Pantry Pal is a AI-powered pantry app designed to make cooking more accessible and affordable by helping users track ingredients, reduce food waste, and create meals using what they already have.

Pantry Pal is a AI-powered pantry app designed to make cooking more accessible and affordable by helping users track ingredients, reduce food waste, and create meals using what they already have.

Roles

UX Designer

UI Designer

Product Strategist

Roles

UX Designer

UI Designer

Product Strategist

Roles

UX Designer

UI Designer

Product Strategist

Team Members
Jennie Le,

Audrey Ostrom

Anvitha Goli

Alison C.

Team Members
Jennie Le,

Audrey Ostrom

Anvitha Goli

Alison C.

Team Members
Jennie Le

Audrey Ostrom

Anvitha Goli

Alison C.

Duration
4 Weeks

Duration
4 Weeks

Skills

Interaction Design
Prototyping
Design Systems
Wireframing

Skills

Interaction Design
Prototyping
Design Systems
Wireframing

Skills
Interaction Design
Prototyping
Design Systems
Wireframing

Duration
4 Weeks

The Problem

The Problem

For many students, busy households, and budget-conscious individuals, cooking is more than just making meals, it’s a daily responsibility tied to time, money, and well-being.

For many students, busy households, and budget-conscious individuals, cooking is more than just making meals, it’s a daily responsibility tied to time, money, and well-being.

For many students, busy households, and budget-conscious individuals, cooking is more than just making meals, it’s a daily responsibility tied to time, money, and well-being.

Yet, managing ingredients, planning meals, and keeping track of what’s already in the pantry can feel overwhelming, often leading to unnecessary food waste and added stress.

This project was born from shared experiences of forgotten groceries, limited budgets, and the desire to cook more sustainably, while lacking tools that make everyday cooking feel simple, accessible, and intentional.

Yet, managing ingredients, planning meals, and keeping track of what’s already in the pantry can feel overwhelming, often leading to unnecessary food waste and added stress.

This project was born from shared experiences of forgotten groceries, limited budgets, and the desire to cook more sustainably, while lacking tools that make everyday cooking feel simple, accessible, and intentional.

Yet, managing ingredients, planning meals, and keeping track of what’s already in the pantry can feel overwhelming, often leading to unnecessary food waste and added stress.

This project was born from shared experiences of forgotten groceries, limited budgets, and the desire to cook more sustainably, while lacking tools that make everyday cooking feel simple, accessible, and intentional.

How Might We…

"How might we make managing your fridge feel simple, visual, and enjoyable?"

How Might We?

People often forget what ingredients they already own, leading to food waste and decision fatigue.

To achieve this, our team focused on a set of core design objectives that guided every decision throughout the sprint.

"How might we make managing your fridge feel simple, visual, and enjoyable?"

"How might we make managing your fridge feel simple, visual, and enjoyable?"

People often forget what ingredients they already own, leading to food waste and decision fatigue. Existing apps rely heavily on manual entry, creating friction and low retention.

To achieve this, our team focused on a set of core design objectives that guided every decision throughout the sprint.

People often forget what ingredients they already own, leading to food waste and decision fatigue. Existing apps rely heavily on manual entry, creating friction and low retention.

To achieve this, our team focused on a set of core design objectives that guided every decision throughout the sprint.

How Might We


Reduce Friction in Food Awareness

Help users quickly understand what food they already have without requiring manual input or long setup flows. By prioritizing visual capture and confirmation over typing.

Reduce Friction in Food Awareness

Help users quickly understand what food they already have without requiring manual input or long setup flows. By prioritizing visual capture and confirmation over typing.

Reduce Friction in Food Awareness

Help users quickly understand what food they already have without requiring manual input or long setup flows. By prioritizing visual capture and confirmation over typing.


Support Confident, Low-Stress Decision Making

Through personalized recommendations and flexible filtering, the app helps users move from “What should I cook?” to a confident choice in seconds.

Support Confident, Low-Stress Decision Making

Through personalized recommendations and flexible filtering, the app helps users move from “What should I cook?” to a confident choice in seconds.


Support Confident, Low-Stress Decision Making

Through personalized recommendations and flexible filtering, the app helps users move from “What should I cook?” to a confident choice in seconds.


Build Trust Through User Control & Transparency

Balance automation with human oversight by allowing users to confirm, edit, and customize detected ingredients and preferences.

Build Trust Through User Control & Transparency

Balance automation with human oversight by allowing users to confirm, edit, and customize detected ingredients and preferences.

The Research

The Research

The Research

Understanding user goals and pain points.

Understanding user goals and pain points.

Understanding user goals and pain points.

Research Procedures & Statistics
We listened to 20+ students and busy home cooks—and their frustration was undeniable.

Through 25 user surveys and 3 user interviews, we gathered insights from people with diverse lifestyles and budgets to better understand challenges around meal planning, pantry organization, food waste, and the tools they wish existed to make cooking easier and more sustainable.

Research Procedures & Statistics
We listened to 20+ students and busy home cooks—and their frustration was undeniable.

Through 25 user surveys and 3 user interviews, we gathered insights from people with diverse lifestyles and budgets to better understand challenges around meal planning, pantry organization, food waste, and the tools they wish existed to make cooking easier and more sustainable.

Research Procedures & Statistics
We listened to 20+ students and busy home cooks—and their frustration was undeniable.

Through 25 user surveys and 3 user interviews, we gathered insights from people with diverse lifestyles and budgets to better understand challenges around meal planning, pantry organization, food waste, and the tools they wish existed to make cooking easier and more sustainable.

68%

of participants reported forgetting ingredients they already owned

68%

of participants reported forgetting ingredients they already owned

68%

of participants reported forgetting ingredients they already owned

72%

felt meal planning was stressful or time-consuming

72%

felt meal planning was stressful or time-consuming

72%

felt meal planning was stressful or time-consuming

80%

of people don’t know what’s in their fridge when grocery shopping.

80%

of people don’t know what’s in their fridge when grocery shopping.

80%

of people don’t know what’s in their fridge when grocery shopping.

60%

of food waste happens because food is forgotten or unused in fridges

60%

of food waste happens because food is forgotten or unused in fridges

60%

of food waste happens because food is unused in fridges

User Interviews

User Interviews

User Interviews

Feedback on reducing decision fatigue and improving visibility into available ingredients

Feedback on reducing decision fatigue and improving visibility into available ingredients

Feedback on reducing decision fatigue and improving visibility into available ingredients

Users shared that cooking often starts with good intentions but quickly becomes stressful when they can’t remember what’s in their fridge or pantry. Many described decision fatigue after long days and said they wanted a tool that felt supportive rather than overwhelming.

Users shared that cooking often starts with good intentions but quickly becomes stressful when they can’t remember what’s in their fridge or pantry. Many described decision fatigue after long days and said they wanted a tool that felt supportive rather than overwhelming.

Users shared that cooking often starts with good intentions but quickly becomes stressful when they can’t remember what’s in their fridge or pantry. Many described decision fatigue after long days and said they wanted a tool that felt supportive rather than overwhelming.

“I wish I could just see everything in my fridge at once and get ideas without having to think too much.”


“I wish I could just see everything in my fridge at once and get ideas without having to think too much.”

“I wish I could just see everything in my fridge at once and get ideas without having to think too much.

“Most cooking apps feel overwhelming. I want something simple that works with what I already have.”

“Most cooking apps feel overwhelming. I want something simple that works with what I already have.”

“Most cooking apps feel overwhelming. I want something simple that works with what I already have.”

“I usually buy groceries and then forget what I already have, so I end up wasting food without realizing it."

“I usually buy groceries and then forget what I already have, so I end up wasting food without realizing it."

“I usually buy groceries and then forget what I already have, so I end up wasting food without realizing it."

Research Synthesis

Research Synthesis

Sorting through the notes, quotes, observations, and research data by creating an affinity map.

Sorting through the notes, quotes, observations, and research data by creating an affinity map.

Sorting through the notes, quotes, observations, and research data by creating an affinity map.

Competitive Analysis

Competitive Analysis

Current food apps fail to support everyday cooking with the ingredients users already have. Recipe platforms often suggest meals that require extra ingredients, while grocery apps encourage users to buy more rather than reduce waste.

Because these tools are not connected, users still struggle to decide what to cook and often forget ingredients they already own. This leads to decision fatigue, wasted food, and unnecessary spending.

Current food apps fail to support everyday cooking with the ingredients users already have. Recipe platforms often suggest meals that require extra ingredients, while grocery apps encourage users to buy more rather than reduce waste.

Because these tools are not connected, users still struggle to decide what to cook and often forget ingredients they already own. This leads to decision fatigue, wasted food, and unnecessary spending.

Current food apps fail to support everyday cooking with the ingredients users already have. Recipe platforms often suggest meals that require extra ingredients, while grocery apps encourage users to buy more rather than reduce waste.

Because these tools are not connected, users still struggle to decide what to cook and often forget ingredients they already own. This leads to decision fatigue, wasted food, and unnecessary spending.

Research Overview

Research Overview

Challenges in Finding Relevant Recipes


Users often struggle to find recipes that fit the ingredients they already have, dietary restrictions, or time constraints, making cooking feel overwhelming or inaccessible.

Challenges in Finding Relevant Recipes


Users often struggle to find recipes that fit the ingredients they already have, dietary restrictions, or time constraints, making cooking feel overwhelming or inaccessible.

Challenges in Finding Relevant Recipes

Users often struggle to find recipes that fit the ingredients they already have, dietary restrictions, or time constraints, making cooking feel overwhelming or inaccessible

Lack of Guidance and Personalized Recommendations


Many users don’t know where to start when planning meals or trying new recipes, leading to repetitive meals and missed opportunities to use ingredients efficiently.

Lack of Guidance and Personalized Recommendations


Many users don’t know where to start when planning meals or trying new recipes, leading to repetitive meals and missed opportunities to use ingredients efficiently.

Lack of Guidance and Personalized Recommendations


Many users don’t know where to start when planning meals or trying new recipes, leading to repetitive meals and missed opportunities to use ingredients efficiently.

Frustrating and Cluttered Cooking Platforms


Mainstream recipe apps often overwhelm users with ads, irrelevant content, poorly organized features, leaving them frustrated and less motivated to cook.

Frustrating and Cluttered Cooking Platforms


Mainstream recipe apps often overwhelm users with ads, irrelevant content, poorly organized features, leaving them frustrated and less motivated to cook.

Frustrating and Cluttered Cooking Platforms


Mainstream recipe apps often overwhelm users with ads, irrelevant content, poorly organized features, leaving them frustrated and less motivated to cook.

User Journey Flow Map

User Journey Flow Map

Mapping the user flow.

Mapping the user flow.

Mapping the user flow.

Based on research, Pantry Pal users prioritize quick access to nearby food resources and saving reliable information for later use. The user journey begins with a simple onboarding process and revisiting saved resources, followed by discovering food pantries, viewing pantry details, saving locations, revisiting saved resources for future planning.

Based on research, Pantry Pal users prioritize quick access to nearby food resources and saving reliable information for later use. The user journey begins with a simple onboarding process and revisiting saved resources, followed by discovering food pantries, viewing pantry details, saving locations, revisiting saved resources for future planning.

Low Fidelity Wireframes

Low Fidelity Wireframes

Going back to the basics.

At this stage, I narrowed the Pantry Pal prototype to the Home, Profile, and Pantry screens and gathered early user feedback. I guided users through the prototype to observe:

  • How intuitive the layout felt

  • What features or information they felt were missing

  • Their overall experience navigating the screens

At this stage, I narrowed the Pantry Pal prototype to the Home, Profile, and Pantry screens and gathered early user feedback. I guided users through the prototype to observe:

  • How intuitive the layout felt

  • What features or information they felt were missing

  • Their overall experience navigating the screens

At this stage, I narrowed the Pantry Pal prototype to the Home, Profile, and Pantry screens and gathered early user feedback. I guided users through theprototype to observe:

  • How intuitive the layout felt

  • What features or information they felt were missing

  • Their overall experience navigating the screens

Wireframe Outcomes:

Positive: The overall layout was generally well received, and users felt the main flow of taking a photo and confirming ingredients was clear and easy to follow.

Negative: Some screens felt overwhelming due to the amount of information and choices presented at once. Users found certain steps less intuitive, such as navigating long ingredient lists, understanding navigation icons without labels, and encountering multiple options before seeing recipe results. This made the experience feel slightly heavy for first-time users.

Wireframe Outcomes:

Positive: The overall layout was generally well received, and users felt the main flow of taking a photo and confirming ingredients was clear and easy to follow.

Negative: Some screens felt overwhelming due to the amount of information and choices presented at once. Users found certain steps less intuitive, such as navigating long ingredient lists, understanding navigation icons without labels, and encountering multiple options before seeing recipe results. This made the experience feel slightly heavy for first-time users.

Wireframe Outcomes:

Positive: The overall layout was generally well received, and users felt the main flow of taking a photo and confirming ingredients was clear and easy to follow.

Negative: Some screens felt overwhelming due to the amount of information and choices presented at once. Users found certain steps less intuitive, such as navigating long ingredient lists, understanding navigation icons without labels, and encountering multiple options before seeing recipe results. This made the experience feel slightly heavy for first-time users.

Branding and Design System

Branding and Design System

From pantry to palette.

Mapping the user flow.

Based on research, Pantry Pal users prioritize quick access to nearby food and saving reliable information for later use. The user journey begins with a simple onboarding process, followed by discovering food pantries, viewing pantry details, saving locations, and revisiting saved resources for future planning.

Based on research, Pantry Pal users prioritize quick access to nearby food and saving reliable information for later use. The user journey begins with a simple onboarding process, followed by discovering food pantries, viewing pantry details, saving locations, and revisiting saved resources for future planning.

User Testing and Iteration

User Testing and Iteration

Let's iterate!

Let's iterate!

After user testing, we received feedback that the navbar felt empty and the labels were confusing. Edits were made to simplify the design, since our first version was problematic, making the interface clearer and easier to use.

After user testing, we received feedback that the navbar felt empty and the labels were confusing. Edits were made to simplify the design, since our first version was problematic, making the interface clearer and easier to use.

Recipe Level Page

Recipe Level Page

Instead of a separate pop-up for Level 1 recipes, we use one accordion. Clicking the arrow expands the section to show the recipe details—like name, ingredients, and prep time—based on the selected recipe level.

Instead of a separate pop-up for Level 1 recipes, we use one accordion. Clicking the arrow expands the section to show the recipe details—like name, ingredients, and prep time—based on the selected recipe level.

Filter Options Pop-up

Filter Options Pop-up

To reduce screen clutter, we consolidated all filter options into a single pop-up. This allowed users to quickly adjust preferences without leaving the page, resulting in a cleaner layout and faster decision-making.

To reduce screen clutter, we consolidated all filter options into a single pop-up. This allowed users to quickly adjust preferences without leaving the page, resulting in a cleaner layout and faster decision-making.

What changes to the user flow help users move faster from onboarding to actionable food information?

Based on user feedback, we added visual labels to scanned item images so users could quickly see what ingredients they have and what they’re missing. This made fridge scanning faster, reduced extra taps, and helped users plan meals more easily.

Based on user feedback, we added visual labels to scanned item images so users could quickly see what ingredients they have and what they’re missing. This made fridge scanning faster, reduced extra taps, and helped users plan meals more easily.

What changes to the user flow help users move faster from onboarding to actionable food information?

The Solution

The Solution

Final Design Walkthrough

Final Design Walkthrough

Onboarding

A simple and welcoming introduction to PantryPal.

The onboarding briefly explains how to use the app, then guides users directly to the dashboard. From there, users can browse food categories, access recent favorites, and view personalized recommendations—making it easy to get started right away.

Onboarding

A simple and welcoming introduction to PantryPal.

The onboarding briefly explains how to use the app, then guides users directly to the dashboard. From there, users can browse food categories, access recent favorites, and view personalized recommendations—making it easy to get started right away.

Item Scanning

Instant ingredient recognition, powered by smart scanning.

Users can snap a photo of their fridge or upload an image from their camera roll, and PantryPal automatically scans and identifies ingredients in seconds—turning everyday groceries into ready-to-use pantry items with zero effort.

Item Scanning

Instant ingredient recognition, powered by smart scanning.

Users can snap a photo of their fridge or upload an image from their camera roll, and PantryPal automatically scans and identifies ingredients in seconds—turning everyday groceries into ready-to-use pantry items with zero effort.

Ingredient Review

Full control over your scanned pantry.

After scanning, users can review and select the ingredients they have, remove any items added by mistake, and easily add missing ingredients using quick-access buttons. Once confirmed, users unlock personalized recipe pages based on their available ingredients.

Ingredient Review

Full control over your scanned pantry.

After scanning, users can review and select the ingredients they have, remove any items added by mistake, and easily add missing ingredients using quick-access buttons. Once confirmed, users unlock personalized recipe pages based on their available ingredients.

Recipe Discovery

Cook your way, at your own skill level.

Users can browse recipes by difficulty, from easy to advanced. Each recipe includes an ingredient list, step-by-step visuals, and optional video tutorials. Recipes can be favorited and saved to personalized collections for easy access later.

Recipe Discovery

Cook your way, at your own skill level.

Users can browse recipes by difficulty, from easy to advanced. Each recipe includes an ingredient list, step-by-step visuals, and optional video tutorials. Recipes can be favorited and saved to personalized collections for easy access later.

The Conclusion

The Conclusion

Pantry Pal was one of my earliest design projects and held strong personal significance. Created through a collaborative classroom design process, the project stemmed from my own struggles with cooking as a college student.

I aimed to design a solution that reduces stress, food waste, and decision fatigue in the kitchen, demonstrating how intentional design can make everyday routines feel more approachable and intuitive.

Pantry Pal was one of my earliest design projects and held strong personal significance. Created through a collaborative classroom design process, the project stemmed from my own struggles with cooking as a college student.
I aimed to design a solution that reduces stress, food waste, and decision fatigue in the kitchen, demonstrating how intentional design can make everyday routines feel more approachable and intuitive.

Lessons that I've learned…

Lessons that I've learned…

Inclusive Food Perspectives: Conducting deeper research into varied eating habits and expanding support for vegetarian, vegan, and gluten-free lifestyles would have made Pantry Pal more inclusive and reflective of real users.

Inclusive Food Perspectives: Conducting deeper research into varied eating habits and expanding support for vegetarian, vegan, and gluten-free lifestyles would have made Pantry Pal more inclusive and reflective of real users.

Research Constraints: With only a month to complete the project, we weren’t able to conduct as many user interviews or testing sessions as we would have liked. A longer timeline with more structured research coordination would have strengthened our design decisions and validation process.

Research Constraints: With only a month to complete the project, we weren’t able to conduct as many user interviews or testing sessions as we would have liked. A longer timeline with more structured research coordination would have strengthened our design decisions and validation process.

Usability First: This project reinforced how important it is to prioritize clarity and ease of use. Simplifying flows and continuously testing for user-friendliness would have reduced friction and made the experience feel more intuitive for a wider range of users.

Usability First: This project reinforced how important it is to prioritize clarity and ease of use. Simplifying flows and continuously testing for user-friendliness would have reduced friction and made the experience feel more intuitive for a wider range of users.

If we had more time…

If we had more time…

Future directions for Pantry Pal include smarter recipe suggestions based on what users already have, along with better support for diverse dietary preferences and busy schedules. Adding light community features like shared recipes, meal inspiration, and saveable collections could encourage ongoing engagement and make cooking feel less isolating.

Working on Pantry Pal was a meaningful early design experience. I’m grateful for my teammates and the collaborative classroom environment that helped shape this project into something both practical and personal!

Future directions for Pantry Pal include smarter recipe suggestions based on what users already have, along with better support for diverse dietary preferences and busy schedules. Adding light community features like shared recipes, meal inspiration, and saveable collections could encourage ongoing engagement and make cooking feel less isolating.

Working on Pantry Pal was a meaningful early design experience. I’m grateful for my teammates and the collaborative classroom environment that helped shape this project into something both practical and personal!

Thank you for reading!

Thank you for reading!

thanks for visiting!
designed and vibe coded by jennie ♥
thanks for visiting!
designed and vibe coded by jennie ♥
thanks for visiting!
designed & vibe coded by jennie ♥