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xplainable homepage with a headline that says 'AI feels complex. Explainable brings clarity.' Subheading describes the site as offering hands-on examples and visual guides for learning generative AI without a technical background. Two buttons read 'Explore Concepts' and 'About the Project.
xplainable homepage with a headline that says 'AI feels complex. Explainable brings clarity.' Subheading describes the site as offering hands-on examples and visual guides for learning generative AI without a technical background. Two buttons read 'Explore Concepts' and 'About the Project.
xplainable homepage with a headline that says 'AI feels complex. Explainable brings clarity.' Subheading describes the site as offering hands-on examples and visual guides for learning generative AI without a technical background. Two buttons read 'Explore Concepts' and 'About the Project.
xplainable homepage with a headline that says 'AI feels complex. Explainable brings clarity.' Subheading describes the site as offering hands-on examples and visual guides for learning generative AI without a technical background. Two buttons read 'Explore Concepts' and 'About the Project.
xplainable homepage with a headline that says 'AI feels complex. Explainable brings clarity.' Subheading describes the site as offering hands-on examples and visual guides for learning generative AI without a technical background. Two buttons read 'Explore Concepts' and 'About the Project.
xplainable homepage with a headline that says 'AI feels complex. Explainable brings clarity.' Subheading describes the site as offering hands-on examples and visual guides for learning generative AI without a technical background. Two buttons read 'Explore Concepts' and 'About the Project.

ClearPlate

Helping people with dietary restrictions connect with food vendors and eat with confidence.

Helping people with dietary restrictions connect with food vendors and eat with confidence.

Helping people with dietary restrictions connect with food vendors and eat with confidence.

Helping people with dietary restrictions connect with food vendors and eat with confidence.

Client

Personal Project

Season

Winter 2026

Timeline

1 week

project overview

project summary

ClearPlate is a platform that helps people with dietary restrictions and preferences quickly understand whether food items align with their needs—without social friction or guesswork. Guests scan menus or item labels to receive clear, visual feedback based on their saved preferences. Providers manage ingredient data once and gain tools that reduce staff burden while improving guest trust and operational insight. This was an intentionally time-boxed sprint focused on validating core interactions, data flows, and system logic rather than production-ready infrastructure.

team + role

Team: Solo Product Designer (concept, UX, UI, interaction design, data modeling)

challenges

Food allergy and dietary transparency is fragmented, inconsistent, and inaccessible in real-world dining environments. Existing solutions rely on static menus, QR PDFs, or staff knowledge — creating friction, safety risk, and exclusion for people with allergies and dietary restrictions. Vendors also lack scalable tools to manage ingredient data across changing menus and service contexts.

goals

Food allergy and dietary transparency is fragmented, inconsistent, and inaccessible in real-world dining environments. Existing solutions rely on static menus, QR PDFs, or staff knowledge — creating friction, safety risk, and exclusion for people with allergies and dietary restrictions. Vendors also lack scalable tools to manage ingredient data across changing menus and service contexts.

outcomes

Delivered a mobile-first platform that enables real-time dietary filtering, provider-managed ingredient data, and guest-safe access without requiring accounts. ClearPlate reduces cognitive load for users, improves food safety visibility, and creates a scalable transparency layer that bridges consumer needs with vendor operations.

project overview

project summary

ClearPlate is a platform that helps people with dietary restrictions and preferences quickly understand whether food items align with their needs—without social friction or guesswork. Guests scan menus or item labels to receive clear, visual feedback based on their saved preferences. Providers manage ingredient data once and gain tools that reduce staff burden while improving guest trust and operational insight. This was an intentionally time-boxed sprint focused on validating core interactions, data flows, and system logic rather than production-ready infrastructure.

team + role

Team: Solo Product Designer (concept, UX, UI, interaction design, data modeling)

challenges

Food allergy and dietary transparency is fragmented, inconsistent, and inaccessible in real-world dining environments. Existing solutions rely on static menus, QR PDFs, or staff knowledge — creating friction, safety risk, and exclusion for people with allergies and dietary restrictions. Vendors also lack scalable tools to manage ingredient data across changing menus and service contexts.

goals

Food allergy and dietary transparency is fragmented, inconsistent, and inaccessible in real-world dining environments. Existing solutions rely on static menus, QR PDFs, or staff knowledge — creating friction, safety risk, and exclusion for people with allergies and dietary restrictions. Vendors also lack scalable tools to manage ingredient data across changing menus and service contexts.

outcomes

Delivered a mobile-first platform that enables real-time dietary filtering, provider-managed ingredient data, and guest-safe access without requiring accounts. ClearPlate reduces cognitive load for users, improves food safety visibility, and creates a scalable transparency layer that bridges consumer needs with vendor operations.

project overview

project summary

ClearPlate is a platform that helps people with dietary restrictions and preferences quickly understand whether food items align with their needs—without social friction or guesswork. Guests scan menus or item labels to receive clear, visual feedback based on their saved preferences. Providers manage ingredient data once and gain tools that reduce staff burden while improving guest trust and operational insight. This was an intentionally time-boxed sprint focused on validating core interactions, data flows, and system logic rather than production-ready infrastructure.

team + role

Team: Solo Product Designer (concept, UX, UI, interaction design, data modeling)

challenges

Food allergy and dietary transparency is fragmented, inconsistent, and inaccessible in real-world dining environments. Existing solutions rely on static menus, QR PDFs, or staff knowledge — creating friction, safety risk, and exclusion for people with allergies and dietary restrictions. Vendors also lack scalable tools to manage ingredient data across changing menus and service contexts.

goals

Food allergy and dietary transparency is fragmented, inconsistent, and inaccessible in real-world dining environments. Existing solutions rely on static menus, QR PDFs, or staff knowledge — creating friction, safety risk, and exclusion for people with allergies and dietary restrictions. Vendors also lack scalable tools to manage ingredient data across changing menus and service contexts.

outcomes

Delivered a mobile-first platform that enables real-time dietary filtering, provider-managed ingredient data, and guest-safe access without requiring accounts. ClearPlate reduces cognitive load for users, improves food safety visibility, and creates a scalable transparency layer that bridges consumer needs with vendor operations.

project overview

project summary

ClearPlate is a platform that helps people with dietary restrictions and preferences quickly understand whether food items align with their needs—without social friction or guesswork. Guests scan menus or item labels to receive clear, visual feedback based on their saved preferences. Providers manage ingredient data once and gain tools that reduce staff burden while improving guest trust and operational insight. This was an intentionally time-boxed sprint focused on validating core interactions, data flows, and system logic rather than production-ready infrastructure.

team + role

Team: Solo Product Designer (concept, UX, UI, interaction design, data modeling)

challenges

Food allergy and dietary transparency is fragmented, inconsistent, and inaccessible in real-world dining environments. Existing solutions rely on static menus, QR PDFs, or staff knowledge — creating friction, safety risk, and exclusion for people with allergies and dietary restrictions. Vendors also lack scalable tools to manage ingredient data across changing menus and service contexts.

goals

Food allergy and dietary transparency is fragmented, inconsistent, and inaccessible in real-world dining environments. Existing solutions rely on static menus, QR PDFs, or staff knowledge — creating friction, safety risk, and exclusion for people with allergies and dietary restrictions. Vendors also lack scalable tools to manage ingredient data across changing menus and service contexts.

outcomes

Delivered a mobile-first platform that enables real-time dietary filtering, provider-managed ingredient data, and guest-safe access without requiring accounts. ClearPlate reduces cognitive load for users, improves food safety visibility, and creates a scalable transparency layer that bridges consumer needs with vendor operations.

discovery highlights

friction. idea. opportunity

is this a problem?

if so, who does it impact? how does it impact them?

discovery highlights

friction. idea. opportunity

is this a problem?

if so, who does it impact? how does it impact them?

discovery highlights

friction. idea. opportunity

is this a problem?

if so, who does it impact? how does it impact them?

discovery highlights

friction. idea. opportunity

is this a problem?

if so, who does it impact? how does it impact them?

process highlights

drafting with prompts

how can I shift from idea to iteration?

process highlights

drafting with prompts

how can I shift from idea to iteration?

process highlights

drafting with prompts

how can I shift from idea to iteration?

process highlights

drafting with prompts

how can I shift from idea to iteration?

feature highlights

item codes

In my original concept, I wanted to use qr codes for scanner to identify the items. To test the scanner with qr code items I needed to print them out.

this experience created questions

how might I make it easier for a vendor to print the labels?

what if I was a caterer and someone had forgotten the qr code labels?

what if I was a restaurant with a tightly packed menu list, where would they fit?

what if I was a guest and my phone was having trouble recognizing the code in different lighting conditions?

how might I simplify the process?

what if items were identified by short codes?
how might we keep the values unique in the app database?
what if each provider had a unique code?

tradeoff choice

This exploration led me to deprioritize QR-only identification in favor of short codes. Accepting one extra cognitive step for guests in order to reduce operational friction, printing complexity, and failure in real-world conditions.

guest pathways

For guests to have low barrier to entry for building a relationship. Authentication state changes experience depth, not system authority

guest accounts

requiring the guest to create an account before building trust will render the platform useless with barrier to entry too high

guest accounts can be beneficial for building a user base

gathering data on user preferences can provide providers with insights

what might incentivize a user to create an account?

building trust before requiring commitment

saving vendors they enjoyed or would like to visit

exploring vendors nearby that align with their requirements

tradeoff choice

prioritize building trust with low barrier to entry by no account requirement leverage that relationship and incentivize them to stay benefiting multiple stakeholders

outcomes + next steps

Here’s what shipped for MVP and next steps

feature highlights

item codes

In my original concept, I wanted to use qr codes for scanner to identify the items. To test the scanner with qr code items I needed to print them out.

this experience created questions

how might I make it easier for a vendor to print the labels?

what if I was a caterer and someone had forgotten the qr code labels?

what if I was a restaurant with a tightly packed menu list, where would they fit?

what if I was a guest and my phone was having trouble recognizing the code in different lighting conditions?

how might I simplify the process?

what if items were identified by short codes?
how might we keep the values unique in the app database?
what if each provider had a unique code?

tradeoff choice

This exploration led me to deprioritize QR-only identification in favor of short codes. Accepting one extra cognitive step for guests in order to reduce operational friction, printing complexity, and failure in real-world conditions.

guest pathways

For guests to have low barrier to entry for building a relationship. Authentication state changes experience depth, not system authority

guest accounts

requiring the guest to create an account before building trust will render the platform useless with barrier to entry too high

guest accounts can be beneficial for building a user base

gathering data on user preferences can provide providers with insights

what might incentivize a user to create an account?

building trust before requiring commitment

saving vendors they enjoyed or would like to visit

exploring vendors nearby that align with their requirements

tradeoff choice

prioritize building trust with low barrier to entry by no account requirement leverage that relationship and incentivize them to stay benefiting multiple stakeholders

outcomes + next steps

Here’s what shipped for MVP and next steps

feature highlights

item codes

In my original concept, I wanted to use qr codes for scanner to identify the items. To test the scanner with qr code items I needed to print them out.

this experience created questions

how might I make it easier for a vendor to print the labels?

what if I was a caterer and someone had forgotten the qr code labels?

what if I was a restaurant with a tightly packed menu list, where would they fit?

what if I was a guest and my phone was having trouble recognizing the code in different lighting conditions?

how might I simplify the process?

what if items were identified by short codes?
how might we keep the values unique in the app database?
what if each provider had a unique code?

tradeoff choice

This exploration led me to deprioritize QR-only identification in favor of short codes. Accepting one extra cognitive step for guests in order to reduce operational friction, printing complexity, and failure in real-world conditions.

guest pathways

For guests to have low barrier to entry for building a relationship. Authentication state changes experience depth, not system authority

guest accounts

requiring the guest to create an account before building trust will render the platform useless with barrier to entry too high

guest accounts can be beneficial for building a user base

gathering data on user preferences can provide providers with insights

what might incentivize a user to create an account?

building trust before requiring commitment

saving vendors they enjoyed or would like to visit

exploring vendors nearby that align with their requirements

tradeoff choice

prioritize building trust with low barrier to entry by no account requirement leverage that relationship and incentivize them to stay benefiting multiple stakeholders

outcomes + next steps

Here’s what shipped for MVP and next steps

feature highlights

item codes

In my original concept, I wanted to use qr codes for scanner to identify the items. To test the scanner with qr code items I needed to print them out.

this experience created questions

how might I make it easier for a vendor to print the labels?

what if I was a caterer and someone had forgotten the qr code labels?

what if I was a restaurant with a tightly packed menu list, where would they fit?

what if I was a guest and my phone was having trouble recognizing the code in different lighting conditions?

how might I simplify the process?

what if items were identified by short codes?
how might we keep the values unique in the app database?
what if each provider had a unique code?

tradeoff choice

This exploration led me to deprioritize QR-only identification in favor of short codes. Accepting one extra cognitive step for guests in order to reduce operational friction, printing complexity, and failure in real-world conditions.

guest pathways

For guests to have low barrier to entry for building a relationship. Authentication state changes experience depth, not system authority

guest accounts

requiring the guest to create an account before building trust will render the platform useless with barrier to entry too high

guest accounts can be beneficial for building a user base

gathering data on user preferences can provide providers with insights

what might incentivize a user to create an account?

building trust before requiring commitment

saving vendors they enjoyed or would like to visit

exploring vendors nearby that align with their requirements

tradeoff choice

prioritize building trust with low barrier to entry by no account requirement leverage that relationship and incentivize them to stay benefiting multiple stakeholders

outcomes + next steps

Here’s what shipped for MVP and next steps

status + reflection

project status

Current State:
A functional MVP with sample guest and provider databases, core flows implemented, and interaction logic validated.



Current State:
A functional MVP with sample guest and provider databases, core flows implemented, and interaction logic validated.



reflection

What went well:

Designing ClearPlate as a system—not just an app—made it possible to address guest safety, staff workload, and provider incentives simultaneously.

What I learned:

Accessibility challenges often emerge from social and operational friction, not just missing information. Designing for dignity and clarity can be as impactful as designing for efficiency.



What went well:

Designing ClearPlate as a system—not just an app—made it possible to address guest safety, staff workload, and provider incentives simultaneously.

What I learned:

Accessibility challenges often emerge from social and operational friction, not just missing information. Designing for dignity and clarity can be as impactful as designing for efficiency.