Turn scattered customer reviews into one AI sentiment report

The system gathers your reviews from multiple sites and emails you one AI report on what customers really think.

How the work actually flows

A straight line. Runs once per each review platform.

Pattern: Sequence (1) ยท Multiple Instances without a priori Run-Time Knowledge (15)

flowchart TD trig>"product pages submitted"]:::trig s0[["collect reviews from each platform"]]:::mi s1["standardize and dedupe reviews"]:::task s2["ai analyzes all reviews"]:::task s3["email sentiment report"]:::svc trig --> s0 s0 --> s1 s1 --> s2 s2 --> s3 out[/"sentiment report emailed"/]:::out pay{{"full view of 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
Starts itA stepAn outside serviceRuns once per itemResultPayoff
Build size
Advanced

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

Business functions
Email AutomationReporting & AnalyticsWeb Scraping & Data CollectionAPI & Webhook IntegrationSurvey & Feedback
Connects
OpenAIGmail

The problem it solves

Your customer reviews are scattered across different sites, so getting a real picture of what people think means checking each one separately. Important patterns and complaints get lost when you can only see reviews one at a time.

Who it fits

Product managers, founders, or customer success leads who track reviews across several platforms.

How it works

  1. Product pages are submitted through a form or preset list.
  2. Reviews are gathered from each review platform automatically.
  3. Every review is standardized into the same format and duplicates are removed.
  4. AI analyzes all the reviews together to find common praise, complaints, and risk signals.
  5. A formatted report is emailed to you with the findings and recommendations.
What you get

What customers are really saying across every site

Reviews from every platform get pulled together into one report on what customers think.

What you get

An emailed report summarizing sentiment, common complaints, and recommendations pulled from all your reviews at once.

What you need

An OpenAI API key, a Gmail account, and access to a web scraping service.

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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