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    <title>DEV Community: Anthony Sands (javadoc)</title>
    <description>The latest articles on DEV Community by Anthony Sands (javadoc) (@sands_44).</description>
    <link>https://dev.to/sands_44</link>
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      <title>DEV Community: Anthony Sands (javadoc)</title>
      <link>https://dev.to/sands_44</link>
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      <title>Building BellyFull: A Meal Suggestion Bot to Help Satisfy Your Cravings</title>
      <dc:creator>Anthony Sands (javadoc)</dc:creator>
      <pubDate>Sun, 23 Jun 2024 23:15:07 +0000</pubDate>
      <link>https://dev.to/sands_44/building-bellyfull-a-meal-suggestion-bot-to-help-satisfy-your-cravings-2oii</link>
      <guid>https://dev.to/sands_44/building-bellyfull-a-meal-suggestion-bot-to-help-satisfy-your-cravings-2oii</guid>
      <description>&lt;p&gt;&lt;em&gt;This is a submission for the &lt;a href="https://dev.to/challenges/twilio"&gt;Twilio Challenge &lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  What I Built
&lt;/h2&gt;

&lt;p&gt;Ever had a craving for a particular meal, but had no idea where to find it or who sells it at a reasonable price?&lt;/p&gt;

&lt;p&gt;Where I'm from, it's easy to find meals such as pizza, or maybe a burger and french fries, but harder to find which restaurant serves a great T-Bone steak. &lt;/p&gt;

&lt;p&gt;To help to solve this issue, I created BellyFull, a simple AI powered chatbot that recommends meals from restaurants around the island of Nassau, Bahamas based off a user's input, using the &lt;code&gt;WhatsApp Sandbox mode&lt;/code&gt; in &lt;code&gt;Twilio Programmable Messaging&lt;/code&gt; along with the &lt;code&gt;Gemini AI API&lt;/code&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  Technologies/Frameworks used
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Twilio Programmable Messaging&lt;/strong&gt; along with a &lt;strong&gt;Whatsapp Sandbox&lt;/strong&gt; serves as the communication medium for the end user and chatbot.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Gemini&lt;/strong&gt; is used to parse through restaurant menus to find meals, as well as maintain the state of the user/chatbot conversation.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Express.js&lt;/strong&gt; serves the Twilio webhook that's triggered when a user sends a message to the chatbot.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Supabase&lt;/strong&gt; is used to store restaurant information, menus, location and addresses.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Vercel&lt;/strong&gt; is used to host the chatbot&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Demo
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Here's a video of how it works
&lt;/h3&gt;

&lt;p&gt;&lt;iframe width="710" height="399" src="https://www.youtube.com/embed/Wa-bLQT-lXo"&gt;
&lt;/iframe&gt;
&lt;/p&gt;

&lt;h2&gt;
  
  
  How to try it out
&lt;/h2&gt;

&lt;p&gt;You can either whatsapp the number &lt;code&gt;+14155238886&lt;/code&gt; with the message &lt;code&gt;join-something-season&lt;/code&gt; or scan the QR code below to get started.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/cdn-cgi/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fhah3fyqjei1m3sv08o0l.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/cdn-cgi/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fhah3fyqjei1m3sv08o0l.png" alt="instructions" width="800" height="312"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Once you're connected, start typing to start the conversation.&lt;/p&gt;

&lt;p&gt;When you're finished, type "stop" to disconnect from the sandbox.&lt;/p&gt;

&lt;h2&gt;
  
  
  Twilio and AI
&lt;/h2&gt;

&lt;p&gt;Twilio makes it very easy to create interactive experiences through various messaging platforms. With the help of Gemini AI, I was able to create a product that can create dynamic responses on the fly, based off of a user input. Instead of having to craft specific conditional statements to answer end users, I was able to structure a prompt and let generative AI handle the rest!&lt;/p&gt;

&lt;h2&gt;
  
  
  Additional Prize Categories
&lt;/h2&gt;

&lt;p&gt;I don't feel as if this submission meets any of the additional categories. I'd nonetheless be honoured if nominated for any of the other prizes.&lt;/p&gt;

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