Build an AI Job Application Agent (End-to-End Automation + Mobile Review Dashboard)

@vishal1145

Your LinkedIn automation will violate platform ToS if you're sending more than 20-30 connection requests per day without IP rotation and human-like delays. I've seen accounts permanently banned for exactly this use case. Before we architect this, I need clarity on two things: Are you planning to use LinkedIn's official API (which doesn't support job applications) or are you accepting the risk of browser automation that mimics human behavior? Second, what's your daily application volume target - 5 jobs or 50? This determines whether we build a lightweight queue system or a distributed scraper with proxy rotation. Here's the architectural approach: - PYTHON + PLAYWRIGHT: Build headless browser automation with randomized delays (2-8 seconds between actions) and session persistence to avoid detection. Store cookies encrypted in Azure Key Vault. - OPENAI GPT-4 + PROMPT ENGINEERING: Create a fine-tuned prompt chain that analyzes JDs, extracts key requirements, then rewrites your resume bullets to mirror their language without sounding robotic. I'll add a "human variance" layer that introduces minor grammatical quirks. - AZURE FUNCTIONS + COSMOS DB: Deploy serverless scrapers that run on cron schedules (6am daily). Store job matches, application drafts, and submission status in a NoSQL database with change feed triggers for real-time dashboard updates. - GMAIL API + REGEX PARSING: Monitor inbox using OAuth2 (no password storage), parse email bodies for interview keywords like "schedule a call" or "next steps," then flag them in your dashboard with 95%+ accuracy. - REACT NATIVE MOBILE APP: Build a swipeable card interface where you review applications like Tinder - swipe right to approve, left to skip. Push notifications via Firebase when new matches arrive or recruiters respond. I've built similar workflow automation for 2 sales teams that needed LinkedIn outreach at scale without getting flagged. The key is making the bot indistinguishable from manual activity. Let's schedule a 20-minute call to walk through edge cases - what happens if a portal changes its form structure overnight, or if LinkedIn throttles your account mid-campaign?

@usamae

Hey - this AI job application agent sounds like a solid automation project. I've built similar scraping and automation systems before so this is right up my alley. For the job portal scraping, I'd use Playwright or Puppeteer to monitor Naukri, LinkedIn, and the subscription portal you mentioned. The matching engine would use OpenAI embeddings to compare job descriptions against your resume and filter based on your criteria. For the AI drafting part, I'd fine-tune GPT-4 prompts to generate natural-sounding cover letters and outreach messages that dont read like AI wrote them. The key is training it on real examples so it matches your voice and keeps it conversational. The mobile review dashboard would be a simple web app (React or Vue) that works great on mobile - you'd see job cards with the customized resume, cover letter, and outreach messages. Swipe/tap to approve, then the backend submits everything automatically. For tracking responses, I'd set up email monitoring that watches for recruiter replies and interview invitations, then surfaces them in the dashboard with context. Timeline would be around 25-30 days for the full system - scraping, AI customization, approval flow, submission automation, and response tracking. The hardest part is making sure the AI output sounds natural and the portal automation stays reliable even when they change their layout. - Usama

@salesapple

You need a semi autonomous AI agent that handles your entire job search flow but keeps final control in your hands. I can build this end to end using Python with OpenAI integration, Playwright automation, Gmail API, and a secure cloud backend. I have built multiple automation and AI driven systems, so scraping, resume tailoring, human like drafting, approval workflows, and portal submissions can be handled cleanly. The mobile dashboard will allow daily review, confirm or reject, tracking, and response alerts. I will use encrypted credential storage and modular architecture for safety and scale. Regular updates will be shared throughout development. Ready to start immediately. Let’s discuss the workflow in chat. Verma

@santoshkumars17

As an experienced Full Stack Web and Mobile App Developer, I am confident in my ability to design and build your AI Job Application Agent. To accomplish the project at hand, I will code a backend using Node.js and employ automation tools such as the OpenAI API, Playwright/Selenium, Gmail API, and LinkedIn automation compliant with platform limits. In addition to technical proficiency, my 5+ years of real-world experience have nourished essential skills like keen attention to detail, organization, and effective communication. This will allow me to effectively implement the daily job scraping function while ensuring that each application is customized just as you would. Furthermore, I have designed efficient web and mobile-friendly dashboards for past clients that I could exploit in building a clean UI for your agent. Relax knowing that security and privacy of application's credentials are of utmost importance to me. Trust me with this project and together we'll forge a semi-autonomous system that will revolutionize your job application workflow!

@mughiraaa

Hi, i have reviewed the details. we have handled similar projects successfully, and I am confident we can deliver high quality results for you. i will understand exactly what you need, then plan everything step by step to make sure the work runs smoothly. we prefer clear communication and regular updates so that the project progresses smoothly and meets your expectations. Let's have a detailed discussion, as it will help me give you a complete plan, including a timeline and estimated budget. I will share my portfolio in the chat to show relevant examples of our past work. looking forward to your response. best regards, Mughiraa

@kishanbwts

This project is clear and well scoped. I have built similar workflow automation tools that monitor multiple sources, extract relevant data, and generate tailored content for users to review before taking action. To tackle your job portals, I’d start by creating targeted scrapers that run daily and filter jobs by your criteria. For AI customization, I can integrate resumes and cover letters with GPT models to produce natural-sounding, role-specific drafts you can approve from a clean mobile dashboard. For submission, automating form-filling and messaging while respecting LinkedIn limits is doable with Playwright. I’ve also set up email monitoring with Gmail API to flag recruiter responses and trigger push notifications. A couple of questions: Do you want resume tweaks stored version-wise for your review, or updated live per application? Also, how much control do you want over final outreach message edits before submission? I can build a secure, end-to-end solution while ensuring your credentials stay protected with encrypted storage. Ready to start mapping out the workflow and dashboard so you can approve applications every morning without extra hassle.

@chiragardeshna

Hi there, I am a strong fit for this build because I have designed controlled AI automation systems that combine scraping, LLM-driven drafting, approval workflows, and secure browser automation. I have implemented Playwright-based submission agents, OpenAI-powered resume and cover letter customization, Gmail API inbox monitoring, and mobile-first dashboards for review and approval flows. I would use a Python or Node backend with an agent orchestration layer, structured prompt templates, Playwright for portal automation, Gmail API for inbox parsing, and a React-based mobile-responsive dashboard with strict credential encryption. I reduce risk by enforcing human-in-the-loop approval gates, isolating automation per portal, logging every action for auditability, implementing rate-limit safeguards for LinkedIn, and securing credentials with encrypted vault storage. I am ready to outline a phased MVP plan and define compliance-safe automation boundaries immediately. Regards Chirag

@Vikasv8

As a skilled full-stack developer, I am confident that I possess the expertise and knowledge required to build your AI job application agent. Over the past 6+ years, I have extensively worked with Node.js, Python, JavaScript, and many other relevant technologies that align perfectly with your technical stack requirements. My experience spans not only web development but also automation, which will be crucial in building an efficient system for you. Moreover, I strongly emphasize security and privacy as paramount factors when dealing with sensitive data like credentials, which aligns perfectly with your need for owner-specific access control. Throughout my career, I have developed various complex systems while ensuring utmost safety and trustworthiness. Lastly, my ability to work closely with clients has always been highly appreciated. I believe in open communication and incorporating feedback throughout the development process to guarantee that the end product precisely aligns with your vision. With me, you won't just be getting a working application; you'll be getting a reliable partner committed to delivering excellence until you are 100% satisfied. Let's transform your job-hunting experience together!

@Aaditya7574

Hey there, We can do this Using Angular + Nodejs with any paid ai for OCR detections process and text scrapping with model train. Let have further chat will explain the flow how we will do this.

@jamesbrewsteruk

I’m a strong fit for this project because I combine deep Azure expertise with a pragmatic, low‑risk approach to AI automation. I have ~15 years of hands‑on Azure experience, building secure, scalable systems using Azure Functions, cloud automation, identity, and data platforms. I’m UK‑based, which helps with time zone alignment, compliance expectations, and professional communication standards. For this project, my focus would be on simplicity and reliability first: - Start with API and email‑based job discovery where possible (lowest risk, fastest to deliver) - Use Azure OpenAI for resume and message customization with strict tone control so outputs sound natural and human - Enforce a hard human‑approval step before any application or outreach is sent - Prefer official apply links and pre‑filled submissions over fragile browser automation - Introduce automation (e.g. Playwright) only where explicitly allowed and valuable I design systems to be maintainable, compliant, and auditable, not brittle “black box” bots. You’ll always stay in control, with a clean mobile‑friendly dashboard to review and approve everything. If you’re looking for someone who can architect this properly on Azure, avoid unnecessary complexity, and scale it sensibly over time, I’d be happy to help.

@hareshfinadiya

Hi, I am Haresh, having 14+ years of experience in Software Testing Industry. - Having unique blend of knowledge in Quality Product Delivery, Processes Management, Functional testing, Integration and regression testing, load and Perfromance Testing which help me to take the Quality of the software to the next level. - Hands on experience on testing Desktop, Web Based, Mobile application and ERP based application. - Hands on experience on automation testing tools on selenium webdriver, jmeter, katalon studio, Appium, cypress, selenium with TestNG freamwork etc.. - Thorough understanding of Product Delivery Life Cycle, Software Testing Life Cycle and Software Development Life Cycle. - Experience in Well conversant with writing Test plan,Test Cases,Bug report, Release Note and Product Health Report. - Worked in various domains like Finance, Retail, Web Portals, Healthcare, ecommnerce, CMS, Eduction Portal, Life Insurance, ERP system etc. - I do have require mobile devices to test mobile view or applications like android and iOS applications. - I have hands on experience with Git, postman, MSSQL Server. Kindly review my profile and let me know you view over the same. Thanks, Haresh

@CauaAlves

Hello! I'm a full-stack AI developer with 7+ years building automation agents, including job search bots using OpenAI, Playwright, and LinkedIn APIs. I've delivered similar end-to-end systems with mobile dashboards, ensuring compliance and privacy. Understanding your needs: A semi-autonomous AI job agent for monitoring portals (Land Better Jobs, Naukri, LinkedIn), matching jobs to criteria/resume, customizing applications, requiring mobile approval before submission, and tracking responses. My plan: Backend (Node.js/Python): Scraping/automation with Playwright (compliant, proxy-enabled); OpenAI for resume/cover/DM customization; Gmail API for emails/outreach. Matching & Workflow: AI-based filtering; no auto-submit—push to dashboard for review. Mobile Dashboard (React Native/Flutter): Clean UI for job views, draft reviews, approve/reject, tracking apps/responses/notifications. Integration: LinkedIn safe automation; cloud deploy (AWS) with secure creds storage. Security: Encrypted storage, audit logs; test with your portal access. Deliverables: Full code repo, deploy guide, mobile APK/web link, 1-month support. Can deliver in 12 days for ₹55,000 INR (milestones: 30% design, 40% core, 30% testing). Portfolio: Similar AI bot [link/screenshot]. Let's discuss criteria? Ready to automate your job hunt!

@shivamhardia

Hi, I completely understand the requirement — you’re looking for a semi-autonomous AI job application agent that handles discovery, drafting, approval, submission, and response tracking, while keeping you fully in control before anything is sent. I’ve built full-stack MERN applications with role-based dashboards, automation workflows, third-party API integrations (including email systems), real-time notification systems, and AI-powered content generation features. I’ve also worked on structured backend architectures where human-approval workflows and audit logging were critical before triggering automated actions very similar to your “review before submit” requirement. This is absolutely achievable with a structured architecture. I would suggest building this with a Node.js (or Python) backend for orchestration, OpenAI API for intelligent resume and cover letter customization, Playwright for controlled browser automation, Gmail API for inbox monitoring, and a clean React-based mobile-responsive dashboard for daily review and approval. This ensures modularity, scalability, and secure credential handling via encrypted environment storage and token-based authentication. I would design this system with strict approval gating (no auto-submit), clean logging of every action, secure credential management, and a lightweight mobile-first UI so your daily review process is fast and frictionless. If you'd like, I can outline a phased MVP plan for this build.

@Fahadghouri7

With my multifaceted skill set and proven track record in web development, I am confident in my ability to build you a robust, cutting-edge AI job application agent that will truly streamline and optimize your workflow. I am well-versed in Python for AI implementation along with Node.js for back-end functionalities. My experience with OpenAI API, browser automation through Selenium, and automation of email and LinkedIn communication aligns perfectly with the functional requirements of your project. Not only that, but my expertise extends to building clean and intuitive mobile-friendly dashboards using technologies like React or Flutter. In fact, my dedication to optimizing user experience is visible across projects in my portfolio, from lightning-fast website design to visually engaging app creation. I guarantee you a dashboard that is both minimalistic and highly functional for your mobile review needs, with a particular focus on simplicity and ease of use. A unique selling point of mine is my understanding and appreciation for privacy and security of sensitive information like yours. Rest assured, I will employ the highest standards of privacy measures when it comes to integrating your credentials for job portals on the cloud platform that suits you best: AWS, GCP, or Azure. Having transformed many digital presences effectively,

@Hemantt841

With 7 years of experience in AI and automation, I am the best fit to complete this requirement. I have the relevant skills to build an AI Job Application Agent with an end-to-end automation process and a mobile review dashboard. How I will complete this project: - Monitor job portals daily to identify relevant openings - Customize resume and outreach messaging for applications - Allow human approval before submission - Automate application submission and inbox monitoring - Develop a clean mobile dashboard for easy job tracking Tech stack I will use: - Python/Node backend for automation - AI integration via OpenAI API - Browser automation using Playwright/Selenium - Email integration with Gmail API - LinkedIn automation while complying with platform limits - Cloud deployment on AWS/GCP/Azure - Web/mobile-friendly dashboard using React/Flutter I have worked on similar solutions in the past and understand the importance of security and privacy of credentials. My proposal focuses on creating a seamless AI job search assistant with a user-friendly mobile interface, ensuring efficient job application management.

@InjectAI

Dear, I will develop a custom AI agent that manages your end-to-end job application workflow with a mobile-friendly dashboard. The system will scrape job portals daily (LinkedIn, Naukri, Land Better Jobs, others), match openings to your profile, and draft customized resumes, cover letters, and recruiter outreach messages using AI, ensuring a natural, professional tone. Applications will require human approval before submission, showing job summary, drafts, and portal responses. Once confirmed, the agent will automate form filling, email submission, and LinkedIn messaging. The agent will also monitor your inbox, detect recruiter responses or interview invites, and notify you via dashboard or push notifications. Deliverables:- AI-powered job scraping & matching system Resume & cover letter customization module Human-in-the-loop approval workflow Automated submission engine (portal/email/LinkedIn) Inbox monitoring & notifications Mobile-friendly dashboard (React/Flutter) Deployment on cloud (AWS/GCP/Azure) Documentation & security setup for credentials Tech Stack: - Python for backend, OpenAI API for AI drafting, Playwright/Selenium for automation, Gmail API, React or Flutter for dashboard, PostgreSQL/NoSQL database, Cloud deployment (AWS/GCP/Azure), secure credential management. Please visit my profile to see related projects Best regards

@Rajoriadares

Hello Client, Greeting of the day!!!! I read your job description. I have STRONGEST Mobile development expert team and have been DEVELOPED 150+ Apps, three dating app, Two Customer and service provider app based on GPS location and notification functionality and based on different domain like sports, Health, GYM, personal business and social etc I have testing team for testing apps. I think I am strongest person for doing this job and provide the quality product with testing. I am always available for your support. Thanks

@dineshk743

Hello, I’m Dinesh Kumar With 14+ years of experience across multiple platforms, I’ve helped build numerous startups through dedication and hard work. I’m committed to delivering high quality work that ensures 100% client satisfaction. Your success is my priority, and I focus on building long term relationships based on trust and excellence. Expertise: Web & App Development – React.js, Node.js, JavaScript, PHP, MySQL, WordPress, Magento, CodeIgniter, Shopify, .NET, Flutter, FoxPro Strong knowledge of frameworks, software design, and development methodologies Proven ability to deliver custom, scalable, and reliable solutions for diverse industries I work with clients globally, providing end to end solutions that meet unique project needs while maintaining the highest quality standards.

@Videoeditior

Hello, I have carefully gone through your project details and understand your requirements clearly. I am confident in my ability to deliver efficient and high-quality results within the given timeline. Client satisfaction is my priority, and I ensure clear communication and continuous support throughout the project. Looking forward to discussing this further. Thank you.