Pixel2Tech
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AI AutomationContent & Operations

Reddit market research agent with sentiment routing

We built this agent for a client who looks for real customer problems on Reddit to shape new services. The workflow searches Reddit, uses AI to drop posts that are off topic, then summarizes each remaining post, proposes a solution or business idea, scores the sentiment and writes everything to a Google Sheet. Positive and neutral posts go to Slack, and negative ones become Gmail drafts.

Practice
AI Automation
Service
Content & Operations
Type
Client automation

The work

How the automation works

  1. Reddit market research agent with sentiment routing: The n8n workflow: Reddit search, relevance check, summary, idea and sentiment branches, then Sheets, Slack and Gmail.
    1.The n8n workflow: Reddit search, relevance check, summary, idea and sentiment branches, then Sheets, Slack and Gmail.
  2. Reddit market research agent with sentiment routing: The output sheet: post date, upvotes, an AI summary of each post and a suggested business idea (links covered).
    2.The output sheet: post date, upvotes, an AI summary of each post and a suggested business idea (links covered).
  3. Reddit market research agent with sentiment routing: A negative-sentiment post saved as a Gmail draft for manual follow-up.
    3.A negative-sentiment post saved as a Gmail draft for manual follow-up.

Project brief

Deliverables

  • Reddit search with a basic content filter
  • Azure OpenAI relevance check for each post
  • Summarization and solution-idea branches
  • Sentiment analysis with three outcomes
  • Google Sheets log with Slack alerts and Gmail drafts

The challenge

Reddit is full of people describing their problems in detail, but reading threads by hand is slow and most posts are not relevant. Useful signals get lost, and there is no record of what has been reviewed.

Our approach

The workflow searches Reddit posts for the chosen topic, and an IF node drops posts without usable content. A Set node prepares the fields, and an AI agent on Azure OpenAI checks each post for relevance. After a merge and a filter, the kept posts go down three branches: a summarization chain writes a short summary, an OpenAI message step suggests a solution or business idea, and a sentiment analysis node labels the post positive, neutral or negative. The results are merged into one row per post in Google Sheets. Positive and neutral posts are sent to Slack, and negative posts are saved as Gmail drafts for follow-up.

The outcome

The client gets a growing sheet of relevant Reddit posts, each with a summary and a suggested idea, plus Slack updates and drafts for the posts that need a closer look.

Trigger
Reddit search run
Stack
n8n, Reddit, Azure OpenAI, Sheets, Slack
Handles
Relevance, summary, idea and sentiment

How we did it

  1. Step 01

    Choose the niche

    We agreed which topics to search on Reddit and what counts as a relevant post.

  2. Step 02

    Filter the noise

    We combined a simple IF check with an AI relevance step so only useful posts move on.

  3. Step 03

    Analyze each post

    We built the summary, business idea and sentiment branches and merged them into one record.

  4. Step 04

    Route the results

    We connected Google Sheets, Slack and Gmail and tested with live search results.

Tools and platforms

  • n8n
  • Reddit
  • Azure OpenAI
  • Google Sheets
  • Slack
  • Gmail

Why this project matters

Problems people describe in their own words are some of the best input for new offers, and this agent turns scattered threads into a sorted research list.

Questions about this project

Can it watch specific subreddits or keywords?

Yes. The search step can target chosen subreddits and keywords, and the relevance instructions can be tuned to your market.

Can you build something similar for my business?

Yes. We adapt the workflow to your tools and process, for Reddit or other community sites, and give you a fixed quote after a short call.

Have a project like this in mind?

Tell us what you're working on. We'll come back with a clear plan and a realistic timeline.

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