📊 Analytics & Growth by Kovotic Labs

Make your reviews visible to AI

ReviewSurface — powered by intelligent LLM reasoning, not static rule chains.

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ReviewSurface uses AI to solve: Product reviews rendered via JavaScript are invisible to LLMs and AI-driven discovery tools, causing merchants to lose AI-referral traffic despite hav
Capabilities

Everything you need, nothing you don't

Secure authentication with Shopify OAuth

Playwright JS-Visibility Auditor

AI-powered analysis — intelligent decisions without manual rules

Shopify Metafield + ScriptTag Injector

Real-time order monitoring — every event tracked automatically

Pricing

Simple, transparent pricing

Starter

$29/mo + usage
  • Up to 100 events/month
  • All core integrations
  • Email support
  • 7-day free trial
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Pro

$199/mo + usage
  • Up to 5,000 events/month
  • Advanced automated operations
  • Priority support with SLA
  • 7-day free trial
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Early Access

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Resources

Merchant Resource Center

Quick Start Guide

1
Install ReviewSurface from the Shopify App Store. Authorize the required permissions: read_content, read_products, write_script_tags.
2
Open the Insights page to see your real-time monitoring dashboard. This is your command center for make your reviews visible to ai.
3
Navigate to Dashboard for detailed data tables. Review individual events, drill into specifics, and take manual actions when needed.
4
Go to Settings to configure your thresholds, alert preferences (email/Slack), and automation rules. ReviewSurface works out of the box, but fine-tuning improves accuracy.
5
Use Team Management to add staff members with role-based access (Viewer, Editor, Admin). Control who can see data vs. who can take actions.
6
ReviewSurface automatically starts monitoring your store via orders/create and orders/updated and CUSTOMERS_DATA_REQUEST and CUSTOMERS_REDACT and SHOP_REDACT events. No additional configuration needed — data flows within seconds of installation.

Estimated setup time: 5 minutes

Frequently Asked Questions

How does ReviewSurface work technically?
Event Ingestion AI Analysis
What Shopify data does ReviewSurface monitor?
ReviewSurface automatically monitors fires when a new order is placed and fires when an existing order is modified and gdpr: customer data export. This happens in real-time — no manual setup required.
Does ReviewSurface work with Shopify Plus?
Yes. ReviewSurface is fully compatible with Shopify Plus, including multi-store setups, custom checkout flows, and advanced API access. Enterprise features like role-based access control (RBAC) and audit logging are available on higher tiers.
Is my store data secure with ReviewSurface?
Yes. Merchant data is stored on isolated infrastructure, transmitted over HTTPS, and retained only as long as needed to deliver the app's functionality. Retention defaults to 90 days and is configurable in Settings.
What if ReviewSurface isn't showing data?
The most common issue is missing api scopes. "Cannot initialize Shopify API Library" error on app load. Check your app settings and ensure all required permissions are granted. Contact support@kovotic.io if the issue persists.
AI
ReviewSurface Assistant
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