High confidence · Latest 104 of 112 total reviews analyzed · Based on 112 reviews. Signal may be noisy.

Mixed

Recent user voice shows a mixed sentiment. Users appreciate automated ai suggestive writing provides professional and accurate customer responses during chat inquiries, but report persistent authentication failures force users to re-login repeatedly and block access to the dashboard.

Rating: 4.6

Reviews: 112

Confidence: high

How did the latest release land?

Overall
4.7/ 5
(20.6K)
Current version
4.8/ 5
+0.1 vs overall
(12.9K)
Main signal post-update: automated AI suggestive writing provides professional and accurate customer responses during chat inquiries.

Sentiment over time

Weekly average rating and review volume across stores, last 90 days.

How have ratings & review volume moved?

Rating, review sentiment, and total reviews over time, with release markers showing the post-launch impact.

Rating over time

Vertical markers = app releases. Hover any release for the post-release impact delta.

Review themes

Praise

What users love

  • Automated AI suggestive writing provides professional and accurate customer responses during chat inquiries
    • Users report the AI tool generates high-quality, relevant replies based on store inventory
    • Business owners note the feature significantly reduces manual typing effort
Complaint

Common complaints

  • Persistent authentication failures force users to re-login repeatedly and block access to the dashboard
    • Users report being logged out frequently without clear cause
    • Some owners are unable to access the app entirely due to stuck login screens
Request

Most requested

  • Advanced notification settings including a persistent ring feature for incoming customer chats
    • Users report missing messages because the current alert sound is too subtle

Disclosure: Independent intel to help mobile builders succeed.

AI-powered analysis with editorial review, built from publicly available sources. Marlvel.ai is not affiliated with, endorsed by, or sponsored by Shopify Inbox, its developer, the app publisher, Apple, or Google Play. All trademarks, logos, and screenshots referenced remain the property of their respective owners.

Data licensed under CC-BY-NC 4.0