Turn YouTube comments into a sentiment report emailed to you

Reads up to 100 comments on your video and emails a report on what viewers think and what to improve.

How the work actually flows

A straight line.

Pattern: Sequence (1)

flowchart TD trig[\"video marked pending in sheet"\]:::trigdata s0["fetch video top comments"]:::task s1["ai analyzes sentiment themes"]:::svc s2["email report to you"]:::task s3[("update spreadsheet status")]:::store trig --> s0 s0 --> s1 s1 --> s2 s2 --> s3 out[/"sentiment report on comments"/]:::out pay{{"understand audience without reading"}}:::pay s3 --> 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
Starts itA stepAn outside serviceA record or sheetResultPayoff
Build size
Advanced

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

Business functions
AI Agents & Autonomous SystemsEmail AutomationSpreadsheet & Database OpsReporting & AnalyticsSurvey & Feedback
Connects
Google SheetsYouTubeOpenAIGmail

The problem it solves

Your videos get comments, but reading through all of them for real feedback takes time you don't have. You want to know what viewers actually think without scrolling through every reply.

Who it fits

Content creators, YouTubers, and marketing teams tracking audience sentiment.

How it works

  1. You mark a video as pending in a spreadsheet
  2. The automation fetches the video's top comments
  3. AI analyzes sentiment, common themes, and viewer questions
  4. A formatted report with insights and recommendations is emailed to you
  5. The spreadsheet is updated so the video isn't processed twice
What you get

Viewer sentiment you can act on later

Mark a video as pending and get an emailed report on what viewers loved, disliked, and asked about most.

What you get

An email report showing viewer sentiment, common themes, and suggestions to improve future videos.

What you need

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