📊 Analytics & Growth by Kovotic Labs

Surface missing features from real complaints

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

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ReviewTrace uses AI to solve: Founders lack tooling to systematically mine one-star reviews and public complaints at scale to surface missing-feature signals before building, forci
Capabilities

Everything you need, nothing you don't

Real-time order monitoring — every event tracked automatically

AI-powered analysis — intelligent decisions without manual rules

ClusterAggregator with vector store upsert

Background automation — runs 24/7 without manual intervention

Visual dashboard — see everything at a glance

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 ReviewTrace from the Shopify App Store. Authorize the required permissions: read_customers, read_orders, read_products.
2
Open the Insights page to see your real-time monitoring dashboard. This is your command center for surface missing features from real complaints.
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. ReviewTrace 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
ReviewTrace 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 ReviewTrace work technically?
Event Ingestion AI Analysis
What Shopify data does ReviewTrace monitor?
ReviewTrace 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 ReviewTrace work with Shopify Plus?
Yes. ReviewTrace 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 ReviewTrace?
Absolutely. ReviewTrace uses encrypted database storage (AES-256 at rest, TLS 1.3 in transit), hashes all email addresses with SHA-256, and follows SOC2 compliance standards. Data is retained for 90 days by default, configurable in Settings.
What if ReviewTrace 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.
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