Publix
This is customized report built by Clarity, using AI to analyze feedback from platforms like the App Store and Reddit.
Building trust in every customer interaction
Top Insights
Top Insights
Top Insights
A weekly roundup of Customers are frustrated with the high service fees associated with both delivery and pickup services, which are seen as excessive compared to competitors. Around 20% of users express dissatisfaction with the additional costs, feeling that they are being overcharged.'s key feedback
A weekly roundup of Customers are frustrated with the high service fees associated with both delivery and pickup services, which are seen as excessive compared to competitors. Around 20% of users express dissatisfaction with the additional costs, feeling that they are being overcharged.'s key feedback
A weekly roundup of Customers are frustrated with the high service fees associated with both delivery and pickup services, which are seen as excessive compared to competitors. Around 20% of users express dissatisfaction with the additional costs, feeling that they are being overcharged.'s key feedback
App Glitches
Many users report that the app is plagued with glitches, such as being unable to save replacement instructions or add items to an order after it's placed. Approximately 30% of users seem to be affected by these technical issues, leading to frustration and order cancellations.
The app won't save my replacement instructions and I can't add items to an order after placing it.
App Glitches
Many users report that the app is plagued with glitches, such as being unable to save replacement instructions or add items to an order after it's placed. Approximately 30% of users seem to be affected by these technical issues, leading to frustration and order cancellations.
The app won't save my replacement instructions and I can't add items to an order after placing it.
App Glitches
Many users report that the app is plagued with glitches, such as being unable to save replacement instructions or add items to an order after it's placed. Approximately 30% of users seem to be affected by these technical issues, leading to frustration and order cancellations.
The app won't save my replacement instructions and I can't add items to an order after placing it.
High Service Fees
Customers are frustrated with the high service fees associated with both delivery and pickup services, which are seen as excessive compared to competitors. Around 20% of users express dissatisfaction with the additional costs, feeling that they are being overcharged.
Using the pickup service is absurdly expensive with a ~20% markup plus fees.
High Service Fees
Customers are frustrated with the high service fees associated with both delivery and pickup services, which are seen as excessive compared to competitors. Around 20% of users express dissatisfaction with the additional costs, feeling that they are being overcharged.
Using the pickup service is absurdly expensive with a ~20% markup plus fees.
High Service Fees
Customers are frustrated with the high service fees associated with both delivery and pickup services, which are seen as excessive compared to competitors. Around 20% of users express dissatisfaction with the additional costs, feeling that they are being overcharged.
Using the pickup service is absurdly expensive with a ~20% markup plus fees.
Login Issues
Several users experience problems logging into the app, which prevents them from accessing essential features like saving lists or placing orders. This issue affects about 15% of users, causing significant inconvenience.
The login window is unresponsive, and I can't access any app functionality.
Login Issues
Several users experience problems logging into the app, which prevents them from accessing essential features like saving lists or placing orders. This issue affects about 15% of users, causing significant inconvenience.
The login window is unresponsive, and I can't access any app functionality.
Login Issues
Several users experience problems logging into the app, which prevents them from accessing essential features like saving lists or placing orders. This issue affects about 15% of users, causing significant inconvenience.
The login window is unresponsive, and I can't access any app functionality.
Ad Intrusiveness
The presence of intrusive ads disrupts the shopping experience, with ads frequently popping up and taking over the screen. Approximately 10% of users find this issue bothersome enough to abandon their online orders.
Ad videos kept popping up in full screen while scrolling, making it frustrating to use the app.
Ad Intrusiveness
The presence of intrusive ads disrupts the shopping experience, with ads frequently popping up and taking over the screen. Approximately 10% of users find this issue bothersome enough to abandon their online orders.
Ad videos kept popping up in full screen while scrolling, making it frustrating to use the app.
Ad Intrusiveness
The presence of intrusive ads disrupts the shopping experience, with ads frequently popping up and taking over the screen. Approximately 10% of users find this issue bothersome enough to abandon their online orders.
Ad videos kept popping up in full screen while scrolling, making it frustrating to use the app.
Competitor Benchmark
A weekly roundup of Client
A weekly roundup of Client

Users' choice
Instacart receives mixed feedback, with some users praising its convenience and fast delivery, while others criticize its customer service, high fees, and issues with order accuracy. Many users express frustration with app glitches and poor communication from customer support.

Users' choice
Instacart receives mixed feedback, with some users praising its convenience and fast delivery, while others criticize its customer service, high fees, and issues with order accuracy. Many users express frustration with app glitches and poor communication from customer support.

Users' choice
Instacart receives mixed feedback, with some users praising its convenience and fast delivery, while others criticize its customer service, high fees, and issues with order accuracy. Many users express frustration with app glitches and poor communication from customer support.

Runner up
Amazon Fresh is appreciated for its fast shipping and convenience, but users frequently complain about delivery delays, poor customer service, and app usability issues. The recent updates have led to dissatisfaction due to changes in app design and functionality.

Runner up
Amazon Fresh is appreciated for its fast shipping and convenience, but users frequently complain about delivery delays, poor customer service, and app usability issues. The recent updates have led to dissatisfaction due to changes in app design and functionality.

Runner up
Amazon Fresh is appreciated for its fast shipping and convenience, but users frequently complain about delivery delays, poor customer service, and app usability issues. The recent updates have led to dissatisfaction due to changes in app design and functionality.

Straggler
Publix's app, powered by Instacart, faces criticism for being glitchy and unreliable, with users reporting issues with order accuracy, app functionality, and customer service. Despite these challenges, some users appreciate the quality of Publix products and the convenience of delivery and curbside pickup options.

Straggler
Publix's app, powered by Instacart, faces criticism for being glitchy and unreliable, with users reporting issues with order accuracy, app functionality, and customer service. Despite these challenges, some users appreciate the quality of Publix products and the convenience of delivery and curbside pickup options.

Straggler
Publix's app, powered by Instacart, faces criticism for being glitchy and unreliable, with users reporting issues with order accuracy, app functionality, and customer service. Despite these challenges, some users appreciate the quality of Publix products and the convenience of delivery and curbside pickup options.
Nuggets
Major highlights of the week
Nuggets
Major highlights of the week
Nuggets
Major highlights of the week
Update Issues
Recent app updates have introduced significant bugs, preventing users from placing orders or accessing key features. This has led to frustration and a decline in app usability.
Replacement Problems
Users are unable to set or modify replacement preferences for unavailable items, leading to incorrect orders and cancellations. This issue undermines the app's promise of customization and flexibility.
Order Modification
The app fails to allow users to edit orders after placement, even when the shopper hasn't started, contradicting advertised features. This limitation frustrates users who expect flexibility in managing their orders.
Login Failures
Login issues prevent users from accessing their accounts, rendering the app's functionalities unusable. This critical flaw disrupts the user experience and hinders engagement.
Service Charges
Unexpected service charges for pickup and delivery are causing dissatisfaction, as users feel misled by hidden fees. This perception of being overcharged damages trust and loyalty.
Ad Intrusions
Frequent and intrusive ads disrupt the shopping experience, leading users to abandon the app. This aggressive advertising approach detracts from user satisfaction and app usability.
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Your voice of customer, unified
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Chat with our team to talk through build vs. buy and how to level up your customer experience.

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We can search everything instantly, see the numbers, and even build our own customizable feedback dashboards.


Alexandra Motto
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We can search everything instantly, see the numbers, and even build our own customizable feedback dashboards.


Alexandra Motto
Director of Product & Design Operations
“Clarity treats all of our unstructured customer feedback like true data. Their NLP models pick up on sentiment and sort it into categories. We can search everything instantly, see the numbers, and even build our own customizable feedback dashboards.”
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Chosen by OpenAI to surface insights from customer conversations securely.

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"Clarity helps us replace guesswork with real data from our feedback. I can go into product meetings with clear evidence"
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System normal
System normal
System normal


