MARKET RESEARCH

On-demand review research brief from a Monday button

Triggered from a Monday item, scrapes reviews for the named app via Apify, classifies sentiment and themes with HuggingFace.

CategoryMarket Research
Enginepaperclip
Difficultyintermediate
Triggerevent
Steps5
Setup~15 min

How it runs

The automated pipeline, trigger to output.

  • TriggerMonday item button/status webhookmonday.com
  • ActionScrape named app's reviewsApify
  • ActionClassify sentiment + themesHugging FaceHugging Face
  • LogicAssemble structured brief
  • OutputPost brief to Monday itemmonday.com

What it does

When a researcher clicks a button (or sets a status) on a Monday board item naming an app, this scrapes that app's recent reviews with Apify, runs HuggingFace sentiment and theme extraction, and posts a written research brief back into the same item.

When to use it

Use it for ad-hoc competitive or discovery research, when someone wants a fast sentiment read on a specific app without spinning up the full nightly pipeline. The request and the answer live in the same Monday item.

How it works

  1. 1A Monday status change or button webhook triggers the run with the target app id.
  2. 2An Apify actor scrapes that app's most recent reviews.
  3. 3HuggingFace classifies sentiment and surfaces the dominant positive and negative themes.
  4. 4A logic step assembles the counts, ratios, and representative quotes into a structured brief.
  5. 5The brief is posted as an update on the originating Monday item and its status is set to Done.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect monday.comVisual work management for teams.
  2. 2
    Connect ApifyActors, scrapers, datasets.
  3. 3
    Connect Hugging FaceModels, datasets, spaces — the open-source hub.
  4. 4
    Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
  5. 5
    Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
  6. 6
    Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.

Run this workflow in your colony.

14-day trial. No DevOps. No Sales call. Provisioned in under a minute.