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    <title>DEV Community: 孔张</title>
    <description>The latest articles on DEV Community by 孔张 (@_9044a89663ae428addd41d).</description>
    <link>https://dev.to/_9044a89663ae428addd41d</link>
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      <title>DEV Community: 孔张</title>
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      <title>I built an AI palm reader based on 100-year-old books — here's what happened</title>
      <dc:creator>孔张</dc:creator>
      <pubDate>Sun, 24 May 2026 14:55:24 +0000</pubDate>
      <link>https://dev.to/_9044a89663ae428addd41d/i-built-an-ai-palm-reader-based-on-100-year-old-books-heres-what-happened-139k</link>
      <guid>https://dev.to/_9044a89663ae428addd41d/i-built-an-ai-palm-reader-based-on-100-year-old-books-heres-what-happened-139k</guid>
      <description>&lt;h1&gt;
  
  
  I built an AI palm reader based on 100-year-old books — here's what happened
&lt;/h1&gt;

&lt;p&gt;Hey everyone 👋&lt;/p&gt;

&lt;p&gt;I've been fascinated by palmistry for years, but every AI palm reader I tried was just ChatGPT making stuff up. So I built something different.&lt;/p&gt;

&lt;h2&gt;
  
  
  What is Palmlines?
&lt;/h2&gt;

&lt;p&gt;An AI palm reader that's actually trained on classical sources:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;Cheiro's "Palmistry for All" (1916)&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Indian Palmistry by Mrs. J.B. Dale (1895)&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Not generic LLM guesses. Real palmistry frameworks that have been used for over a century.&lt;/p&gt;

&lt;h2&gt;
  
  
  How it works
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;Upload a photo of your palm&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;AI analyzes the major lines (Heart, Head, Life, Fate)&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;You get a detailed reading with source citations&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;The AI doesn't just guess — it references actual passages from these books to explain what it sees.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why I built this
&lt;/h2&gt;

&lt;p&gt;Every other AI palm reader I tested gave vague, generic answers like "you're a creative person" regardless of the photo. I wanted to build something that would:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;Actually analyze the specific lines on YOUR palm&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Reference real palmistry knowledge (not made up)&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Explain the reasoning behind each interpretation&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Tech stack
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;Next.js (App Router) with SSR&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;OpenAI Vision API for palm analysis&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Vercel deployment&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Stripe for payments&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Results so far
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;Launched 3 weeks ago&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;5 free readings per day (freemium model)&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Working on SEO content to target long-tail keywords like "marriage line meaning" and "how to read palm lines"&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

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

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;AI + domain expertise &amp;gt; generic AI&lt;/strong&gt; — Training on specific sources gives much better results than generic prompts&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Free tier is essential&lt;/strong&gt; — People won't pay $1.99 without trying it first&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Content is king&lt;/strong&gt; — My biggest bottleneck is content, not code&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  Feedback wanted
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;Would you use this? Why or why not?&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Any suggestions for getting traffic without paid ads?&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Try it out: &lt;a href="https://palmlines.co/" rel="noopener noreferrer"&gt;palmlines.co&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Happy to answer any questions about the tech, the business model, or palmistry in general!&lt;/p&gt;

</description>
      <category>ai</category>
      <category>webdev</category>
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