For retail chains with 10–200 locations

Your reviews are trying
to tell you something.

Most retail managers see star ratings. ShelfSense hears what's beneath them — which products disappoint, which locations thrive, and what your competitors do better. Deployed in days. Priced for growth-stage chains.

AI text analytics across all platforms Location-level competitor benchmarking GDPR-native for European retail
★★★★★

"Store on Via Roma had the new espresso range. Great selection but the self-checkout was down again."

Google · Via Roma location · 2h ago
Self-checkout issue
★★★★☆

"Fresh produce section is best in the area. Staff are always helpful. Wish parking was bigger."

Google · Porta Pia location · 5h ago
Staff praised
★★★☆☆

"Waited 12 minutes at checkout. Competitor across the street was faster. Won't come back."

Trustpilot · Centrale location · 1d ago
Competitor mentioned
2.3B Global review management market (2024)
13% Annual growth — mid-market is fastest segment
5–9% Revenue lift per star on Yelp (Chatmeter data)

Reviews are data. Most retailers just don't read it.

ShelfSense turns every review into an actionable signal — at the product level, the location level, and the competitive level.

AI Text Analytics

Attribute reviews to specific products, departments, or staff interactions. See what customers actually talk about — not just the score.

Competitor Benchmarking

Daily scans of competitor reviews across Google, Trustpilot, and Yelp. Know where you're winning and where you're losing — by location.

Location-Level Dashboards

Not just brand-level scores. Drill into each store — who's up, who's down, and why. Empower store managers with their own data.

GDPR-Native Compliance

Built for European retail from day one. Automated retention policies, right-to-erasure workflows, and data residency — not bolt-on add-ons.

From reviews to decisions in three steps.

01

Connect your channels

One integration with Google Business Profile, Yelp, Trustpilot, and your POS. Reviews from all locations aggregate into a single inbox — no manual copying.

02

AI surfaces the signal

Our text analytics engine categorizes every review — product mentions, staff interactions, operational issues. Negative reviews from location X get an alert within minutes.

03

Act before customers do

Store managers get a weekly digest. HQ gets competitive trend reports. Respond to reviews in one click from the dashboard. Track recovery rate over time.

Most retail chains are flying blind on reviews. Birdeye is too expensive for growth-stage chains. Podium is too shallow. Everyone else is generic.

ShelfSense is built for the middle — the 10-to-200 location chains who need real intelligence, not an enterprise contract.

Your reviews know what's broken in your stores. Now they'll tell you.