Turn LinkedIn comments into AI-generated insight summaries

Scrapes comments on your LinkedIn posts and lets you ask AI questions to summarize sentiment and themes.

How the work actually flows

A straight line.

Pattern: Sequence (1)

flowchart TD trig(["scheduled comment scrape"]):::trigtime s0["pull comments from posts"]:::task s1[("index comments for search")]:::store s2(("receive user question")):::human s3["retrieve and summarize comments"]:::svc trig --> s0 s0 --> s1 s1 --> s2 s2 --> s3 out[/"sentiment summary generated"/]:::out pay{{"understands audience reaction fast"}}:::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 personA record or sheetResultPayoff
Build size
Advanced

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

Business functions
AI Agents & Autonomous SystemsAI Chatbots & AssistantsKnowledge Base & RAGSocial Media ManagementDocument Processing & OCRReporting & Analytics
Connects
ApifyPineconeOpenAI

The problem it solves

Scrolling through hundreds of comments on your LinkedIn posts to spot patterns or gauge how people feel about a topic takes forever, and you probably still miss things. Real feedback trends get buried in a long comment thread nobody has time to read closely.

Who it fits

Marketing teams or founders who post regularly on LinkedIn and want to understand audience reaction.

How it works

  1. The system pulls comments from your LinkedIn posts
  2. The comments are stored and indexed for AI search
  3. You ask a question in plain language, like which topics got positive or negative reactions
  4. AI retrieves the relevant comments and writes a summary
What you get

Audience reactions you can query on demand

You get a clear read on how your LinkedIn audience is reacting to your posts, with themes and sentiment ready whenever you ask.

What you get

A written summary of comment themes and sentiment, generated on demand from a question you ask.

What you need

An Apify account, a Pinecone account, and an OpenAI API key.

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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