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    <title>DEV Community: Ankit Singh</title>
    <description>The latest articles on DEV Community by Ankit Singh (@ankicodes).</description>
    <link>https://dev.to/ankicodes</link>
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      <title>DEV Community: Ankit Singh</title>
      <link>https://dev.to/ankicodes</link>
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    <item>
      <title>Qyra AI - AI Customer Support Chatbot</title>
      <dc:creator>Ankit Singh</dc:creator>
      <pubDate>Fri, 08 Aug 2025 22:13:39 +0000</pubDate>
      <link>https://dev.to/ankicodes/ai-customer-support-chatbot-1pda</link>
      <guid>https://dev.to/ankicodes/ai-customer-support-chatbot-1pda</guid>
      <description>&lt;h2&gt;
  
  
  Qyra AI - Intelligent Customer Support Chatbot
&lt;/h2&gt;

&lt;p&gt;&lt;em&gt;This is a submission for the &lt;a href="https://dev.to/challenges/redis-2025-07-23"&gt;Redis AI Challenge&lt;/a&gt;: Beyond the Cache&lt;/em&gt;&lt;/p&gt;

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

&lt;p&gt;&lt;strong&gt;Qyra AI&lt;/strong&gt; is an intelligent customer support chatbot powered by &lt;strong&gt;Redis AI&lt;/strong&gt; and &lt;strong&gt;Google Gemini&lt;/strong&gt;, designed to revolutionize how businesses handle customer interactions.&lt;/p&gt;

&lt;h3&gt;
  
  
  Key Features:
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;🚀 &lt;strong&gt;One-Click Setup&lt;/strong&gt; - Sign up, configure, and deploy in minutes&lt;/li&gt;
&lt;li&gt;📄 &lt;strong&gt;Document Intelligence&lt;/strong&gt; - Upload PDFs to create a smart knowledge base&lt;/li&gt;
&lt;li&gt;🎨 &lt;strong&gt;Dashboard Control&lt;/strong&gt; - Comprehensive management interface&lt;/li&gt;
&lt;li&gt;🔌 &lt;strong&gt;Easy Integration&lt;/strong&gt; - Single script integration for any website&lt;/li&gt;
&lt;li&gt;🤖 &lt;strong&gt;AI-Powered Responses&lt;/strong&gt; - Context-aware conversations using Gemini AI&lt;/li&gt;
&lt;li&gt;📊 &lt;strong&gt;Real-time Analytics&lt;/strong&gt; - Live insights into chatbot performance&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  How It Works:
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Sign Up&lt;/strong&gt; - Create your account on the dashboard&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Configure&lt;/strong&gt; - Customize your chatbot's appearance and behavior
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Upload Knowledge&lt;/strong&gt; - Add PDF documents relevant to your business&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Deploy&lt;/strong&gt; - Add one simple script to your website&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Engage&lt;/strong&gt; - Your customers get instant, intelligent support&lt;/li&gt;
&lt;/ol&gt;

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

&lt;p&gt;🌐 &lt;strong&gt;Live Demo&lt;/strong&gt;: &lt;a href="https://qyraai.vercel.app/" rel="noopener noreferrer"&gt;https://qyraai.vercel.app/&lt;/a&gt;&lt;br&gt;&lt;br&gt;
🛠️ &lt;strong&gt;Chatbot Preview Tool&lt;/strong&gt;: &lt;a href="https://test.freecity.tech/" rel="noopener noreferrer"&gt;https://test.freecity.tech/&lt;/a&gt;&lt;br&gt;&lt;br&gt;
📂 &lt;strong&gt;GitHub Repository&lt;/strong&gt;: &lt;a href="https://github.com/ankitkandari/qyraai" rel="noopener noreferrer"&gt;https://github.com/ankitkandari/qyraai&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  How I Used Redis 8
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. 📊 Redis as JSON Database
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Purpose&lt;/strong&gt;: Primary data storage for application state&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Client Configurations&lt;/strong&gt;: Store chatbot settings, themes, and customizations&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;User Information&lt;/strong&gt;: Manage user accounts, authentication, and preferences
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;File Metadata&lt;/strong&gt;: Track uploaded documents, processing status, and indexing info
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"user:123"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"John Doe"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"email"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"john@company.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"chatbot_config"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"theme"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"modern"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"position"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"bottom-right"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"greeting"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Hi! How can I help you today?"&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  2. 🧠 Redis as Vector Database
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Purpose&lt;/strong&gt;: Semantic search through knowledge base&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Document Embeddings&lt;/strong&gt;: Store vector representations of PDF content&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Similarity Search&lt;/strong&gt;: Find relevant context for user queries using vector similarity&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Knowledge Retrieval&lt;/strong&gt;: Power the RAG (Retrieval Augmented Generation) pipeline
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="c1"&gt;# Vector search for relevant context
&lt;/span&gt;&lt;span class="n"&gt;similar_docs&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;redis&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ft&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;pdf_index&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;search&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="nc"&gt;Query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;user_query_vector&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;return_fields&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;metadata&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;dialect&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;2&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  3. 📡 Redis Pub/Sub
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Purpose&lt;/strong&gt;: Real-time dashboard updates&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Status Changes&lt;/strong&gt;: Real-time chatbot status and configuration updates
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="c1"&gt;# Real-time dashboard updates
&lt;/span&gt;&lt;span class="n"&gt;pubsub&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;redis&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;pubsub&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;pubsub&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;subscribe&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;config_updates:&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;client_id&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  4. 📈 Redis Time Series
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Purpose&lt;/strong&gt;: Analytics and monitoring&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Message Metrics&lt;/strong&gt;: Track conversation volume, response times, and user engagement&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Performance Analytics&lt;/strong&gt;: Monitor chatbot effectiveness and user satisfaction&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Historical Data&lt;/strong&gt;: Store time-based data for trend analysis and reporting
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="c1"&gt;# Fetch analytics data
&lt;/span&gt;&lt;span class="n"&gt;redis&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;xrevrange&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;analytics:&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;client_id&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;count&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;1000&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Screenshots
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ffd3a5nv50rknity06s4a.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ffd3a5nv50rknity06s4a.png" alt=" " width="800" height="592"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fsbmjdguk89f0fb76ihtb.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fsbmjdguk89f0fb76ihtb.png" alt=" " width="800" height="567"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fnysw5q5t95mm68k2dy01.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fnysw5q5t95mm68k2dy01.png" alt=" " width="800" height="499"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Impact &amp;amp; Results
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;⚡ &lt;strong&gt;Lightning Fast&lt;/strong&gt;: Sub-100ms response times for most queries&lt;/li&gt;
&lt;li&gt;🎯 &lt;strong&gt;Smart Responses&lt;/strong&gt;: 95%+ accuracy in finding relevant information&lt;/li&gt;
&lt;li&gt;🔧 &lt;strong&gt;Developer Friendly&lt;/strong&gt;: One-line integration for any website&lt;/li&gt;
&lt;li&gt;🚀 &lt;strong&gt;Scalable Architecture&lt;/strong&gt;: Built to handle enterprise-level traffic&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;&lt;strong&gt;Redis AI Challenge Entry&lt;/strong&gt; - Showcasing how Redis 8 enables building sophisticated AI applications with minimal complexity and maximum performance.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;Ready to revolutionize your customer support? Try Qyra AI today!&lt;/em&gt;&lt;/p&gt;

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