Turn competitor app store reviews into a gap analysis report

It scans competitor app reviews and emails you a report on their biggest complaints and market gaps.

How the work actually flows

A straight line. Runs once per each competitor app.

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

flowchart TD trig(("user requests competitor analysis")):::human s0[["pull competitor app reviews"]]:::mi s1["group recurring complaints"]:::task s2["calculate complaint share"]:::task s3["email gap analysis report"]:::svc trig --> s0 s0 --> s1 s1 --> s2 s2 --> s3 out[/"competitive gap analysis report"/]:::out pay{{"clear direction on what to build next"}}:::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
Starter

A small build with a couple of connected tools.

Business functions
E-commerce & ProductResearch & Market IntelligenceHR & Recruiting
Connects
GmailOpenAI

The problem it solves

You know your competitors have unhappy customers, but you don't have time to read through hundreds of app store reviews to find the pattern. Without that insight, you're guessing at what to build next instead of building the feature people are already asking for.

Who it fits

A product or app-based business owner sizing up the competition before their next release.

How it works

  1. Pulls the latest reviews from competitor apps in your category
  2. AI reads through the reviews and groups the recurring complaints
  3. Calculates what share of reviews mention each type of problem
  4. Identifies the gaps competitors are leaving open
  5. Emails you a full competitive analysis report
What you get

Competitor complaints sized up before your next release

You get a full competitive report on what customers complain about most in rival apps, and where the gaps are.

What you get

A written competitive analysis report ranking competitors' biggest customer complaints and the market gaps you could fill.

What you need

An email account and an AI service like OpenAI.

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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