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    <title>DEV Community: Deepak Kumar Majhi</title>
    <description>The latest articles on DEV Community by Deepak Kumar Majhi (@deepak_kumarmajhi_848a8c).</description>
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      <title>Competitive Intelligence Ai Agent</title>
      <dc:creator>Deepak Kumar Majhi</dc:creator>
      <pubDate>Sun, 12 Apr 2026 00:18:16 +0000</pubDate>
      <link>https://dev.to/deepak_kumarmajhi_848a8c/competitive-intelligence-ai-agent-1mkh</link>
      <guid>https://dev.to/deepak_kumarmajhi_848a8c/competitive-intelligence-ai-agent-1mkh</guid>
      <description>&lt;p&gt;&lt;a href="https://competitive-intelligence-agent-3s45.vercel.app/" rel="noopener noreferrer"&gt;&lt;/a&gt;&lt;a href="https://competitive-intelligence-agent-3s45.vercel.app/" rel="noopener noreferrer"&gt;&lt;/a&gt;&lt;br&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%2Fmucldu1svoxf0vvi4941.jpg" 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%2Fmucldu1svoxf0vvi4941.jpg" alt=" " width="800" height="380"&gt;&lt;/a&gt;&lt;br&gt;
 &lt;strong&gt;Smart Competitive Intelligence System Using AI&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Problem&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Organizations often miss critical competitor signals due to fragmented data sources like social media, job portals, and news platforms.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Solution&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Our AI agent automates competitor tracking and generates insights such as:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;What changed&lt;/li&gt;
&lt;li&gt;Why it matters&lt;/li&gt;
&lt;li&gt;What actions to take&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;How Memory Works&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;The system uses &lt;strong&gt;persistent memory storage&lt;/strong&gt; (vector DB + metadata) to:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Store competitor history&lt;/li&gt;
&lt;li&gt;Track timelines&lt;/li&gt;
&lt;li&gt;Learn patterns over time&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Code Snippet&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;memory&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[]&lt;/span&gt;

&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;store_event&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;memory&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;append&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;get_history&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;memory&lt;/span&gt;

&lt;span class="nf"&gt;store_event&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Competitor hired 20 AI engineers&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;get_history&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Example&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;The agent notices multiple AI-related hires and predicts:&lt;br&gt;
👉 “Competitor is likely building an AI-driven product.”&lt;/p&gt;

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      <category>ai</category>
      <category>programming</category>
      <category>typescript</category>
      <category>api</category>
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