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    <title>DEV Community: Kishan</title>
    <description>The latest articles on DEV Community by Kishan (@kishank).</description>
    <link>https://dev.to/kishank</link>
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      <title>DEV Community: Kishan</title>
      <link>https://dev.to/kishank</link>
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      <title>Weekend created Compliance document Analyzer with lamaparse and azure openai</title>
      <dc:creator>Kishan</dc:creator>
      <pubDate>Mon, 15 Sep 2025 14:44:47 +0000</pubDate>
      <link>https://dev.to/kishank/weekend-created-compliance-document-analyzer-with-lamaparse-and-azure-openai-hp4</link>
      <guid>https://dev.to/kishank/weekend-created-compliance-document-analyzer-with-lamaparse-and-azure-openai-hp4</guid>
      <description>&lt;p&gt;This weekend, in workplace hackathon was arranged which was given problem statements &lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Hr analyst for resume and all streamlined process.&lt;/li&gt;
&lt;li&gt;Document compilance analyst. where document rules will be provided with section wise finally give that score. &lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;We (me and one of my collegue) choose second it was usecase, which can be used as all intrview hr analyst applications are common.&lt;/p&gt;

&lt;p&gt;we taken suggestions from chatgpt, what should we do. &lt;br&gt;
suggsted&lt;br&gt;
 -&amp;gt; File Upload -&amp;gt; process document -&amp;gt; based on prompt response given in format&lt;/p&gt;

&lt;p&gt;--------------------------- Architecture ---------------------------------&lt;br&gt;
Used lamaparse for document parsing getting data in markdown format as raw content&lt;/p&gt;

&lt;p&gt;calling openai call based on business rule setuped.&lt;/p&gt;

&lt;p&gt;Bingoooo&lt;/p&gt;

&lt;p&gt;For frontend used react and nextjs. &lt;br&gt;
For backend used fastapi&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;We created beautiful section for business rule &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Suppose there are docuemnt types like sop, insurance, invoice.&lt;br&gt;
In that document there are 4-5 sections in document like Introduction, review history, procedure, etc. Then user can add much in them and in every section we can configure as shown in image&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%2Fq6pl195ie2xy2z9n51wn.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%2Fq6pl195ie2xy2z9n51wn.png" alt=" " width="" height=""&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;After document sections&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%2Ff6bofo50ax6j2qsv8dyt.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%2Ff6bofo50ax6j2qsv8dyt.png" alt=" " width="800" height="450"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Document rules&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%2Fkle74xf712n7b6kbaq6q.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%2Fkle74xf712n7b6kbaq6q.png" alt=" " width="800" height="450"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;some examples of document sections:&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%2Ffddwcudbdiyoycvff06f.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%2Ffddwcudbdiyoycvff06f.png" alt=" " width="800" height="450"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Final destination...&lt;/p&gt;

&lt;p&gt;This is chat screen (we were suppose to integrate agent or maybe simple call but not able to due to time constraint)&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%2Fga95uhioh6wsy7ct1dhh.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%2Fga95uhioh6wsy7ct1dhh.png" alt=" " width="800" height="146"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Whenever file uploads it shows:&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%2Fat3tthmlx5dyurak4mh7.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%2Fat3tthmlx5dyurak4mh7.png" alt=" " width="800" height="431"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;detail analysis show all:&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%2Fi43sodh3hxellh27cbab.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%2Fi43sodh3hxellh27cbab.png" alt=" " width="800" height="587"&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%2Fmltr080q680g441naxuo.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%2Fmltr080q680g441naxuo.png" alt=" " width="800" height="599"&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%2Fb17zdchqhh2c0n82db1y.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%2Fb17zdchqhh2c0n82db1y.png" alt=" " width="800" height="432"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;For section missing new some fine tunning in prompt... &lt;br&gt;
still for better reach and work.....&lt;/p&gt;

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