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Prepare campaign feedback for semantic grouping

Make feedback easier to compare across campaigns by converting each incoming note into a reusable embedding.

Trigger

Webhook received

Notis starts this workflow when an external tool or custom backend sends an HTTP request.

Action

Generate Text Embeddings

Tool to convert text into vector embeddings for feature extraction, semantic search, and similarity tasks. Use when you need numerical representations of text for ML applications.

Why this helps

Similar feedback can be hard to recognize when it arrives in different words across launches.

  • Prepare feedback text for semantic similarity workflows.
  • Help downstream tools group related feedback themes.
  • Reduce the effort of rediscovering similar comments.

Setup

Build it in a few focused steps.

  • 1Connect Toneden and Hugging Face to Notis once through the portal.
  • 2Create an automation in the portal or ask Notis to embed incoming campaign feedback.
  • 3In one instruction, ask Notis to send the feedback text in each incoming request to a Hugging Face embedding model and return the embedding result with its campaign context.
  • 4Choose an incoming webhook trigger and a channel for run reports.
  • 5Test with one real feedback note and verify that your downstream process can use the response.

Questions about this workflow

Does this group feedback automatically?

No. It generates embeddings that can support a separate similarity search or grouping process.

What text should be embedded?

Specify the relevant feedback text and any context you want included in the prompt.

When this happens · Trigger

Do this · Action

Supported Triggers and Actions

Notis builds workflows that link Toneden to Hugging Face. A trigger fires from one place; an action lands in another.

Toneden triggers

Hugging Face actions

Recurring trigger

Notis starts this workflow on a schedule, such as daily, weekly, or during business hours.

TriggerScheduled

Change Discussion Status

Tool to change the status of a Hugging Face repository discussion. Use when you need to open or close discussions on models, datasets, or spaces.

ActionInstant

Webhook trigger

Notis starts this workflow when an external tool or custom backend sends an HTTP request.

TriggerInstant

Check Dataset Validity

Tool to check whether a specific dataset is valid on Hugging Face Hub. Use when you need to determine what features (preview, viewer, search, filter, statistics) are available for a dataset.

ActionInstant

Check Models Upload Method

Tool to check if files should be uploaded through the Large File mechanism or directly. Use when preparing to upload files to a Hugging Face model repository to determine the appropriate upload method for each file.

ActionInstant

Check Spaces Upload Method

Tool to check if files should be uploaded through the Large File mechanism or directly to Hugging Face Spaces. Use when preparing to upload files to a Hugging Face Space repository to determine the appropriate upload method for each file.

ActionInstant

Claim Paper Authorship

Tool to claim authorship of a paper on Hugging Face. Use when you need to associate yourself or another user with an ArXiv paper.

ActionInstant

Request Repository Access

Tool to request access to a gated repository on Hugging Face Hub. Use when you need to submit an access request for models, datasets, or Spaces that require approval. The fields required vary by repository.

ActionInstant

Create Collection

Tool to create a new collection on Hugging Face. Use when you need to organize and curate models, datasets, spaces, papers, or other collections into a named collection.

ActionInstant

Create Datasets Branch

Tool to create a new branch in a Hugging Face dataset repository. Use when you need to create a branch for versioning or experimentation with dataset changes.

ActionInstant

Connect any two apps with Notis in the middle.

Toneden and Hugging Face, or any other combination from 1,000+ integrations.

When this happens · Trigger

Do this · Action

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