Instagram Competitor Reels Analysis System

What this system does (in simple terms)

Once triggered, the automation:

  • Pulls competitor Instagram usernames from Google Sheets
  • Scrapes their latest Reels
  • Filters, sorts, and selects top-performing videos
  • Transcribes video audio
  • Uses AI to extract hooks, power words, summaries, and patterns
  • Saves results into structured Google Sheets
  • Sends you an email summary automatically

You get clarity, not content overload.


Step 1: Prepare your Google Sheet

Create a Google Sheet with these columns:

  • Username
  • Status (Pending / Completed)
  • Followers
  • Posts count
  • Reels analysis (summary)

Only the username is required to start.

Set status to Pending for creators you want analyzed.

Tip: This allows the system to skip already-processed creators later.


Step 2: Set up the trigger

Start with a simple trigger:

  • Manual trigger (for testing)
  • Or scheduled trigger (weekly / daily)

Once tested, switch to a weekly schedule to track competitors consistently.


Step 3: Fetch competitors from Google Sheets

Use a Google Sheets node to:

  • Read all rows
  • Filter creators with status = Pending
  • Loop over each creator one by one

This prevents re-analyzing the same profiles repeatedly.


Step 4: Scrape Instagram data (Apify)

Use Apify’s Instagram Profile Scraper actor.

Configuration basics:

  • Input: Instagram username
  • Output: Profile data + recent posts

Best practice:

Pin the scraper output while building to avoid wasting credits.


Step 5: Clean old analysis data (optional but recommended)

Before inserting new analysis:

  • Batch old Reels data
  • Delete previous records from Sheets

This keeps your research clean and avoids duplication.

(Version 2 improvement: skip Reels already analyzed using Reel ID.)


Step 6: Filter Reels only

Instagram profiles include:

  • Reels
  • Image posts
  • Carousels

Add a filter to keep video/Reels only.

Then:

  • Sort by view count (descending)
  • Limit results (e.g., top 5 Reels)

This focuses analysis on what actually performs.


Step 7: Download videos safely

For each Reel:

  • Download video
  • Add a wait node (5–10 seconds)

Why this matters:

Avoid API rate limits when transcribing or analyzing content.


Step 8: Transcribe Reel audio

Use an AI transcription service (e.g., OpenAI).

Output:

  • Full transcript of each Reel

This transcript becomes the base for all analysis.


Step 9: Extract hooks, power words, and summary (AI Agent)

Configure an AI Agent with:

  • System prompt defining what to extract
  • User prompt passing transcript

Use a JSON schema output parser to enforce structure:

  • Hook (string)
  • Power words (array, max 3)
  • Summary (short text)

This prevents messy AI outputs.


Step 10: Analyze creator patterns (second AI Agent)

Send all Reel analyses from one creator into another AI Agent.

It answers questions like:

  • What topics does this creator focus on?
  • What hooks repeat?
  • What audience are they targeting?
  • What content angle is emerging?

This step converts individual videos into strategy-level insight.


Step 11: Save results to Google Sheets

Store data in two places:

  1. Top Reels Sheet
    • Best-performing Reels
    • Hook, summary, transcript
  2. Competitor Overview Sheet
    • Overall creator strategy
    • Content patterns
    • Audience focus

Mark the creator’s status as Completed.


Step 12: Send email summary

At the end of each loop:

  • Compile creator insights
  • Send a clean email summary to yourself

Optional:

Add CC/BCC for team members.

This means you don’t even need to open Sheets.


How to use this system effectively

Use it to:

  • Study competitor hooks before creating content
  • Spot content shifts early
  • Avoid copying—focus on patterns instead
  • Build ideas from insight, not guesswork

Run it weekly. Review patterns. Decide what to test.

What this system does (in simple terms)

Once triggered, the automation:

  • Pulls competitor Instagram usernames from Google Sheets
  • Scrapes their latest Reels
  • Filters, sorts, and selects top-performing videos
  • Transcribes video audio
  • Uses AI to extract hooks, power words, summaries, and patterns
  • Saves results into structured Google Sheets
  • Sends you an email summary automatically

You get clarity, not content overload.


Step 1: Prepare your Google Sheet

Create a Google Sheet with these columns:

  • Username
  • Status (Pending / Completed)
  • Followers
  • Posts count
  • Reels analysis (summary)

Only the username is required to start.

Set status to Pending for creators you want analyzed.

Tip: This allows the system to skip already-processed creators later.


Step 2: Set up the trigger

Start with a simple trigger:

  • Manual trigger (for testing)
  • Or scheduled trigger (weekly / daily)

Once tested, switch to a weekly schedule to track competitors consistently.


Step 3: Fetch competitors from Google Sheets

Use a Google Sheets node to:

  • Read all rows
  • Filter creators with status = Pending
  • Loop over each creator one by one

This prevents re-analyzing the same profiles repeatedly.


Step 4: Scrape Instagram data (Apify)

Use Apify’s Instagram Profile Scraper actor.

Configuration basics:

  • Input: Instagram username
  • Output: Profile data + recent posts

Best practice:

Pin the scraper output while building to avoid wasting credits.


Step 5: Clean old analysis data (optional but recommended)

Before inserting new analysis:

  • Batch old Reels data
  • Delete previous records from Sheets

This keeps your research clean and avoids duplication.

(Version 2 improvement: skip Reels already analyzed using Reel ID.)


Step 6: Filter Reels only

Instagram profiles include:

  • Reels
  • Image posts
  • Carousels

Add a filter to keep video/Reels only.

Then:

  • Sort by view count (descending)
  • Limit results (e.g., top 5 Reels)

This focuses analysis on what actually performs.


Step 7: Download videos safely

For each Reel:

  • Download video
  • Add a wait node (5–10 seconds)

Why this matters:

Avoid API rate limits when transcribing or analyzing content.


Step 8: Transcribe Reel audio

Use an AI transcription service (e.g., OpenAI).

Output:

  • Full transcript of each Reel

This transcript becomes the base for all analysis.


Step 9: Extract hooks, power words, and summary (AI Agent)

Configure an AI Agent with:

  • System prompt defining what to extract
  • User prompt passing transcript

Use a JSON schema output parser to enforce structure:

  • Hook (string)
  • Power words (array, max 3)
  • Summary (short text)

This prevents messy AI outputs.


Step 10: Analyze creator patterns (second AI Agent)

Send all Reel analyses from one creator into another AI Agent.

It answers questions like:

  • What topics does this creator focus on?
  • What hooks repeat?
  • What audience are they targeting?
  • What content angle is emerging?

This step converts individual videos into strategy-level insight.


Step 11: Save results to Google Sheets

Store data in two places:

  1. Top Reels Sheet
    • Best-performing Reels
    • Hook, summary, transcript
  2. Competitor Overview Sheet
    • Overall creator strategy
    • Content patterns
    • Audience focus

Mark the creator’s status as Completed.


Step 12: Send email summary

At the end of each loop:

  • Compile creator insights
  • Send a clean email summary to yourself

Optional:

Add CC/BCC for team members.

This means you don’t even need to open Sheets.


How to use this system effectively

Use it to:

  • Study competitor hooks before creating content
  • Spot content shifts early
  • Avoid copying—focus on patterns instead
  • Build ideas from insight, not guesswork

Run it weekly. Review patterns. Decide what to test.

Author

Written By

Vikash Kumar

Building AI agents, n8n workflows and end-to-end automation for 30+ Brands across India, the US, Europe, Dubai & Australia. 7+ years of Experience saving founders real hours every week - no code required.

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