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Review Engine

B2B SaaS reputation management platform automated review collection, centralized management, and AI-powered response generation. Production-grade, multi-tenant, cloud-deployable.

Reputation Management SaaSLive app
Review Engine

Introduction

Project Overview

Review Engine is a comprehensive, cloud-based SaaS platform built to give businesses complete control over their online reputation one of the most valuable and often neglected assets in today's digital-first economy.

Every day, consumers make purchasing decisions based on what they read online. A business with a 4.8-star rating consistently wins customers over a competitor with a 3.9-star rating even if the actual quality of service is comparable. Most businesses have no structured system to manage this. Satisfied customers rarely leave a review unless prompted; dissatisfied customers almost always do. The result is a persistent, unfair imbalance.

Review Engine flips this dynamic by enabling businesses to proactively reach out to their customers at precisely the right moment when the experience is still fresh with a personalized, professionally written message that makes it easy to share feedback. The system is fully automated: businesses configure it once and the platform handles everything who to contact, when to follow up, and what to say.

Beyond outreach, the platform brings all incoming reviews from Google Business Profile into a centralized dashboard where they can be read, analyzed, and responded to without ever leaving the platform. The built-in AI engine reads each review, understands its tone and sentiment, and drafts a contextually appropriate response in the business's preferred style. Responses can be posted automatically or queued for human approval.

For larger organizations and agencies, Review Engine offers full multi-tenant workspace support each business operates in a completely separate, isolated environment with its own settings, contacts, templates, and data, all managed from the same platform.

Mechanism

Project Description

Review Engine is an end-to-end reputation operations platform. It connects the people side of a business (customers and contacts) with the platforms where reputation lives (Google and others), bridging the gap with intelligent automation built around three core capabilities.

1. Proactive Review Collection

Businesses import their full customer contact list from a CRM export, spreadsheet, or direct upload and the platform automatically sends personalized review requests at the time that maximizes response rates. Every detail is configurable: message content, delivery channel (SMS or email), send timing, follow-up reminders, and exclusion rules. This runs automatically in the background, generating a consistent stream of new reviews without manual effort.

2. Centralized Review Management

Once connected to a Google Business Profile, Review Engine pulls in all existing and new reviews into a clean, organized dashboard. Business owners see their overall rating, star distribution, trends over time, and every review in one place without logging into separate platforms. The dashboard also surfaces KPIs: total contacts, message delivery rates, and review volume trends.

3. AI-Powered Response Generation

Responding to reviews at scale requires careful judgment. A defensive reply to a critical review makes things worse; a generic copy-paste reply to a positive one feels hollow. Review Engine's AI engine reads the content and sentiment of each review and generates a thoughtful, specific response in the business's chosen style professional, friendly, or casual. The system can respond automatically or queue responses for human approval, with profanity filters and escalation keyword detection for sensitive reviews.

End-to-End Flow

How the platform works for a business owner:

  1. Step 1 — Connect Google Business ProfileOne-click OAuth connection syncs the business profile, existing reviews, rating, and star distribution in real time.
  2. Step 2 — Import customer contactsUpload a CSV or add contacts manually. Each contact is tracked through a pipeline: pending → uploaded → synced to GHL CRM.
  3. Step 3 — Configure messaging templatesCustomizable SMS and email templates with personalization variables. Logo, background image, and signature support for fully branded outreach.
  4. Step 4 — Set scheduling rulesSend immediately or after a delay. Configure follow-up frequency, business hours restrictions, timezone support, and day exclusions.
  5. Step 5 — Automated outreach runsThe platform sends personalized review requests and follow-ups automatically based on the configured rules — no manual action required.
  6. Step 6 — Reviews are captured and analyzedIncoming reviews are pulled from Google, analyzed for sentiment (positive, negative, neutral), and surfaced in the dashboard with tags.
  7. Step 7 — AI generates responsesThe AI engine drafts a contextually appropriate reply for each review. Content moderation catches profanity and escalation keywords before any response goes live.
  8. Step 8 — Responses are publishedResponses post automatically or wait for human approval, depending on the configured mode. The cycle compounds more contacts, more reviews, stronger reputation.

GoHighLevel (GHL) Integration

Beyond reputation management, Review Engine offers deep integration with GoHighLevel, one of the most widely used marketing CRM platforms. Businesses can sync contacts, trigger automated GHL workflows for review requests and follow-ups, and connect their review management activity directly into their broader marketing and sales operations all in real time.

Primary Industries

Review Engine serves businesses across any industry where customer reviews directly impact revenue and brand trust.

IndustryUse Case
Restaurants & HospitalitySolicit post-visit reviews, respond to guest feedback at scale
Professional ServicesCollect client testimonials at key project milestones
Medical & Dental ClinicsManage patient feedback with professional, HIPAA-aware responses
Real EstateGather post-transaction reviews from buyers and sellers
E-commerce & RetailAutomate post-purchase review requests via email or SMS
Multi-location FranchisesCentralized reputation management across all branches
Home Services (HVAC, Plumbing, etc.)Turn satisfied customers into online advocates automatically

Roles

Who the End Users Are

Multi-tenant SaaS with full workspace isolation per business; designed to scale from a single-location owner to a marketing agency managing dozens of clients.

User TypeDescription
Business Owners / ManagersSmall and mid-sized business owners who want to grow their online reputation. Interact with the dashboard daily or weekly to monitor contacts, review volume, and ratings.
Marketing Managers / AgenciesMarketing professionals managing reputation for multiple client businesses. Run review campaigns and report on performance across all accounts from a unified workspace.
Platform AdministratorsThe internal team managing the Review Engine platform. Access to the admin console to manage all registered businesses, monitor system usage, and assist users directly including user impersonation.

Core Features

Contact Management

Bulk CSV import, individual creation, search/filter/sort, bulk operations, status tracking (pending → uploaded → synced), custom fields.

Messaging Configuration

Customizable SMS and email templates with personalization variables, logo/background upload, signature support, and live message preview.

Intelligent Scheduling

Immediate or delayed sends, configurable follow-up frequency (daily/weekly/bi-weekly), business hours enforcement, timezone support, day exclusions.

AI-Powered Review Responses

Three response styles (Professional, Friendly, Casual) with separate tone settings per sentiment. Optional human approval queue, profanity detection, and escalation keyword filtering.

Google Business Profile Integration

One-click OAuth connection. Real-time sync of ratings, review counts, and star distribution. Reviews pulled and displayed automatically.

GoHighLevel CRM Integration

Connect via API key, sync contacts as leads or opportunities, trigger GHL workflows for review requests and follow-ups, track sync status per contact.

Analytics & Dashboard

Real-time KPIs: total contacts, sync rate, messages sent, reviews received. Month-over-month trend indicators, rating distribution charts, recent reviews feed with sentiment tags.

Workspace & Multi-Tenancy

Each business gets its own isolated workspace with a unique subdomain. Full workspace settings: timezone, business hours, branding (logo, colors). Subscription plans: Free, Basic, Pro, Enterprise.

Admin Console

Platform-wide user and business management, user impersonation for support, global statistics, and activity monitoring from a single interface.

Sentiment Analysis

Incoming reviews are automatically analyzed for positive, negative, and neutral sentiment. Sentiment tags surface in the dashboard and inform AI response tone selection.

Onboarding & Setup Tracking

Setup progress tracker guides new users through each configuration step. Ensures businesses are fully configured before automated outreach begins.

Content Moderation

Profanity filters and escalation keyword detection on incoming reviews. Sensitive reviews are always routed to human review before any AI response is posted.

Technologies Used

Backend

TechnologyPurpose
Node.jsServer runtime environment
TypeScriptStrongly-typed JavaScript for reliability and maintainability
Express.jsWeb server and REST API framework
MongoDB + MongooseNoSQL database for flexible business data storage
JWT (JSON Web Tokens)Stateless authentication
bcryptjsSecure password hashing
NodemailerTransactional email delivery (SMTP / Gmail)
MulterCSV and file upload handling
JoiServer-side input validation
AWS Secrets ManagerSecure, cloud-based secret and credential management
express-rate-limitAPI abuse protection and rate limiting

Frontend

TechnologyPurpose
React 18Component-based UI library
TypeScriptType safety across the frontend codebase
ViteUltra-fast build tool and development server
React Router v6Client-side page routing and navigation
TanStack React QueryServer state management and API caching
Radix UIAccessible, headless UI components (modals, dropdowns, forms)
Tailwind CSSUtility-first CSS framework for responsive design
React Hook Form + ZodForm management and schema-based validation
RechartsCharts and data visualization for analytics
Framer MotionSmooth page and component animations
SonnerIn-app toast notifications
Lucide ReactConsistent icon set
date-fnsDate formatting and manipulation
Cloudflare TurnstileCAPTCHA for signup bot protection
intro.jsGuided product tours and onboarding walkthroughs
Embla CarouselSmooth carousel and slider components
crypto-jsClient-side encryption utilities

Infrastructure & Cloud

Technology / servicePurpose
AWS Secrets ManagerSecure runtime secret injection — no hardcoded credentials
Google OAuth 2.0Google Business Profile authentication and sync
GoHighLevel (GHL) APICRM data sync and marketing automation
DockerContainerized deployment
SMTP / GmailEmail delivery infrastructure
Cloudflare TurnstileBot protection at the signup boundary

Programming Language

Technology / servicePurpose
TypeScript (Frontend)UI components, hooks, services, form validation, routing
TypeScript (Backend)REST API, controllers, services, data models, middleware

Architecture Overview

Review Engine follows a monorepo-style, full-stack architecture split into two distinct services: a REST API backend and a React SPA frontend. The frontend communicates with the backend exclusively through a RESTful JSON API, and all data is scoped by workspace for complete tenant isolation.

High-level architecture

Review Engine
├── review-engine-backend    (REST API Server — Node.js + Express)
│   ├── config/              AWS Secrets, Google OAuth, Database connection
│   ├── models/              MongoDB schemas (User, Business, Contact, etc.)
│   ├── services/            Core business logic (messaging, AI, GHL sync)
│   ├── controllers/         HTTP request / response handlers
│   ├── routes/              API endpoint definitions
│   ├── middleware/           Auth guards, error handling, rate limiting
│   └── utils/               Logger, helpers, seed scripts
│
└── review-engine-frontend   (React SPA — Vite + React 18)
    ├── components/           Reusable UI (atoms → organisms)
    ├── pages/                Full page views (dashboard, settings, admin)
    ├── hooks/                Custom React hooks for API calls
    ├── context/              Global state (auth, workspace, business)
    └── lib/                  API client, validators, utilities
  • All API queries are scoped to the user's workspace cross-tenant data leakage is structurally impossible
  • JWT tokens stored in HTTP-only Secure cookies inaccessible to JavaScript, preventing XSS-based theft
  • Google Business Profile reviews fetched and cached per workspace on demand
  • AI response generation runs server-side no LLM calls from the browser
  • GHL contact sync runs asynchronously status tracked per contact record in MongoDB
  • Messaging and scheduling logic runs on the backend the frontend only configures rules

Database Structure

The platform stores data across 8 core data models, all scoped by workspace for full tenant isolation.

ModelWhat It Stores
UserLogin credentials, roles, workspace association
WorkspaceBusiness settings, branding, subscription plan, subdomain, timezone, business hours
BusinessBusiness profile, Google Business Profile stats, connection status and OAuth tokens
ContactCustomer contacts, sync status, source, custom fields, messaging history
MessagingConfigReview request templates, follow-up templates, email/SMS signatures, branding assets
SchedulingConfigTiming rules, follow-up frequency, business hour preferences, day exclusions
AISettingsAI response style per sentiment type, moderation rules, custom prompts, approval mode
GHLIntegrationGoHighLevel API credentials, sync configuration, workflow trigger settings

Security Highlights

  • All sensitive credentials stored in AWS Secrets Manager — never hardcoded
  • Passwords hashed using bcrypt with a cost factor of 12
  • JWT tokens in HTTP-only, Secure cookies — inaccessible to JavaScript (XSS protection)
  • Access tokens: 24-hour expiry; refresh tokens: 30-day expiry
  • Every API query scoped to the user's workspace — no cross-tenant data leakage possible
  • Password reset links expire after 10 minutes and are single-use only
  • Cloudflare Turnstile CAPTCHA prevents automated bot signups
  • API responses never expose raw error stack traces or internal data
  • Content moderation: profanity filters and escalation keyword detection before AI responses post
  • express-rate-limit protects all public endpoints from API abuse
  • Google OAuth tokens stored securely server-side never exposed to the browser
  • Admin console: user impersonation with full audit visibility

Project Summary

Project TypeB2B SaaS Web Application
ArchitectureFull-Stack (REST API + React SPA)
Primary LanguageTypeScript (frontend and backend)
Backend FrameworkNode.js + Express.js
Frontend FrameworkReact 18 + Vite
DatabaseMongoDB
AuthenticationJWT + HTTP-only Cookies
Cloud ProviderAWS (Secrets Manager)
Key IntegrationsGoogle Business Profile, GoHighLevel CRM
DeploymentDocker-ready, Cloud-deployable
Business ModelMulti-tenant SaaS (Free / Basic / Pro / Enterprise)
Target MarketSMBs, Franchises, Marketing Agencies
Core ValueAutomate review collection, centralize management, generate AI responses
  • 8 core data models covering the full reputation management lifecycle
  • 3 AI response styles (Professional, Friendly, Casual) with per-sentiment tone control
  • Dual-channel outreach: SMS and email with fully customizable templates
  • Full multi-tenant workspace isolation each business operates independently
  • GoHighLevel CRM sync with real-time contact status tracking
  • Admin console with user impersonation for platform support
  • Docker-ready deployment on any cloud infrastructure

Review Engine is a production-grade platform with enterprise-level security, a clean modular architecture, and a complete feature set covering the entire review management lifecycle from the first customer contact to a published, AI-crafted response. It transforms reputation management from a reactive, time-consuming chore into a proactive, automated, and measurable business process that compounds over time.