Close Cookie Popup
Cookie settings
By clicking "Accept all cookies", you agree to storing cookies on your device to enhance site navigation, analyze site usage and assist in our marketing efforts as outlined in our privacy policy.
Accept all cookiesCookie settings
Close Cookie Preference Manager
Cookie settings
By clicking 'Accept all cookies', you agree to storing cookies on your device to enhance site navigation, analyze site usage and assist in our marketing efforts as outlined in our privacy policy.
Strictly necessary (always active)
Cookies required to enable basic website functionality.
Accept all cookiesSave settings
Templates

Review & Shopper Insights

Mine reviews and product Q&A to surface unmet needs, defects, and content gaps.

Use this template

What this does

  • Mines reviews and product Q&A across your products and competitors
  • Surfaces unmet needs, recurring defects, and content gaps
  • Feeds findings to product, merchandising, and sales enablement teams
  • Every insight links to the reviews behind it, with a confidence score per theme

How to use this template

  1. Connect your product catalog
  2. Select the products and competitors to mine
  3. Run the insight analysis
  4. Review themes and route actions to your teams

Best for: brands and retailers turning shopper signals into content and product actions.

‍

Data Source

Connect Catalog

Connect your product catalog and select products and competitors to mine.

Mine

Mine Reviews & Q&A

Collect reviews and product questions across channels.

Cluster

Find Themes

Group signals into unmet needs, defects, and content gaps.

Compare

Benchmark Signals

Compare your products against competitors on each theme.

Prioritize

Rank by Impact

Rank themes by frequency and revenue impact.

Output

Route Actions

Deliver themed insights with linked evidence and confidence scores.

More templates to explore.

AI Query Intent Generation

Generate real buyer queries to test and improve AI visibility.

AI Search & Visibility

New Product Launch Accelerator

Turn minimal product inputs into complete, approved and publish-ready product pages.

E-commerce Optimization

Supplier Onboarding QA

Check new supplier feeds for gaps and conflicts before they enter your catalog.

Product Data Quality & Governance
Supplier Onboarding

New Product Onboarding

Turn minimal supplier inputs into complete, channel ready listings.

Supplier Onboarding

Ready to try a template?

Start building with Trustana at scale.
Book a demo today
Explore features