# Return Reason Normalizer — AI Connector

Return reason text mapped to fixed categories. Return Reason Normalizer is listed under Business & Operations in the ChatGPT apps directory, built by Beike Yan.

Source: https://node8.ai/ai-connectors/business-operations/return-reason-normalizer/

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[AI Connectors](https://node8.ai/ai-connectors/) · [Business Operations](https://node8.ai/ai-connectors/business-operations/)

# Return Reason Normalizer

Return reason text mapped to fixed categories

Listed in ChatGPT

[ChatGPT listing](https://chatgpt.com/plugins/return-reason-normalizer?open_in_app) [task-app-hub.onrender.com](https://task-app-hub.onrender.com/return-reason-normalizer)

Overview

## What Return Reason Normalizer does

Return Reason Normalizer takes whatever a customer wrote about sending an item back and assigns it a single category from a fixed set. The result carries the normalized reason, a confidence value, the reason text, the keywords that matched, and any errors.

It sits before the decision rather than inside it. Support and operations teams would use it to clean up reason data ahead of review, routing, or reporting.

No judgment is passed. Returns are neither approved nor refused, fault is not assigned, customers are not written to, orders stay untouched, and no external call is made. Behavior is deterministic, nothing is stored between requests, and no login is needed.

### Who it is for

Support and operations teams that route or report on returns by reason code.

### What stands out

Output is one category from a fixed list plus a confidence value, which suits downstream reporting.

Availability

## Where Return Reason Normalizer is listed

Return Reason Normalizer is listed in the ChatGPT apps directory only. Beike Yan has no connector under the same domain in the Claude directory; 392 of the 3,150 products here are on both marketplaces, and this is not one of them.

ChatGPT apps are built on MCP, and the same server can back a Claude connector, so the absence is a distribution decision rather than a technical one.

ChatGPT listing

## In the ChatGPT apps directory

Developer

Beike Yan

Filed under

Business & Operations

Listed since

June 2026

Authentication

Authenticates when installed

Website

[task-app-hub.onrender.com](https://task-app-hub.onrender.com/return-reason-normalizer)

Policies published

Privacy policy · Terms of service

Official listing

[Open in ChatGPT](https://chatgpt.com/plugins/return-reason-normalizer?open_in_app)

Snapshot

August 2026

### Example prompts from the listing

-   The item arrived broken and the box was damaged.
-   I received the wrong item.
-   The shoes are too small.

Same company

## More from Beike Yan

### [Delivery Address Extractor](https://node8.ai/ai-connectors/business-operations/delivery-address-extractor/)

Structured delivery fields parsed from customer messages

ChatGPT

### [Refund Request Extractor](https://node8.ai/ai-connectors/business-operations/refund-request-extractor/)

Structured fields pulled from refund messages

ChatGPT

### [Support Message Classifier](https://node8.ai/ai-connectors/business-operations/support-message-classifier/)

Classifies support messages into structured fields

ChatGPT

Nearby

## Other Business Operations connectors

### [Neartail](https://node8.ai/ai-connectors/business-operations/neartail/)

Order forms for menus that change weekly

ChatGPT

### [neimo.](https://node8.ai/ai-connectors/business-operations/neimo/)

Regulatory research over curated knowledge bases

ChatGPT

### [Neria](https://node8.ai/ai-connectors/business-operations/neria/)

Account management for an AI phone receptionist

ChatGPT

### [NETAQ](https://node8.ai/ai-connectors/business-operations/netaq/)

Scoping and quotes for a Saudi marketing agency

ChatGPT

### [NewHomeSource](https://node8.ai/ai-connectors/business-operations/newhomesource/)

Search new construction homes and communities

ChatGPT

### [Nexvio AI](https://node8.ai/ai-connectors/business-operations/nexvio-ai/)

Manage support agents, tickets, and contacts

ChatGPT

[All 347 Business Operations connectors](https://node8.ai/ai-connectors/business-operations/)

This is an independent catalogue entry compiled by Node8 from Return Reason Normalizer's public marketplace listing as it stood in August 2026. Listing facts come from the marketplaces; the comparisons against the rest of the directory and any live-endpoint measurements are Node8's. Node8 is not affiliated with Beike Yan, and inclusion here is not an endorsement.

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