Total Wine & More
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 Users find updating product quantities in the cart cumbersome due to the reliance on plus and minus buttons, which leads to time-consuming refreshes. This issue affects around 5% of users.'s key feedback
A weekly roundup of Users find updating product quantities in the cart cumbersome due to the reliance on plus and minus buttons, which leads to time-consuming refreshes. This issue affects around 5% of users.'s key feedback
A weekly roundup of Users find updating product quantities in the cart cumbersome due to the reliance on plus and minus buttons, which leads to time-consuming refreshes. This issue affects around 5% of users.'s key feedback
Payment Options
A significant number of users express frustration with the lack of Apple Pay integration, which complicates the checkout process by requiring manual entry of credit card details. Approximately 10% of users are affected by this issue.
The app would be much better with ApplePay instead of manually entering credit card details.
Payment Options
A significant number of users express frustration with the lack of Apple Pay integration, which complicates the checkout process by requiring manual entry of credit card details. Approximately 10% of users are affected by this issue.
The app would be much better with ApplePay instead of manually entering credit card details.
Payment Options
A significant number of users express frustration with the lack of Apple Pay integration, which complicates the checkout process by requiring manual entry of credit card details. Approximately 10% of users are affected by this issue.
The app would be much better with ApplePay instead of manually entering credit card details.
Cart Management
Users find updating product quantities in the cart cumbersome due to the reliance on plus and minus buttons, which leads to time-consuming refreshes. This issue affects around 5% of users.
Updating product quantities in the cart is needlessly difficult and time-consuming.
Cart Management
Users find updating product quantities in the cart cumbersome due to the reliance on plus and minus buttons, which leads to time-consuming refreshes. This issue affects around 5% of users.
Updating product quantities in the cart is needlessly difficult and time-consuming.
Cart Management
Users find updating product quantities in the cart cumbersome due to the reliance on plus and minus buttons, which leads to time-consuming refreshes. This issue affects around 5% of users.
Updating product quantities in the cart is needlessly difficult and time-consuming.
Product Availability
Some users are disappointed by the unavailability of desired products, leading them to order from out-of-state competitors. This affects about 5% of users.
They rarely have what I want, forcing me to order from out of state.
Product Availability
Some users are disappointed by the unavailability of desired products, leading them to order from out-of-state competitors. This affects about 5% of users.
They rarely have what I want, forcing me to order from out of state.
Product Availability
Some users are disappointed by the unavailability of desired products, leading them to order from out-of-state competitors. This affects about 5% of users.
They rarely have what I want, forcing me to order from out of state.
Account Management
A few users experience difficulties with account management, such as resetting passwords and designating pickup persons, which hinders their shopping experience. Approximately 3% of users face this issue.
I couldn't reset my password or designate a pickup person due to errors.
Account Management
A few users experience difficulties with account management, such as resetting passwords and designating pickup persons, which hinders their shopping experience. Approximately 3% of users face this issue.
I couldn't reset my password or designate a pickup person due to errors.
Account Management
A few users experience difficulties with account management, such as resetting passwords and designating pickup persons, which hinders their shopping experience. Approximately 3% of users face this issue.
I couldn't reset my password or designate a pickup person due to errors.
Competitor Benchmark
A weekly roundup of Client
A weekly roundup of Client

Users' choice
Total Wine & More receives high praise for its vast selection, competitive prices, and excellent customer service. Users appreciate the convenience of the app, especially features like delivery and curbside pickup, although some find the app's interface challenging.

Users' choice
Total Wine & More receives high praise for its vast selection, competitive prices, and excellent customer service. Users appreciate the convenience of the app, especially features like delivery and curbside pickup, although some find the app's interface challenging.

Users' choice
Total Wine & More receives high praise for its vast selection, competitive prices, and excellent customer service. Users appreciate the convenience of the app, especially features like delivery and curbside pickup, although some find the app's interface challenging.

Runner up
Vivino is well-regarded for its wine tracking and review features, with users appreciating its ability to provide wine recommendations and price checks. However, recent updates have frustrated some users due to the removal of popular features and increased ads.

Runner up
Vivino is well-regarded for its wine tracking and review features, with users appreciating its ability to provide wine recommendations and price checks. However, recent updates have frustrated some users due to the removal of popular features and increased ads.

Runner up
Vivino is well-regarded for its wine tracking and review features, with users appreciating its ability to provide wine recommendations and price checks. However, recent updates have frustrated some users due to the removal of popular features and increased ads.

Straggler
Wine.com is favored for its extensive wine selection and reliable delivery service, with many users valuing the Stewardship program for free shipping. Some users, however, express dissatisfaction with the app's pricing and technical issues during checkout.

Straggler
Wine.com is favored for its extensive wine selection and reliable delivery service, with many users valuing the Stewardship program for free shipping. Some users, however, express dissatisfaction with the app's pricing and technical issues during checkout.

Straggler
Wine.com is favored for its extensive wine selection and reliable delivery service, with many users valuing the Stewardship program for free shipping. Some users, however, express dissatisfaction with the app's pricing and technical issues during checkout.
Nuggets
Major highlights of the week
Nuggets
Major highlights of the week
Nuggets
Major highlights of the week
Payment Options
The app lacks Apple Pay integration, forcing users to manually enter credit card details, which is inconvenient and time-consuming.
Cart Management
Updating product quantities in the cart is cumbersome due to reliance on plus/minus buttons, causing delays and frustration during order revisions.
Password Reset Issues
The password reset process is flawed, with users encountering errors and being unable to reset their passwords, hindering access to their accounts.
Product Availability
Certain desired products are consistently unavailable, leading to lost sales opportunities as customers seek alternatives elsewhere.
User Experience
The app's user interface is perceived as unfriendly and complex, causing stress and dissatisfaction during the ordering process.
Account Management
Users face difficulties when trying to designate a pickup person, with the app failing to accept their input, complicating the pickup process.
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How leading brands use Clarity
How leading brands use Clarity
20 million
Monthly Customers
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.”
20 million
Monthly Customers
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.”
20 million
Monthly Customers
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.”
126 million
global subscribers
126 million
global subscribers
126 million
global subscribers

700 million
weekly active customers
Chosen by OpenAI to surface insights from customer conversations securely.

700 million
weekly active customers
Chosen by OpenAI to surface insights from customer conversations securely.

700 million
weekly active customers
Chosen by OpenAI to surface insights from customer conversations securely.
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Jen Barwick
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"Clarity helps us replace guesswork with real data from our feedback. I can go into product meetings with clear evidence"
Clarity cuts VoC analysis time by 55%, helping Minoan prioritize high-impact features fast

Jen Barwick
Head of Customer Experience
"Clarity helps us replace guesswork with real data from our feedback. I can go into product meetings with clear evidence"
Clarity cuts VoC analysis time by 55%, helping Minoan prioritize high-impact features fast

Jen Barwick
Head of Customer Experience
"Clarity helps us replace guesswork with real data from our feedback. I can go into product meetings with clear evidence"

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weekly active customers
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System normal
System normal
System normal


