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    <title>DEV Community: Alexey D</title>
    <description>The latest articles on DEV Community by Alexey D (@__fdcef087b6).</description>
    <link>https://dev.to/__fdcef087b6</link>
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      <title>DEV Community: Alexey D</title>
      <link>https://dev.to/__fdcef087b6</link>
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    <item>
      <title>How to Add Sentiment Analysis to Any App in 5 Minutes (Free API)</title>
      <dc:creator>Alexey D</dc:creator>
      <pubDate>Mon, 04 May 2026 18:31:26 +0000</pubDate>
      <link>https://dev.to/__fdcef087b6/how-to-add-sentiment-analysis-to-any-app-in-5-minutes-free-api-38eg</link>
      <guid>https://dev.to/__fdcef087b6/how-to-add-sentiment-analysis-to-any-app-in-5-minutes-free-api-38eg</guid>
      <description>&lt;p&gt;Most text analysis solutions fall into one of two problems:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Too expensive&lt;/strong&gt; — OpenAI API costs money for every call&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Too complex&lt;/strong&gt; — Hosting your own Hugging Face model requires infra, GPU, maintenance&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;I built &lt;strong&gt;TextAI Pro&lt;/strong&gt; — a lightweight REST API that does the job without the overhead.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it does
&lt;/h2&gt;

&lt;p&gt;Two endpoints:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;POST /analyze&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Sentiment: positive / negative / neutral&lt;/li&gt;
&lt;li&gt;Confidence score (0–1)&lt;/li&gt;
&lt;li&gt;Top keywords&lt;/li&gt;
&lt;li&gt;Word count&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;POST /summarize&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Auto-summary of any text&lt;/li&gt;
&lt;li&gt;Returns original length vs summary length&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Quick start
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Python
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;

&lt;span class="n"&gt;url&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://textai-pro.p.rapidapi.com/analyze&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="n"&gt;headers&lt;/span&gt; &lt;span class="o"&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;X-RapidAPI-Key&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;YOUR_KEY&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;Content-Type&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;application/json&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="n"&gt;payload&lt;/span&gt; &lt;span class="o"&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;text&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;This product is absolutely amazing, I love it!&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="n"&gt;r&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;post&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;url&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;json&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;payload&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;headers&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;headers&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="n"&gt;r&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;json&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Response:&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;"sentiment"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"positive"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"confidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;0.92&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"keywords"&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="s2"&gt;"product"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"amazing"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"love"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"word_count"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;8&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;
  
  
  JavaScript
&lt;/h3&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;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;fetch&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;https://textai-pro.p.rapidapi.com/analyze&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="na"&gt;method&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;POST&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
  &lt;span class="na"&gt;headers&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;X-RapidAPI-Key&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;YOUR_KEY&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;Content-Type&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;application/json&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;
  &lt;span class="p"&gt;},&lt;/span&gt;
  &lt;span class="na"&gt;body&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;JSON&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;stringify&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;text&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;Great customer service, highly recommend!&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt; &lt;span class="p"&gt;})&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;data&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;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;json&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
&lt;span class="nx"&gt;console&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;log&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Use cases
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Review monitoring&lt;/strong&gt; — analyze customer feedback automatically&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Content moderation&lt;/strong&gt; — flag negative or toxic content&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;CRM enrichment&lt;/strong&gt; — tag support tickets by sentiment before routing&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Chatbot routing&lt;/strong&gt; — detect frustrated users and escalate&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;News monitoring&lt;/strong&gt; — track sentiment around keywords or brands&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Pricing
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Plan&lt;/th&gt;
&lt;th&gt;Price&lt;/th&gt;
&lt;th&gt;Rate limit&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;BASIC&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;50 req/hr&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;PRO&lt;/td&gt;
&lt;td&gt;$9.99/mo&lt;/td&gt;
&lt;td&gt;1,000 req/hr&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;ULTRA&lt;/td&gt;
&lt;td&gt;$29.99/mo&lt;/td&gt;
&lt;td&gt;10,000 req/hr&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  Try it
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://rapidapi.com/adunaev8419/api/textai-pro" rel="noopener noreferrer"&gt;TextAI Pro on RapidAPI&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Free tier, no credit card required. Sign up to RapidAPI (free) and subscribe to BASIC to start.&lt;/p&gt;




&lt;p&gt;Built this for a side project where I needed bulk sentiment analysis on customer reviews. OpenAI was too expensive for 50k+ records per day. This runs on dedicated infra and costs a fraction.&lt;/p&gt;

&lt;p&gt;Feedback welcome — especially on what other endpoints would be useful.&lt;/p&gt;

</description>
      <category>api</category>
      <category>nlp</category>
      <category>python</category>
      <category>webdev</category>
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