Inspiration

Our product was motivated by our own experiences and the alarming statistics we encountered during our research. Like many, we've struggled with meal planning – not knowing what to cook, how to stretch a limited budget, and how to be efficient with our time while still eating nutritiously. But for the 41 million Americans on SNAP benefits, these challenges are magnified. We discovered that 61% of SNAP recipients cite the high cost of healthy food as their primary barrier to good nutrition, while another 11% struggle with limited cooking skills. When we learned that many families exhaust their benefits within the first two weeks of the month, creating a cycle of food insecurity, we knew we needed to create a solution that addresses these specific pain points. Claude-atouille was born from our desire to leverage AI technology to solve these real-world problems, particularly for those in vulnerable positions.

What it does

Claude-atouille takes in user feedback about their dietary preferences and restrictions, their budget constraints, and the availability of the grocery stores around them to generate recipes and grocery lists. These recipes and ingredients are built to be simple and intuitive, with consideration of time and budget throughout. To make things even easier, Claude-atouille also provides the locations of the nearest SNAP/EBT grocery stores around you. Ultimately, it aims to simplify a often stressful part of one's day: figuring out what to eat.

Key features include:

  • Cost-optimized recipe generation: Recipes are specifically designed to maximize nutritional value while meeting strict budget constraints
  • Ingredient flexibility: The app works with whatever ingredients users already have available through our pantry photo analysis feature
  • Skill-appropriate instructions: Step-by-step guidance designed for various cooking skill levels and equipment limitations
  • Benefit cycle planning: meal plans designed to stretch SNAP benefits across the entire month
  • SNAP/EBT location services: Integration with USDA data to identify the nearest SNAP/EBT eligible retailers
  • Shopping list optimization: Automatically generated shopping lists with price estimates and substitution options

How we built it

To build this app, we used TypeScript and React on the front-end with Javascript/Node.js on the backend. To generate the recipes and consider proximity to SNAP/EBT eligible grocery stores, we used an API provided by the USDA and, of course, Claude.

Challenges we ran into

Unfortunately, we were mildly limited in how accurate our information was, specifically the ingredient prices. These are by nature highly variable and context dependent. Without good, open-source APIs to use as tools to gather prices, we were highly dependent on Claude's natural abilities.

Accomplishments that we're proud of

Nonetheless we are proud of our finished app and the features that we were able to focus on. For example, the map integration, considerations of diet, and photo uploading capabilities were features that we highly valued and were excited to create.

What we learned

The greatest thing we've learned from this has been how to implement the Claude API most efficiently and effectively. We discovered that Claude excels at understanding complex, multi-dimensional constraints when properly instructed, allowing for remarkably personalized recipe suggestions. We learned valuable lessons about the limitations of current food pricing data infrastructure in the US, and developed creative solutions to work around these gaps. We also gained insights into the specific challenges of designing for users with varying levels of digital literacy, limited data access, and diverse cultural food traditions.

What's next for Claude-atouille

We could like to have more accurate pricing for the ingredient lists. As listed in the challenges current pricing is a bit outdated due to recent inflation and accurate APIs are often hidden behind paywalls. We hope to also implement community recipe sharing by creating a moderated platform for users to share their own successful budget-friendly recipes, as well as partnerships with food banks.

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