Get an AI sentiment summary of your product's online reviews

Send a product name to get an AI-written report on what customers are really saying online.

How the work actually flows

A straight line. Runs once per each review found.

Pattern: Multiple Instances with a priori Run-Time Knowledge (14)

flowchart TD trig(("user requests sentiment report")):::human s0["search and pull review pages"]:::svc s1[["score each review's sentiment"]]:::mi s2["combine into summary report"]:::task s3["send report back to user"]:::task trig --> s0 s0 -->|"one per each review found"| s1 s1 --> s2 s2 --> s3 out[/"sentiment report delivered"/]:::out pay{{"fast read on customer sentiment"}}:::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
A stepAn outside serviceRuns once per itemA personResultPayoff
Build size
Advanced

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

Business functions
AI Agents & Autonomous SystemsMessaging & NotificationsSurvey & Feedback
Connects
DecodoGoogle GeminiTelegram

The problem it solves

You want to know what people are saying about your product online, but that means digging through dozens of review sites and forums by hand. By the time you've read them all, you still don't have a clear picture of what's working and what isn't.

Who it fits

Brand managers and marketers who need a fast read on customer sentiment without manual research.

How it works

  1. You send a company or product name through a chat message
  2. The system searches the web and pulls in the top review pages
  3. AI reads each review and scores it as positive, neutral, or negative
  4. A second AI pass combines everything into one summary with quotes and a verdict
  5. You receive the finished report back as a message
What you get

Review sentiment summarized with quotes

You get a clear read on what customers are saying about your product online, complete with quotes and a verdict.

What you get

A written report with a sentiment score, real customer quotes, and a clear takeaway on what to fix or promote.

What you need

A web scraping API subscription, a Google Gemini API key, and a messaging app account to send and receive requests.

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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