Apps tracked
Across five Shopify categories
Reviews analyzed (7d)
Up from 4,052 last week
Opportunities discovered (MTD)
High priority in integrations
Avg sentiment score
Weighted across monitored apps
New negative spikes
Flagged in support + loyalty
Opportunity radar
Top opportunity themes weighted by recency and magnitude
Merchants complain about missing AI-based automation in CRM integrations.
Trend over last 4 weeks
Teams cite slow onboarding flows and unclear setup tasks for enterprise plans.
Trend over last 4 weeks
Agencies want embedded chat assist workflows to triage tickets faster.
Trend over last 4 weeks
Operators request multi-store sync with upstream ERPs to avoid manual exports.
Trend over last 4 weeks
Weekly summary
AI synthesized highlights
Positive sentiment rising in analytics tools. Complaints increasing for slow onboarding flows.
Momentum
- Automation insights launch drove +6pt sentiment swing in Revenue Pilot.
- Inventory connectors stabilized escalations after workflow patch.
Watch outs
- Enterprise onboarding journeys remain the top friction for loyalty apps.
- CRM sync gaps resurfaced in two major agency portfolios.
Sentiment forecast
3-day outlook on category sentiment
Analytics
+2.1pts expected by Friday
76%
confidence
Loyalty
-1.4pts risk as onboarding backlog grows
64%
confidence
Customer Support
Stabilizing after last week's spike
58%
confidence
Sentiment trends
Category heatmap by week
Anomalies feed
Recent review spikes and sentiment swings
Support category spike
Support category saw +28% 1-star reviews this week.
Oct 29, 04:33 AM
Analytics delight
Analytics tools reported +17% growth in 5-star mentions after workflow launch.
Oct 28, 04:33 AM
Integration errors
Integration gap mentions increased 12% in CRM connectors cluster.
Oct 27, 04:33 AM
Loyalty praise
Loyalty programs earned +9% more positive sentiment around automation rewards.
Oct 26, 04:33 AM
Emerging topic detector
New keywords with the biggest lift
Watchlist summary
Volume vs sentiment for tracked apps
Revenue Pilot
Analytics
Net sentiment
74%
+6%Loyal Loop
Loyalty
Net sentiment
61%
-4%Inventory Orbit
Inventory
Net sentiment
65%
+2%Recent activity
Latest reviews and opportunity calls
Neutral review for Revenue Pilot
NEUTRALWe keep hitting limits when trying to pull historical data.
10/30/2025, 4:33:56 AM
Revenue Pilot
AnalyticsPositive review for Loyal Loop
POSITIVELoved how fast the insights updated after our campaigns.
10/29/2025, 4:33:56 AM
Loyal Loop
LoyaltyPositive review for Parcel Protect
POSITIVELoved how fast the insights updated after our campaigns.
10/28/2025, 4:33:56 AM
Parcel Protect
Customer SupportNeutral review for Inventory Orbit
NEUTRALWe keep hitting limits when trying to pull historical data.
10/27/2025, 4:33:56 AM
Inventory Orbit
InventoryPositive review for Revenue Pilot
POSITIVELoved how fast the insights updated after our campaigns.
10/26/2025, 4:33:56 AM
Revenue Pilot
AnalyticsTop opportunity drivers
Themes trending across monitored apps