Draft and post App Store review replies with AI and human approval

Drafts AI replies to App Store reviews, lets your team approve them, then posts the final responses automatically.

How the work actually flows

A straight line. Runs once per each new review; a person has to approve before it continues.

Pattern: Sequence (1) ยท Multiple Instances with a priori Run-Time Knowledge (14)

flowchart TD trig(["every morning review check"]):::trigtime s0["check for new App Store reviews"]:::task s1[["AI drafts reply per review"]]:::mi s2[("save drafts to spreadsheet")]:::store s3["notify team drafts are ready"]:::task s4["post approved replies to App Store"]:::svc trig --> s0 s0 -->|"one per each new review"| s1 s1 --> s2 s2 --> s3 hg(("team approves the drafts")):::human s3 --> hg hg -->|"approved"| s4 hg -. "sent back" .-> s3 out[/"approved replies posted to App Store"/]:::out pay{{"timely replies without extra staff"}}:::pay s4 --> 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 itemA personA record or sheetResultPayoff
Build size
Advanced

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

Business functions
Knowledge Base & RAGDocument Processing & OCRFile & Cloud Storage
Connects
Anthropic ClaudeGoogle DriveGoogle SheetsSlackApp Store Connect

The problem it solves

Responding to every App Store review by hand takes time your team doesn't have, and reviews often sit unanswered for days. Paying for a third-party review management tool adds another subscription just to keep up with customer feedback.

Who it fits

App developers or community managers who want to reply to every App Store review without hiring extra staff or a review management tool.

How it works

  1. Every morning the automation checks for new App Store reviews
  2. AI drafts a suggested reply for each review
  3. Drafts are saved to a shared spreadsheet for your team to review
  4. A message lets the team know the drafts are ready
  5. Once approved, the automation posts the final replies back to the App Store
What you get

Review replies ready for your final sign-off

You get a drafted reply for every App Store review, organized and waiting for your team to approve before it goes live.

What you get

Timely, on-brand replies posted to your App Store reviews, with a log of what was sent.

What you need

A Google Drive and Sheets account, App Store Connect API access, an Anthropic Claude API key, and a Slack 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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