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Project Details

Review Reply Copilot

AI copilot that drafts compliant, on-brand review replies

person Product designer + developer schedule 2 weeks

What I Built

Designed the review workflow, prompt guardrails, and UX for fast, compliant response generation

Key Outcomes

3 Platforms Supported (Google, Yelp, Airbnb)
3 per review Reply Options (drafted instantly)
None Login Required (privacy-first demo)

Tech Stack

TypeScriptLLM APINetlify

Project Overview

A free, privacy-first review response generator that produces three reply options per review. Designed for Google, Yelp, and Airbnb reviews with built-in compliance guardrails that avoid incentives, PII, and risky claims. Users can tune tone, length, and brand phrases, then copy and post a response in minutes.

Built For

group

Local business owners and short-term rental hosts

Responding to reviews takes time and requires careful tone management

Key Features

policy

Compliance Guardrails

Avoids incentives, PII, and risky claims by default

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Tone + Brand Controls

Customize tone, sign-off, and phrases to include/avoid

language

Multi-Platform

Optimized for Google, Yelp, and Airbnb reviews

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Three Reply Options

Generates multiple drafts for quick selection

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Challenge Solved

Generating helpful, on-brand replies while staying compliant with platform policies and avoiding risky claims.

Key Learnings

  • school Guardrails improve trust by preventing risky or non-compliant responses
  • school Three distinct drafts make it easier to pick a reply without rewriting