Analyze YouTube comment sentiment automatically in Google Sheets

Pulls every comment from your YouTube videos and tags each one Positive, Neutral, or Negative in a spreadsheet.

How the work actually flows

A straight line. Runs once per each comment.

Pattern: Multiple Instances without Synchronization (12)

flowchart TD trig(("you list video links")):::human s0["pull comments for each video"]:::task s1[["AI classifies each comment"]]:::mi s2[("write results back to sheet")]:::store trig --> s0 s0 -->|"one per each comment"| s1 s1 --> s2 out[/"every comment tagged by sentiment"/]:::out pay{{"audience feedback surfaced at scale"}}:::pay s2 --> out out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
A stepRuns once per itemA personA record or sheetResultPayoff
Build size
Advanced

A larger build with multiple systems, AI reasoning, and custom rules.

Business functions
Spreadsheet & Database OpsSurvey & Feedback
Connects
Google SheetsYouTubeOpenAI

The problem it solves

You want to know how viewers really feel about your videos, but scrolling through hundreds of comments and manually judging the tone takes forever. Important feedback and complaints get buried in the noise.

Who it fits

Content creators, influencers, and marketing teams who track audience sentiment on YouTube.

How it works

  1. You provide a list of YouTube video links in Google Sheets
  2. The system pulls every top-level comment for each video
  3. AI reads each comment and classifies it as Positive, Neutral, or Negative
  4. Author, likes, and timestamp are captured alongside the sentiment
  5. The results are written back into your Google Sheet
What you get

Audience sentiment you can see at a glance

See exactly how your audience feels about every video without reading every comment yourself.

What you get

A spreadsheet with every comment tagged by sentiment, ready for reporting.

What you need

A Google Sheets account, a YouTube Data API key, and an OpenAI account.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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