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    <title>DEV Community: jason rauch</title>
    <description>The latest articles on DEV Community by jason rauch (@jeah84).</description>
    <link>https://dev.to/jeah84</link>
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      <title>DEV Community: jason rauch</title>
      <link>https://dev.to/jeah84</link>
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    <item>
      <title>I Built an AI Customer Service Platform You Can Deploy in One Click</title>
      <dc:creator>jason rauch</dc:creator>
      <pubDate>Fri, 24 Apr 2026 01:18:04 +0000</pubDate>
      <link>https://dev.to/jeah84/i-built-an-ai-customer-service-platform-you-can-deploy-in-one-click-lc7</link>
      <guid>https://dev.to/jeah84/i-built-an-ai-customer-service-platform-you-can-deploy-in-one-click-lc7</guid>
      <description>&lt;h2&gt;
  
  
  I Built an AI Customer Service Platform You Can Deploy in One Click 🤖
&lt;/h2&gt;

&lt;p&gt;After spending weeks building customer service bots for different projects, I kept rebuilding the same infrastructure: database setup, Redis caching, AI integration, sentiment analysis, escalation logic...&lt;/p&gt;

&lt;p&gt;So I packaged it all into a &lt;strong&gt;one-click deployable template&lt;/strong&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  What It Is
&lt;/h2&gt;

&lt;p&gt;An open-source, production-ready AI customer service platform that handles:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;💬 &lt;strong&gt;Multi-channel support&lt;/strong&gt; - Chat, email, and SMS (via Twilio)&lt;/li&gt;
&lt;li&gt;🧠 &lt;strong&gt;Claude AI integration&lt;/strong&gt; - Intelligent, context-aware responses&lt;/li&gt;
&lt;li&gt;📊 &lt;strong&gt;Sentiment analysis&lt;/strong&gt; - Detects frustrated customers automatically&lt;/li&gt;
&lt;li&gt;🚨 &lt;strong&gt;Smart escalation&lt;/strong&gt; - Knows when to hand off to humans&lt;/li&gt;
&lt;li&gt;💾 &lt;strong&gt;Full conversation history&lt;/strong&gt; - PostgreSQL database with analytics&lt;/li&gt;
&lt;li&gt;⚡ &lt;strong&gt;Redis caching&lt;/strong&gt; - Fast response times at scale&lt;/li&gt;
&lt;li&gt;🔌 &lt;strong&gt;Real-time WebSockets&lt;/strong&gt; - Live updates via Socket.io&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Why I Built This
&lt;/h2&gt;

&lt;p&gt;Most AI customer service solutions are either:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Enterprise-only&lt;/strong&gt; (expensive, complex)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Code-heavy&lt;/strong&gt; (requires weeks of setup)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Closed-source&lt;/strong&gt; (can't customize)&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;I wanted something that &lt;strong&gt;just works&lt;/strong&gt; - deploy it, add your API key, and you're handling customer support with AI in minutes.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Tech Stack
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Core dependencies&lt;/span&gt;
&lt;span class="o"&gt;-&lt;/span&gt; &lt;span class="nx"&gt;Claude&lt;/span&gt; &lt;span class="nc"&gt;AI &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;Anthropic&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&lt;/span&gt; &lt;span class="nx"&gt;The&lt;/span&gt; &lt;span class="nx"&gt;brain&lt;/span&gt;
&lt;span class="o"&gt;-&lt;/span&gt; &lt;span class="nx"&gt;PostgreSQL&lt;/span&gt; &lt;span class="o"&gt;-&lt;/span&gt; &lt;span class="nx"&gt;Conversation&lt;/span&gt; &lt;span class="nx"&gt;storage&lt;/span&gt;
&lt;span class="o"&gt;-&lt;/span&gt; &lt;span class="nx"&gt;Redis&lt;/span&gt; &lt;span class="o"&gt;-&lt;/span&gt; &lt;span class="nx"&gt;Session&lt;/span&gt; &lt;span class="nx"&gt;caching&lt;/span&gt;
&lt;span class="o"&gt;-&lt;/span&gt; &lt;span class="nx"&gt;Socket&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;io&lt;/span&gt; &lt;span class="o"&gt;-&lt;/span&gt; &lt;span class="nx"&gt;Real&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="nx"&gt;time&lt;/span&gt; &lt;span class="nx"&gt;connections&lt;/span&gt;
&lt;span class="o"&gt;-&lt;/span&gt; &lt;span class="nx"&gt;Express&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;js&lt;/span&gt; &lt;span class="o"&gt;-&lt;/span&gt; &lt;span class="nx"&gt;API&lt;/span&gt; &lt;span class="nx"&gt;server&lt;/span&gt;
&lt;span class="o"&gt;-&lt;/span&gt; &lt;span class="nx"&gt;Node&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;js&lt;/span&gt; &lt;span class="o"&gt;-&lt;/span&gt; &lt;span class="nx"&gt;Runtime&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Key Features I'm Proud Of
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Intelligent Escalation
&lt;/h3&gt;

&lt;p&gt;The bot doesn't just blindly respond. It analyzes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Customer sentiment (positive/negative/neutral)&lt;/li&gt;
&lt;li&gt;Message intent (question/complaint/request)&lt;/li&gt;
&lt;li&gt;Conversation complexity&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;When it detects frustration or confusion, it &lt;strong&gt;automatically&lt;/strong&gt; suggests human escalation.&lt;/p&gt;

&lt;h3&gt;
  
  
  Multi-Channel Support
&lt;/h3&gt;

&lt;p&gt;Same conversation, different channels:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Customer starts on chat&lt;/span&gt;
&lt;span class="nx"&gt;POST&lt;/span&gt; &lt;span class="o"&gt;/&lt;/span&gt;&lt;span class="nx"&gt;api&lt;/span&gt;&lt;span class="o"&gt;/&lt;/span&gt;&lt;span class="nx"&gt;conversations&lt;/span&gt;

&lt;span class="c1"&gt;// Switches to email&lt;/span&gt;
&lt;span class="nx"&gt;POST&lt;/span&gt; &lt;span class="o"&gt;/&lt;/span&gt;&lt;span class="nx"&gt;api&lt;/span&gt;&lt;span class="o"&gt;/&lt;/span&gt;&lt;span class="nx"&gt;conversations&lt;/span&gt;&lt;span class="o"&gt;/&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="nx"&gt;id&lt;/span&gt;&lt;span class="o"&gt;/&lt;/span&gt;&lt;span class="nx"&gt;messages&lt;/span&gt;

&lt;span class="c1"&gt;// Bot maintains context across channels&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Built-in Knowledge Base
&lt;/h3&gt;

&lt;p&gt;Feed it your docs, FAQs, product info - it'll reference them in responses:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;kbArticles&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;aiService&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;searchKnowledgeBase&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;query&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;aiService&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;generateResponse&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
  &lt;span class="nx"&gt;conversation&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
  &lt;span class="nx"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
  &lt;span class="nx"&gt;kbArticles&lt;/span&gt;
&lt;span class="p"&gt;);&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  One-Click Deploy
&lt;/h2&gt;

&lt;p&gt;The entire thing deploys to Railway in &lt;strong&gt;literally 60 seconds&lt;/strong&gt;:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://railway.com/deploy/ddWbPN" rel="noopener noreferrer"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Frailway.app%2Fbutton.svg" alt="Deploy on Railway" width="183" height="40"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Click the button&lt;/li&gt;
&lt;li&gt;Add your Anthropic API key&lt;/li&gt;
&lt;li&gt;Done. PostgreSQL and Redis auto-configure.&lt;/li&gt;
&lt;/ol&gt;

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

&lt;p&gt;Check it out running live: &lt;a href="https://ai-customer-service-agent-production.up.railway.app" rel="noopener noreferrer"&gt;ai-customer-service-agent-production.up.railway.app&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;The &lt;code&gt;/health&lt;/code&gt; endpoint shows all services connected:&lt;br&gt;
&lt;/p&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;"status"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"healthy"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"timestamp"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2026-04-23T00:34:08.719Z"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"ai"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&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;h2&gt;
  
  
  API Endpoints
&lt;/h2&gt;

&lt;p&gt;Once deployed, you get:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;GET  /health                          &lt;span class="c"&gt;# Health check&lt;/span&gt;
POST /api/customers                   &lt;span class="c"&gt;# Create/get customer&lt;/span&gt;
POST /api/conversations               &lt;span class="c"&gt;# Start conversation&lt;/span&gt;
POST /api/conversations/:id/messages  &lt;span class="c"&gt;# Send message&lt;/span&gt;
GET  /api/conversations               &lt;span class="c"&gt;# List conversations&lt;/span&gt;
POST /api/conversations/:id/escalate  &lt;span class="c"&gt;# Escalate to human&lt;/span&gt;
GET  /api/dashboard                   &lt;span class="c"&gt;# Analytics&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  How AI Responses Work
&lt;/h2&gt;

&lt;p&gt;Here's the flow when a customer sends a message:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Search knowledge base&lt;/strong&gt; for relevant articles&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Analyze sentiment&lt;/strong&gt; of customer message&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Extract intent&lt;/strong&gt; (question/issue/request)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Generate response&lt;/strong&gt; using Claude with context&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Check escalation&lt;/strong&gt; - does this need a human?&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Save everything&lt;/strong&gt; to PostgreSQL&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Broadcast via WebSocket&lt;/strong&gt; for real-time updates
&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;aiResponse&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;aiService&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;generateResponse&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
  &lt;span class="nx"&gt;conversation&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
  &lt;span class="nx"&gt;messageHistory&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
  &lt;span class="nx"&gt;knowledgeBaseArticles&lt;/span&gt;
&lt;span class="p"&gt;);&lt;/span&gt;

&lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;aiResponse&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;needsEscalation&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;escalateToHuman&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;conversationId&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;h2&gt;
  
  
  What's Next
&lt;/h2&gt;

&lt;p&gt;I'm working on:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;[ ] Voice support (Twilio Voice API)&lt;/li&gt;
&lt;li&gt;[ ] Multi-language detection&lt;/li&gt;
&lt;li&gt;[ ] Custom AI training on conversation history&lt;/li&gt;
&lt;li&gt;[ ] Slack integration&lt;/li&gt;
&lt;li&gt;[ ] API rate limiting per customer&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Try It Yourself
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;GitHub:&lt;/strong&gt; &lt;a href="https://github.com/Jeah84/ai-customer-service-agent" rel="noopener noreferrer"&gt;github.com/Jeah84/ai-customer-service-agent&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Deploy:&lt;/strong&gt; &lt;a href="https://railway.com/deploy/ddWbPN" rel="noopener noreferrer"&gt;railway.com/deploy/ddWbPN&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Stack:&lt;/strong&gt; Node.js, Claude AI, PostgreSQL, Redis, Socket.io&lt;/p&gt;




&lt;p&gt;Built this because I needed it for my own projects. Figured others might too.&lt;/p&gt;

&lt;p&gt;What features would you add? Drop a comment! 👇&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Also submitted this as a Railway Template - hoping to help more developers ship AI-powered support faster.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>customerservice</category>
      <category>claude</category>
    </item>
    <item>
      <title>How I turned a code translator into a full dev toolkit — GitHub push, code review, and more</title>
      <dc:creator>jason rauch</dc:creator>
      <pubDate>Sun, 19 Apr 2026 12:11:07 +0000</pubDate>
      <link>https://dev.to/jeah84/how-i-turned-a-code-translator-into-a-full-dev-toolkit-github-push-code-review-and-more-511b</link>
      <guid>https://dev.to/jeah84/how-i-turned-a-code-translator-into-a-full-dev-toolkit-github-push-code-review-and-more-511b</guid>
      <description>&lt;p&gt;A while back I built transpiler.us — an AI tool for translating code between 27 programming languages. The core use case was simple: you have working code in Python, you need it in Go.&lt;/p&gt;

&lt;p&gt;Since then I've kept building. Here's what's been added and why.&lt;/p&gt;

&lt;h2&gt;
  
  
  GitHub Integration
&lt;/h2&gt;

&lt;p&gt;The most-requested feature. You connect your GitHub account via OAuth and after translating, you can push the output directly to any repo — pick the branch, set the file path, commit message, and push. No copy-paste, no local git required.&lt;/p&gt;

&lt;p&gt;This was the most technically interesting piece. Managing OAuth token refresh, handling repos with existing files vs new files, and making the UX feel simple on top of what's actually a multi-step API flow was a good challenge.&lt;/p&gt;

&lt;h2&gt;
  
  
  AI Code Reviewer
&lt;/h2&gt;

&lt;p&gt;Paste any code and get back a structured review: bugs, security issues, performance improvements, and general suggestions. Llama 3.3 70B handles this surprisingly well.&lt;/p&gt;

&lt;h2&gt;
  
  
  JSON/YAML Formatter
&lt;/h2&gt;

&lt;p&gt;Validate, format, and convert between JSON and YAML. I use this one constantly myself.&lt;/p&gt;

&lt;h2&gt;
  
  
  Regex Tester
&lt;/h2&gt;

&lt;p&gt;Write regex patterns and see live match highlighting as you type.&lt;/p&gt;

&lt;h2&gt;
  
  
  Editor Customization
&lt;/h2&gt;

&lt;p&gt;Choose your theme (VS Code Dark, GitHub Dark, Monokai, Dracula and more), font size, line numbers, and word wrap.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Stack
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Frontend: React + Vite + TailwindCSS on Vercel&lt;/li&gt;
&lt;li&gt;Backend: Express + TypeScript on Railway&lt;/li&gt;
&lt;li&gt;AI: Llama 3.3 70B via Together.ai&lt;/li&gt;
&lt;li&gt;Auth: JWT + email verification&lt;/li&gt;
&lt;li&gt;Payments: Stripe&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  CLI Tool
&lt;/h2&gt;

&lt;p&gt;Also published as code-translator-ai on npm if you want terminal access:&lt;/p&gt;

&lt;p&gt;npm install -g code-translator-ai&lt;br&gt;
translate file script.py --from python --to javascript&lt;br&gt;
translate review myfile.ts&lt;/p&gt;

&lt;h2&gt;
  
  
  Try It
&lt;/h2&gt;

&lt;p&gt;Free tier included — no credit card needed.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://transpiler.us" rel="noopener noreferrer"&gt;https://transpiler.us&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Would love feedback — what would you build next?&lt;/p&gt;

</description>
      <category>ai</category>
      <category>github</category>
      <category>showdev</category>
      <category>tooling</category>
    </item>
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