Vantage

Vantage collects reviews from your Amazon and Shopify stores, scores their sentiment, and turns thousands of them into a weekly report telling you what customers are complaining about, what they love, and what to do about it.

Vantage works without any AI subscription. Sentiment scoring, weekly reports, themes, SWOT analysis and alerts all run on your own server with no external service. Connecting your own AI provider key is optional and upgrades the written analysis — see Settings & AI.

Where to start

Quick start

Eight numbered steps, about ten minutes, no terminal required.

Installation

The web installer in full, plus the command-line route and the cron entry.

Your first store

Connecting Amazon or Shopify and getting the first reviews in.

Email & notifications

What Vantage sends, how to test it, and how to put your own brand on it.

Optional integrations

Email providers, push notifications, live chat and AI — all optional.

Analytics

Trend, distribution, per-store comparison, collection health and spend.

Branding & public pages

Your name, mark and colors; your terms of service and privacy policy.

Your license

Entering your purchase code, and what every status means.

Two dashboards, one sign-in

Vantage has two surfaces, and which one you land on after signing in depends on who you are.

The dashboard at /app: the four headline figures, the sentiment trend with review volume behind it, and whatever currently needs attention.
The dashboard at /app: the four headline figures, the sentiment trend with review volume behind it, and whatever currently needs attention.

The dashboard — /app

The product. Everything a workspace does with its own reviews: the overview and analytics, alerts, reports, connecting and running stores, its own settings, and inviting colleagues. This is where nearly everyone spends their time.

The operator panel — /admin

The installation. Branding, legal pages, the licence, and the list of workspaces and accounts on this server. Only a super admin can open it, and nothing in the dashboard requires going there.

You will normally only need the dashboard. The operator panel exists because a self-hosted product has an owner as well as users — on a single-company install they are often the same person, signed in once, with a link between the two in the sidebar.

What you get

Automatic collection

Reviews pulled on a schedule from Amazon products, Shopify stores, or a CSV export from any other review app.

A weekly report. Every figure on it is computed in SQL from your own reviews; the AI is only ever asked for language.
A weekly report. Every figure on it is computed in SQL from your own reviews; the AI is only ever asked for language.

Weekly intelligence report

Sentiment breakdown, rating histogram, ranked complaint and praise themes with real customer quotes, SWOT, and a prioritized action list.

Alerts that mean something

Told when sentiment drops, negative reviews spike, ratings fall, or your review flow dries up — with a noise floor so you aren't pinged over three bad days.

Trends over time

Sentiment charted week by week across every store, with review volume behind it so you can tell a real shift from a small sample.

How it works

  1. You connect a store Give Vantage your Amazon ASINs or your Shopify storefront URL. It validates them immediately and collects the first batch of reviews right away.
  2. Vantage collects on a schedule By default once a day, politely — respecting robots.txt, spacing requests out, and backing off if a site pushes back. You never have to think about this.
  3. Every review is scored Each review gets a sentiment score from -1 to +1 and is tagged with the topics it discusses — shipping, packaging, build quality, battery life, and so on.
  4. A report lands weekly Covering the previous complete week, comparing it against the weeks before it, and telling you specifically what changed.
  5. You get alerted when something breaks Rather than finding out when you check the dashboard next month.

A note on the numbers

Everything numeric in a Vantage report — counts, averages, percentages, week-on-week changes, the rating histogram — is calculated directly from your review data. When an AI provider is connected, it is used only to write the words: naming themes, drafting the summary, reasoning about the SWOT.

This matters because it means a Vantage report cannot invent a statistic. If it says 38% of reviews mentioned shipping, that number came from counting.

Where to next