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    <title>DEV Community: Ashraf Ahmed</title>
    <description>The latest articles on DEV Community by Ashraf Ahmed (@ashrafahm).</description>
    <link>https://dev.to/ashrafahm</link>
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      <title>DEV Community: Ashraf Ahmed</title>
      <link>https://dev.to/ashrafahm</link>
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    <item>
      <title>ClientRadar: Autonomous Freelance Contract Discovery &amp; AI Proposal Engine</title>
      <dc:creator>Ashraf Ahmed</dc:creator>
      <pubDate>Mon, 19 Oct 2026 06:06:33 +0000</pubDate>
      <link>https://dev.to/ashrafahm/clientradar-autonomous-freelance-contract-discovery-ai-proposal-engine-53dc</link>
      <guid>https://dev.to/ashrafahm/clientradar-autonomous-freelance-contract-discovery-ai-proposal-engine-53dc</guid>
      <description>&lt;p&gt;&lt;em&gt;This is a submission for the &lt;a href="https://dev.to/challenges/hacktoberfest-week2-2026-10-12"&gt;Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

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

&lt;p&gt;Freelance engineers and boutique consultants spend &lt;strong&gt;10 to 15 hours every week&lt;/strong&gt; manually scanning fragmented job boards, dodging low-rate listings, and writing custom proposals.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;ClientRadar AI&lt;/strong&gt; is an autonomous contract arbitrage and AI proposal engine that turns this unpaid grind into a &lt;strong&gt;30-second workflow&lt;/strong&gt;:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Live Multi-Platform Contract Discovery&lt;/strong&gt;: Harnesses real-time contract listings across LinkedIn, ZipRecruiter, Indeed, and direct company boards with dynamic portal deep-links.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Dynamic Compensation &amp;amp; Recency Parsing&lt;/strong&gt;: Intelligently extracts true hourly rates (e.g., &lt;code&gt;$75 – $150 / hr&lt;/code&gt;, &lt;code&gt;$170 – $200 / hr&lt;/code&gt;) or computes role-based market estimates instead of showing generic placeholders.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Multi-Factor Viability &amp;amp; Risk Audit&lt;/strong&gt;: Evaluates contract viability (68–97/100) based on compensation transparency, 1099 vs. W2 terms, scope detail, and flags potential risks (such as unlisted budgets or roles posted over two weeks ago).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;AI-Powered Pitch Synthesis&lt;/strong&gt;: Leverages open-weight &lt;strong&gt;Google Gemma&lt;/strong&gt; to draft structured, bespoke technical outreach proposals across three selectable strategies (&lt;em&gt;Direct Technical&lt;/em&gt;, &lt;em&gt;Fast 48h Turnaround&lt;/em&gt;, &lt;em&gt;Strategic Retainer&lt;/em&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Personalized Freelancer Profiles&lt;/strong&gt;: Injects consultant credentials (target rate, portfolio, specialties, name) directly into generated pitches with 1-click Markdown export.&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Who Would Pay For It?
&lt;/h3&gt;

&lt;p&gt;Independent software engineers, technical consultants, and boutique agency founders who currently pay $50–$150/month for lead scraping tools. ClientRadar delivers a private, open-source alternative that finds high-intent remote contracts and drafts winning proposals instantly.&lt;/p&gt;




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

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Live Deployed App&lt;/strong&gt;: &lt;a href="https://clientradar.streamlit.app/" rel="noopener noreferrer"&gt;https://clientradar.streamlit.app/&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Repository&lt;/strong&gt;: &lt;a href="https://github.com/AshrafGalaxy/ClientRadar" rel="noopener noreferrer"&gt;https://github.com/AshrafGalaxy/ClientRadar&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  How to Run Locally
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;git clone https://github.com/AshrafGalaxy/ClientRadar.git
&lt;span class="nb"&gt;cd &lt;/span&gt;ClientRadar
python &lt;span class="nt"&gt;-m&lt;/span&gt; venv .venv
.&lt;span class="se"&gt;\.&lt;/span&gt;venv&lt;span class="se"&gt;\S&lt;/span&gt;cripts&lt;span class="se"&gt;\a&lt;/span&gt;ctivate   &lt;span class="c"&gt;# On Windows (or source .venv/bin/activate on Linux/Mac)&lt;/span&gt;
pip &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-r&lt;/span&gt; requirements.txt
streamlit run app.py
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;


&lt;p&gt;Open &lt;code&gt;http://localhost:8501&lt;/code&gt; in your browser. Configure your API keys (&lt;code&gt;SERPAPI_API_KEY&lt;/code&gt; and &lt;code&gt;HUGGINGFACE_TOKEN&lt;/code&gt;) in a &lt;code&gt;.env&lt;/code&gt; file or use the built-in demo engine.&lt;/p&gt;


&lt;h2&gt;
  
  
  Code
&lt;/h2&gt;


&lt;div class="ltag-github-readme-tag"&gt;
  &lt;div class="readme-overview"&gt;
    &lt;h2&gt;
      &lt;img src="https://assets.dev.to/assets/github-logo-5a155e1f9a670af7944dd5e12375bc76ed542ea80224905ecaf878b9157cdefc.svg" alt="GitHub logo"&gt;
      &lt;a href="https://github.com/AshrafGalaxy" rel="noopener noreferrer"&gt;
        AshrafGalaxy
      &lt;/a&gt; / &lt;a href="https://github.com/AshrafGalaxy/ClientRadar" rel="noopener noreferrer"&gt;
        ClientRadar
      &lt;/a&gt;
    &lt;/h2&gt;
    &lt;h3&gt;
      Autonomous freelance lead-arbitrage engine
    &lt;/h3&gt;
  &lt;/div&gt;
  &lt;div class="ltag-github-body"&gt;
    
&lt;div id="readme" class="md"&gt;&lt;div class="markdown-heading"&gt;
&lt;h1 class="heading-element"&gt;🎯 ClientRadar AI&lt;/h1&gt;
&lt;/div&gt;

&lt;blockquote&gt;
&lt;p&gt;Autonomous freelance lead-arbitrage engine powered by &lt;strong&gt;SerpApi&lt;/strong&gt; and &lt;strong&gt;Google Gemma 2&lt;/strong&gt;.&lt;br&gt;
Built for the Hacktoberfest open source AI challenge.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;a href="https://github.com/AshrafGalaxy/ClientRadar/LICENSE" rel="noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/08cef40a9105b6526ca22088bc514fbfdbc9aac1ddbf8d4e6c750e3a88a44dca/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c6963656e73652d4d49542d626c75652e737667" alt="License: MIT"&gt;&lt;/a&gt;
&lt;a href="https://streamlit.io" rel="nofollow noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/a1de0818282c6f7dac4053a4426f7a1135ba4f2aa2016712240414cba67b2358/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f53747265616d6c69742d312e33352b2d4646344234422e737667" alt="Streamlit"&gt;&lt;/a&gt;
&lt;a href="https://serpapi.com" rel="nofollow noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/2e72b8dd2f1bc8059a25f63467d9e9839c2770829757ee2283c021ec30f47daa/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f536572704170692d476f6f676c652532304a6f62732d3030433835332e737667" alt="SerpApi"&gt;&lt;/a&gt;
&lt;a href="https://huggingface.co/google/gemma-2-2b-it" rel="nofollow noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/3953b31525d2246625560c9fb65b91890f3e004331e5bf87647a2d9d02889ec2/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f476f6f676c652d47656d6d61253230322d2d32422d2d49542d3432383546342e737667" alt="Gemma 2"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;💡 Overview&lt;/h2&gt;
&lt;/div&gt;
&lt;p&gt;Freelancers and boutique technical consultants spend 10-15 hours every week scanning job boards, filtering low-budget listings, and drafting custom outreach pitches.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;ClientRadar AI&lt;/strong&gt; turns this manual grind into an autonomous, 30-second pipeline:&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Live Discovery &amp;amp; Deep-Linking&lt;/strong&gt;: Leverages &lt;strong&gt;SerpApi's&lt;/strong&gt; &lt;code&gt;google_jobs&lt;/code&gt; engine to harvest fresh, high-ticket tech contracts across LinkedIn, Indeed, ZipRecruiter, and company portals in real time with direct application deep-links.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Multi-Tier Viability &amp;amp; Risk Scoring&lt;/strong&gt;: Google's open-weight &lt;strong&gt;Gemma 2&lt;/strong&gt; (&lt;code&gt;google/gemma-2-2b-it&lt;/code&gt;) parses the job description, evaluates Scope Clarity (35 pts), Budget Alignment (35 pts), and Timeline Realism (30 pts), while auditing for scope-creep or equity-only red flags.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Custom Outreach Pitch Studio&lt;/strong&gt;: Gemma 2 crafts tailored proposals with selectable pitch strategies (&lt;em&gt;Direct Technical&lt;/em&gt;, &lt;em&gt;Fast 48h Turnaround&lt;/em&gt;, or &lt;em&gt;Strategic Retainer&lt;/em&gt;…&lt;/li&gt;
&lt;/ol&gt;&lt;/div&gt;
  &lt;/div&gt;
  &lt;div class="gh-btn-container"&gt;&lt;a class="gh-btn" href="https://github.com/AshrafGalaxy/ClientRadar" rel="noopener noreferrer"&gt;View on GitHub&lt;/a&gt;&lt;/div&gt;
&lt;/div&gt;


&lt;p&gt;Repository: &lt;a href="https://github.com/AshrafGalaxy/ClientRadar" rel="noopener noreferrer"&gt;https://github.com/AshrafGalaxy/ClientRadar&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  How I Built It
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Core Framework &amp;amp; UI&lt;/strong&gt;: Built with &lt;strong&gt;Python 3.11&lt;/strong&gt; and &lt;strong&gt;Streamlit&lt;/strong&gt;, featuring a bespoke responsive interface with SVG icon systems, dark/light theme switching, and segmented preview controls.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Open-Source AI Model&lt;/strong&gt;: Powered by Google's open-weight model &lt;strong&gt;Gemma (&lt;code&gt;google/gemma-3-4b-it&lt;/code&gt; / &lt;code&gt;google/gemma-2-2b-it&lt;/code&gt;)&lt;/strong&gt; via the Hugging Face Serverless Router for structured viability audits and technical proposal generation.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Real-Time Job Harvesting&lt;/strong&gt;: Integrated with the &lt;strong&gt;SerpApi Google Jobs Engine&lt;/strong&gt; to harvest real-time job listings, parsing direct apply portals (e.g., generating direct &lt;code&gt;Apply on LinkedIn ↗&lt;/code&gt; and &lt;code&gt;Apply on ZipRecruiter ↗&lt;/code&gt; buttons).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Heuristic Viability Engine&lt;/strong&gt;: Custom Python parsing pipeline extracting hourly compensation brackets, work-from-home eligibility, and risk signals before synthesizing client outreach.&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Why Does Open Innovation Matter?
&lt;/h2&gt;

&lt;p&gt;Open-source and open-weight models like &lt;strong&gt;Google Gemma&lt;/strong&gt; democratize high-grade AI for independent developers:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Eliminating Vendor Lock-in &amp;amp; Unpredictable API Costs&lt;/strong&gt;: Proprietary closed APIs enforce restrictive usage caps and unpredictable meter billing. Open-weights allow developers to run inference locally or via serverless endpoints without recurring commercial tolls.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Data Privacy for Client Communications&lt;/strong&gt;: Client pitches, client names, hourly terms, and confidential project proposals never have to be stored or trained on by closed third-party providers.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;True Customizability&lt;/strong&gt;: Developers have full transparency into model prompts, system architectures, and fine-tuning pipelines.&lt;/li&gt;
&lt;/ol&gt;




&lt;h2&gt;
  
  
  My Agent Session
&lt;/h2&gt;

&lt;p&gt;ClientRadar was built and optimized using &lt;strong&gt;Google Antigravity&lt;/strong&gt;, leveraging agentic pair programming to:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Implement resilient IPv4 network adapters overcoming Windows IPv6 connection resets on external cloud APIs.&lt;/li&gt;
&lt;li&gt;Design dynamic SerpApi data parsers for compensation brackets and multi-platform action buttons.&lt;/li&gt;
&lt;li&gt;Build the dual-view proposal studio (Rendered Pitch vs. Editable Markdown) with 1-click export.&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  My First User
&lt;/h2&gt;

&lt;p&gt;During initial testing with independent backend contractors:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;The tool scanned live remote listings and surfaced a &lt;strong&gt;$170 – $200 / hr&lt;/strong&gt; Python contract on Turing via LinkedIn/ZipRecruiter.&lt;/li&gt;
&lt;li&gt;In less than &lt;strong&gt;15 seconds&lt;/strong&gt;, ClientRadar evaluated the scope viability at &lt;strong&gt;97/100&lt;/strong&gt;, verified clear tech alignment (Python, Async, Distributed Systems), and generated a tailored 3-paragraph outreach pitch ready to submit.&lt;/li&gt;
&lt;li&gt;The tester praised the direct platform action buttons (&lt;code&gt;Apply on LinkedIn ↗&lt;/code&gt;) and the ability to personalize commercial rates and GitHub portfolio links in the sidebar.&lt;/li&gt;
&lt;/ul&gt;




</description>
      <category>devchallenge</category>
      <category>hf26challenge</category>
      <category>gemma</category>
      <category>hacktoberfest</category>
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