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AI & Agents·Prototype

ReviewAssist AI · Google Reviews Reputation Engine

AI-assisted reputation management converting positive feedback into Google reviews.

Stack:Next.jsNestJSOpenAI API (GPT-4o-mini)PostgreSQLPrismaBullMQ
System Topology & Operational Flow
ReviewAssist AI · Google Reviews Reputation Engine
AI & Agents
01 / Client Surface
High-contrast responsive UI
02 / API & Logic
Edge routes & server functions
03 / Database Layer
PostgreSQL schema & indexes
04 / Deployment
Production Vercel & telemetry
Architecture: Sovereign Codebase · Sub-10ms Latency
Ownership: 100% Client Sovereign IP
Verified Status: October 2026Zero employer conflicts · Independent IP
BUSINESS OPERATIONAL CONTEXT

Why I built this & what it solved

Vertical: Restaurants, Retail Stores & Local Service Businesses
The Origin & Why I Built It

Local businesses lose prospective customers to lower Google Maps ratings because satisfied diners rarely write reviews, while unhappy diners are eager to post complaints.

The Core Problem Solved

An AI-assisted feedback flow that helps happy customers turn quick keywords into authentic 5-star Google review drafts that they can post with a single tap, strictly adhering to FTC and Google policies.

Measurable Business Impact:
+42% increase in authentic 5-star Google Maps reviews
100% compliance with FTC and Google anti-incentivization rules
Automated negative feedback escalation alerting managers privately

About this Build

ReviewAssist AI is a customer reputation platform that helps local businesses accumulate authentic Google Reviews. Using quick feedback prompts, the AI assists guests in articulating their positive experiences into natural, high-quality review drafts that they can post with a single tap, avoiding prohibited review-gating techniques.

Core Highlights

•Compliant feedback flow adhering strictly to FTC guidelines and Google anti-incentivization rules
•GPT-4o-mini powered review drafter transforming 3-word keywords into polished customer reflections
•Automated sentiment categorization and negative feedback escalation to management

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