catalog views

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integrations used

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labels matched

E Commerce Retail Operations

Sample input

Build an agent to dTC Support Triage Operator. Use Gmail, Shopify, and Airtable. Focus on operations. Return a ready-to-review result after each run.

Sample output

Every 10 minutes, scans your support inbox, classifies cancel/refund/address/subscription requests, runs the matching Shopify action, then replies to the customer with you BCC'd.

Workflow brief

Where DTC Support Triage Operator fits in a e commerce retail automation system

DTC Support Triage Operator is designed for a specific recurring job: a customer-support operator for direct-to-consumer commerce brands. It polls the support inbox every 10 minutes, classifies each new message into intents like cancellation, refund, address change, subscription change, or shipping inquiry, then executes the matching action in Shopify (cancel order, refund, update shipping address, swap variant, pause subscription) before drafting and sending a friendly reply with the owner BCC'd. Refunds and cancellations stay behind a 50 USD auto-approve cap; anything riskier is presented for human approval. The agent maintains a dedup ledger of message IDs so it never replies twice, logs every action with a per-ticket audit trail, and surfaces an end-of-day digest of what it handled, what it escalated, and which threads still need a human. The agent page keeps the workflow concrete by showing the connected apps, the input a team can give Twin, and the output the run is expected to produce.

A team can start from this public template, adjust the instructions, connect the relevant accounts, and schedule the agent once the review path is clear. That makes it useful for repeatable work where the same research, update, summary, or follow-up needs to happen again.

In this setup Twin uses Gmail, Shopify, and Airtable as source systems, action targets, or reporting destinations. The agent can combine those tools with browser automation and API calls when the workflow crosses systems.

What this agent automates

This run includes 6 concrete steps from the published agent data.

Signal 1 · 1

Read all unread support inbox messages received since the last successful run, skipping any whose message ID is already in the handled ledger.

Signal 2 · 2

For each new message, fetch the matching Shopify customer and most recent order(s) by email lookup so the classifier has order context.

Signal 3 · 3

Classify intent into one of the enabled categories with a confidence score; if confidence is below 0.7 or the intent is not in the enabled list, route the thread to human approval.

Signal 4 · 4

Apply the auto-action policy: execute the Shopify mutation directly when the intent is auto-approved and within the refund cap; otherwise present the proposed action for approval before executing.

Signal 5 · 5

Send a reply from the support inbox using the configured brand voice and signature, BCC the owner, and append the message ID and ticket outcome to the handled ledger.

Signal 6 · 6

At the configured digest time, post a summary of resolved tickets, escalated tickets, and any failed actions to the owner with links back to the Shopify orders.

Integrations used

DTC Support Triage Operator connects Gmail, Shopify, and Airtable.

Gmail

Connected in this agent

Shopify

Connected in this agent

Airtable

Connected in this agent

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