RepuShield AI
Autonomous Review Funnel & Reputation Defense Engine
The Product & Mission
RepuShield AI is an autonomous, enterprise-ready B2B reputation defense platform and intelligent review funnel engineered specifically for high-ticket local service businesses (cosmetic dental clinics, luxury medspas, specialized law practices, luxury auto, fine dining) and digital marketing agencies. In high-ticket local commerce, a single 1-star Google review causes catastrophic damage—costing between $15,000 and $50,000 in lost patient lifetime value and suppressing Google Local Pack SEO visibility. RepuShield AI replaces predatory legacy platforms (like BirdEye or Podium at $300–$600/month) with a lightning-fast, zero-friction mobile review gate. When clients scan physical counter QR codes, the engine intelligently bifurcates traffic: happy customers (4–5★) receive AI-generated review soundbites and 1-click redirection to Google Maps in under 15 seconds, while dissatisfied customers (1–3★) are privately intercepted into a secure Supabase database, alerting managers via Slack Block Kit and auto-generating empathetic, legally sound resolution settlement letters.
Target Audience
High-ticket local service businesses (cosmetic dentists, medspas, boutique law firms, luxury contractors) whose customer acquisition is heavily reliant on Google Local 3-Pack rankings, as well as digital marketing agencies seeking a turnkey white-label reputation management SaaS to deploy across 20+ clients.
The Core Problem
The 'Asymmetric Review Dilemma' severely penalizes brick-and-mortar businesses: 90% of delighted clients leave without posting a review due to mobile typing friction, whereas the 1% of disgruntled clients will passionately post damaging public reviews within minutes. RepuShield AI eliminates this asymmetry by: (1) removing typing friction for happy clients through Gemini AI soundbites, and (2) providing a frictionless private channel that captures dissatisfied customers before they vent on Google Maps, alerting managers in real-time to salvage customer relationships while they are still on premise.
Architectural Deep Dive
The Two-Branch Review Gate & Dynamic Route Matrix
Sub-15s Review FunnelingArchitected a high-performance, mobile-first Next.js 16 dynamic routing engine (/[slug]) acting as an unauthenticated, zero-friction customer gate with intelligent routing logic.
- Multi-Tenant Dynamic Slug Routing: Engineered dynamic path resolution supporting thousands of distinct business profiles, featuring automated slug redirects that preserve existing printed in-venue QR codes and backlinks without breaking active marketing collateral.
- Deterministic Rating Bifurcation: Configured flexible star-rating thresholds (4★+ vs 5★ only). The positive branch leverages Google Gemini 2.5 Flash to synthesize 3 authentic, keyword-dense review soundbites from 1-tap tag selections, enabling 1-click clipboard copy and direct redirection to the official Google Business Place review dialog.
- Private Quarantined Feedback Pipeline: Lower-tier ratings (1–3★) dynamically switch UI tone to an empathetic private resolution form, bypassing Google Maps entirely and committing encrypted payload records directly into PostgreSQL.
Autonomous AI De-Escalation & Real-Time Alert Engine
Sub-3-Second Incident TriageEngineered an automated triage pipeline combining Google Gemini semantic reasoning with multi-channel edge webhooks to mitigate negative reviews before customers exit physical venues.
- Root Cause & Severity Classification: Ingested negative feedback payloads are autonomously classified across 5 core operational vectors (Staff Behavior, Wait Time, Pricing, Service Quality, Cleanliness) while assigning definitive severity tiers (Critical, High, Moderate).
- Empathetic Settlement Drafting: Gemini orchestrates personalized, legally compliant apology and resolution offers (e.g., direct manager callbacks, complimentary service vouchers, priority re-appointments) ready for 1-click manager dispatch.
- Sub-3-Second Push Dispatcher: Integrated edge webhooks dispatching interactive Slack Block Kit cards, Discord rich embeds, and standardized Zapier JSON events within seconds of submission, enabling instantaneous venue manager intervention.
Realtime Executive Triage Console & Printable QR Studio
Supabase Realtime SyncDeveloped a high-density management terminal and in-venue print generation suite engineered with Next.js App Router, Tailwind CSS v4, and Supabase PostgreSQL with Row-Level Security.
- Triple-Layer Realtime Synchronization: Utilized Supabase Postgres Realtime websockets paired with window-focus event triggers to update incoming customer submissions, telemetry cards, and estimated revenue saved without requiring browser refreshes.
- In-Venue Vector QR Studio: Built an in-browser vector and raster QR generation engine with 3 printable commercial templates (Tabletop Tent Cards, Counter Badges/Window Decals, Receipt Inserts) supporting 1-click high-res PNG, vector SVG, and dedicated CSS print styling.
- Atomic Multi-Tenant Security & Monetization: Enforced airtight Row-Level Security (RLS) policies guaranteeing multi-tenant data isolation, coupled with LemonSqueezy webhook handlers for automated Pro tier license provisioning and white-label branding unlocks.
Mastery & Skills Acquired
Post-Mortem: What I Learned
RepuShield AI cemented the realization that the most lucrative B2B SaaS products do not just save time—they directly protect top-line revenue. By calculating the mathematical cost of a single negative review ($15,000+) versus a $49/month protection fee, I learned how to engineer software where the value proposition is an undeniable, instant return on investment. Furthermore, building physical-to-digital bridges like in-venue QR tabletop studios demonstrated how software can effortlessly integrate into everyday brick-and-mortar operations.
Notes for Technical Recruiters
RepuShield AI demonstrates my full-spectrum capability as an AI Product Engineer and Systems Architect. It proves my ability to design complex, multi-tenant databases with hardened PostgreSQL RLS policies, execute sub-second AI orchestration with Gemini Flash, implement robust multi-channel edge webhooks (Slack Block Kit, Discord), and deliver pixel-perfect, conversion-driven user interfaces. It highlights an engineer who builds production-ready, economically viable digital assets with zero ongoing server costs.