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I want to build an intelligent agent—powered by Generative AI and a solid LLM backbone—that can sit inside our current stack and take over the routine workflows my team now handles manually. Its core purpose is task automation, and more precisely workflow automation, so every design and coding decision should support that end. The agent must be able to: • Document routing – read incoming files or messages, understand context, and pass each item to the correct person, folder, or third-party system. • Approval processes – trigger, monitor, and record multilayer approvals, nudging stakeholders when they lag, and logging a full audit trail. • Scheduling tasks – analyse workload and availability, then automatically book or reschedule tasks, meetings, or follow-ups on the calendar. I expect you to choose or fine-tune the most suitable LLM, wrap it in a lightweight agent framework (LangChain, LlamaIndex, or similar), and weave in company-specific rules so the bot’s decisions remain transparent and controllable. Clear, well-commented code, a short setup guide, and a demo run on sample data will let me verify everything works before we connect it to production. If this sounds straightforward to you and you have shipped comparable AI agents before, let’s talk about the quickest path from concept to a working proof-of-concept and then to full deployment.
Project ID: 40490950
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29 freelancers are bidding on average ₹291 INR/hour for this job

As a seasoned AI developer with a strong focus on integration and development of intelligent agents, I am well-prepared to tackle your project. Having worked at tech giants such as Google and Apple, I bring not only exceptional coding skills but also a structured process that prioritizes your goals, minimizes potential setbacks, and ensures delivery of impactful solutions. Drawing on my expertise in Generative AI and LangChain (among other frameworks), I am positioned to create an efficient LLM-powered agent that will seamlessly automate your team's workflows. Building on this foundation, I'll integrate company-specific rules to provide you with full control and transparency over the bot's actions. My commitment to producing clean, well-commented code ensures not just functionality, but long-term maintainability. I understand how vital it is for you to establish trust in this transformative concept, and I'm fully prepared to earn it by providing you with a comprehensive setup guide, necessary documentation, and even running the prototype on sample data for validation before initiating full deployment. Partnering with me will grant you the peace of mind needed to focus on broader strategy and scaling while I handle the technical aspects at the highest possible standard. It's time to make your workplace more streamlined and productive; let's embark on this journey together.
₹400 INR in 40 days
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Leveraging my comprehensive AI skills, with a notable focus on successful AI Agent deployments, I am confident in providing you with an intelligent solution that meets - and exceeds - your workflow automation needs. As an experienced full-stack developer specializing in AI and LLM, I have successfully built and integrated AI agents utilizing frameworks similar to LangChain. This will ensure a seamless workflow integration between the agent and your existing stack. My proficiency in not just designing efficient agent systems but also fine-tuning them to meet all company-specific rules guarantees that the agent’s decision-making remains transparent and controllable. My approach has previously demonstrated its capability to handle remote tasks such as document routing, approval processes, and task scheduling - aspects that are central to your project. Further establishing my suitability, I deploy a meticulous coding methodology with a keen eye for clarity and intuitive annotation. These practices allow for enhanced transparency during the whole proof-of-concept phase to final production rollout. With me, you can expect nothing but a high-quality implementation, adherence to timelines, and diligent customer service. Save time on routine tasks so you can focus on core strategic aspects of your business. Let's actualize this together!
₹400 INR in 60 days
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Hello, I can help with AI Agent for Workflow Automation. I specialize in automation, API integrations, AI-assisted workflows, backend services, and production-ready web systems. My approach is to first confirm the exact requirements, then deliver a working milestone quickly, with clear progress updates and testable results. For this bid I propose 10 day(s) and a budget of 205.0. Relevant areas I identified: AI Consulting, Generative AI, Large Language Model, LangChain, AI Model Development, AI Model Integration, AI Development, AI Agents. I can start by reviewing your current assets/specification and sending a concrete implementation plan before the first milestone.
₹205 INR in 10 days
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Hi, This is exactly the type of AI automation project where the biggest value comes from combining a strong LLM foundation with well-designed business workflows, governance, and system integrations. My approach would be to build an intelligent agent capable of understanding context, executing actions, and following company-specific rules while maintaining complete transparency and auditability. Core Capabilities: ✔ Intelligent document routing and classification ✔ Multi-stage approval workflow automation with reminders and audit logs ✔ Smart scheduling and workload-based task allocation ✔ Human-in-the-loop controls for critical decisions ✔ Integration with existing business systems, APIs, CRMs, and communication tools Recommended Architecture: • OpenAI GPT-4o or Gemini for reasoning • LangChain or LlamaIndex agent framework • Vector database for contextual retrieval • Workflow orchestration layer for approvals and task execution • Role-based permissions and audit tracking • API-first design for seamless integration with your existing stack Deliverables: • Fully documented and commented source code • Setup and deployment documentation • Sample datasets and demonstration workflows • POC implementation followed by production roadmap • Monitoring, logging, and error-handling framework Best regards, Lokendra Dewangan
₹150 INR in 40 days
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Hi, I can build an LLM-powered workflow automation agent that handles document routing, multi-step approval flows, and intelligent scheduling using a modular agent framework like LangChain/LlamaIndex with a controlled rules layer for transparency. The solution will include API integrations, audit logging, and a clean, well-documented codebase plus a working POC on sample data before production deployment.
₹250 INR in 40 days
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⚡️Quality is Guaranteed⚡️ I can help build your intelligent agent using Generative AI and a tailored LLM to seamlessly automate your team’s workflows, ensuring efficiency and transparency. Core Deliverables➡️ • Document routing with contextual understanding • Automated multilayer approval tracking with audit trails • Smart scheduling optimizing tasks and meetings My Approach➡️ • Select or fine-tune top-suited LLM for your needs • Integrate agent framework like LangChain for lightweight deployment • Embed company-specific rules ensuring transparent decisions • Deliver clean, commented code and a concise setup guide • Provide demo on sample data for confident validation I’m committed to delivering a high-quality product that meets your goals. I look forward to discussing this project further. Kind regards, Aaron Roberts
₹300 INR in 30 days
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Hi, I’m currently developing a production-grade AI Agent platform that automates complex business workflows using RAG, Qdrant Vector DB, local embeddings, and multi-LLM orchestration (ChatGPT, Gemini, and local models). My architecture is designed to reduce API costs significantly through intelligent retrieval, local inference, and optimized context management. For your project, I can build an agent capable of document routing, approval workflows, scheduling, audit logging, and third-party integrations while maintaining company-specific business rules. The solution will be scalable, secure, and built using modern agent frameworks such as LangChain/LlamaIndex with a focus on reliability and automation. I’d be happy to discuss your existing stack and design the most efficient implementation strategy. Thanks.
₹200 INR in 40 days
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Hi, I can help you build this AI-powered workflow automation agent. I have previously worked on similar AI projects involving LLMs, intelligent document processing, workflow automation, and business process orchestration. For your use case, I would recommend starting with a proof-of-concept that covers document routing, approval workflows, and intelligent scheduling. Once validated, we can expand it into a production-ready solution with audit logging, integrations, monitoring, and company-specific business rules. A few questions before I propose the architecture and timeline: 1. Do you prefer cloud or on-premise deployment? 2. Approximately how many documents/messages will be processed daily? 3. Are there any security or compliance requirements? Looking forward to discussing the project.
₹125 INR in 40 days
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To build this agent the right way from day one, what does your current stack look like? For example, are approvals tracked in Notion, Jira, or email threads? Are documents coming in through Google Drive, SharePoint, or a custom system? Knowing exactly where your team lives will let me wire the agent directly into those touchpoints instead of adding new tools nobody uses.
₹250 INR in 40 days
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The hard part of this isn't connecting a form to a CRM; it's making the qualifying logic actually reliable, so a buyer and a seller get routed, tagged, and scored differently, and an unresponsive lead gets nudged without being spammed. That branching logic is what most builds get wrong, and it's exactly the kind of pipeline I build. A recent one of mine: an autonomous agent that takes an incoming lead, parses it, uses a fast AI model to qualify and score it, routes it down the right path based on the answers, and fires status notifications at each step, with retry logic so nothing silently fails. Structurally that's your Facebook-lead-to-GoHighLevel journey: intake, AI qualification (buyer vs seller, budget, location, timeline, seriousness), scoring, pipeline-stage routing, multichannel alerts, and a follow-up loop that stops on reply or opt-out. Straight with you on one thing: my deep automation work has been on n8n rather than inside GoHighLevel specifically. GHL has a clean API and the logic maps directly, so the ramp is short, but I'd rather tell you that than have you find out mid-build. You won't get someone who overclaims and then improvises. I'd build it in stages and prove each one with a real test Facebook submission, ending with the documented end-to-end run you asked for. Should the AI qualifier be a native GoHighLevel bot, or are you open to it running through an external AI layer if that makes the qualifying logic sharper? Aneeq
₹100 INR in 20 days
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Hi, I've built exactly this — a Digital AI Employee system with document routing, approval workflows, and task scheduling using LangChain + OpenAI API + Python. I can deliver: ✔ Working AI Agent with LangChain framework ✔ Document routing + approval process + scheduling ✔ Full demo on sample data ✔ Clean code + setup guide I can complete this project for a fixed price of $150 - $200 USD (Full POC + Demo + Documentation) Ready to start immediately. Can we connect? Best, Kiran
₹400 INR in 20 days
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Hi there, What is the most time-consuming manual process your team handles today that you'd like this AI agent to eliminate first? I've reviewed your requirements and can help build an intelligent workflow automation agent powered by an LLM and a scalable agent framework. My approach is to first map the business workflows, design transparent decision-making rules, implement document routing, approval management, and scheduling capabilities, then integrate the agent with your existing systems while maintaining auditability, security, and human oversight where needed. A little about me: I work on AI-powered automation solutions involving LLMs, workflow orchestration, API integrations, and business process automation with a focus on reliability and maintainability. A few questions: 1. Which systems will the agent need to integrate with initially (CRM, email, document storage, ERP, etc.)? 2. Do you have a preferred LLM provider, or would you like recommendations based on performance, cost, and privacy requirements? 3. Is the immediate goal a proof of concept, or are you looking for a production-ready deployment from the start? I'd be happy to discuss the architecture, workflow requirements, and deployment roadmap in more detail. Feel free to send me a message via Freelancer.com chat so we can review your objectives and determine the best approach. With regards, Rajat Tiwedi
₹250 INR in 40 days
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Hi, I recently worked on an AI-powered Hiring Agent using Python, Flask, Azure OpenAI, LangChain, and RAG-based workflows. Your requirement for an AI agent that can automate document routing, approvals, scheduling, and workflow management aligns closely with my experience. I can help build a proof-of-concept using Python, LangChain, and modern LLMs, integrating company-specific business rules to ensure transparent and controllable decision-making. The solution will include workflow orchestration, audit logging, automated notifications, and a clean architecture that can be extended to production deployment. My approach will focus on: • AI-powered document classification and routing • Workflow automation for approvals and task management • Calendar scheduling and follow-up automation • Integration with external systems and APIs • Well-documented, maintainable code with setup instructions I would be happy to discuss your existing workflow and recommend the most suitable architecture for a scalable solution. Regards, Harshita Yadav
₹300 INR in 30 days
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Hi, Krishna here from Delhi. We are a team of 20+ Engineers and have completed 300+ projects with 4.7+ rating. Would love to connect with you to discuss the project. As an AI and software development professional with extensive experience in the exact areas you're looking for, I believe I can deliver an exceptional solution tailored to your needs. My team and I specialize in developing precise, efficient, and scalable artificial intelligence solutions, similar to what you require. AI workflow automation is amongst our core competencies, we have designed and deployed precise, efficient, measurable and innovative AI systems that automate manual tasks for numerous clients. Our tools are custom-built using state-of-the-art models such as LLM wrapped in lightweight agent frameworks as you mentioned LangChain or LlamaIndex. In sum, by drawing on my multi-faceted skill set centered around creating transformative AI solutions with a real-world impact, I am confident in delivering the AI agent you desire. Opting to partner with my team would not just obtain your deliverables but also gain a long-term partner committed to your business growth through innovation that AI can offer. Let's talk further about transforming your concepts into a working proof-of-concept with a clearly defined path towards full deployment.
₹800 INR in 40 days
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This is exactly the kind of system I build. Recently shipped StratusAI — a multi-agent LangGraph pipeline handling sequential reasoning, real-time research, and structured output generation. The architecture maps directly to what you're describing. For your three requirements: Document routing — LLM classifier + tool-calling agent to parse context and dispatch accordingly Approval workflows — stateful agent with human-in-the-loop checkpoints, audit logging, stakeholder nudges Scheduling — calendar-aware agent with workload analysis and auto-booking logic I'd use LangGraph for orchestration (more controllable than vanilla LangChain for multi-step workflows), wrap it in a FastAPI backend, and deliver clean commented code + a demo on your sample data. Before I scope the timeline: what does your current stack look like, and do you have a preferred LLM provider?
₹120 INR in 40 days
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Hi, I've built a production AI agent system using LangChain and async Python that handles exactly the kind of workflow automation you're describing. My system (ARIA) handles: - Autonomous document routing and context-based decision making - Multi-step task execution without human input - LLM-powered classification to route items to correct handlers - Full pipeline automation with audit logging - Built with LangChain + Ollama LLM backbone + asyncio For your project specifically, I can build: - Document routing agent — reads incoming files/messages, classifies context, routes to correct person or folder - Approval workflow agent — triggers multilayer approvals, nudges lagging stakeholders, logs full audit trail - Scheduling agent — analyses workload and auto-books or reschedules tasks on calendar I'll wrap everything in LangChain agents with company-specific rules so decisions stay transparent and controllable. You'll get clean commented code + setup guide + demo run on your sample data before production. I can start immediately. What does your current stack look like — what tools or systems do the workflows run through today? Best, Ahamed Anas
₹250 INR in 40 days
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Hello, Your project aligns closely with my interests in Generative AI, LLMs, workflow automation, and AI agents. I have experience working with Python, Machine Learning, Prompt Engineering, API integration, and modern AI tools, and I am actively building intelligent systems that automate decision-making and business workflows. For this project, I can help design and implement a proof-of-concept agent capable of understanding incoming information, applying business rules, and automating routing and workflow decisions. I am familiar with modern LLM ecosystems and agent-based architectures and can propose a scalable approach using frameworks such as LangChain and related tooling. My approach would focus on: Understanding the workflow requirements and decision points Designing a transparent and maintainable agent architecture Integrating LLM capabilities with automation logic Building a clean, documented, and extensible solution Ensuring future scalability and ease of maintenance I would be happy to discuss the workflow details and share an implementation strategy before development begins. Looking forward to hearing from you. Best regards, Sushma Hiranya
₹250 INR in 40 days
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Your project aligns well with my experience in building AI-driven workflow and automation systems. I understand that the goal is not just to add an LLM, but to create a reliable workflow automation agent that can make decisions, route tasks, manage approvals, and coordinate scheduling while remaining transparent and controllable. For the proof-of-concept, I would focus on building a modular agent architecture using LangChain/LlamaIndex with a suitable LLM backbone and integrate company-specific business rules to ensure consistent decision-making. The agent would be able to: • Automatically classify and route documents, emails, and incoming requests based on context. • Manage multi-level approval workflows with status tracking, reminders, escalation logic, and audit logs. • Handle task and calendar scheduling by considering availability, priorities, and workload constraints. • Maintain detailed logs and reasoning traces so decisions remain explainable and easy to review. My approach would be to first build a working MVP on sample data, validate the workflows, and then gradually connect it to production systems through APIs and existing tools. The code will be clean, well-documented, and accompanied by a setup guide and demonstration so your team can easily evaluate and extend the solution. I would be happy to discuss your current stack, workflow requirements, and the quickest path to delivering a functional proof-of-concept.
₹100 INR in 40 days
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I have 3 yrs of experience on Gen AI , I have worked on rag , prompt engineering,fine tuning,Agentic AI
₹250 INR in 40 days
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Hi, I am an AI Engineer student specializing in stateful agentic workflows. You need an orchestration engine for routing, approvals, and scheduling, not just a simple chatbot. Here is my architectural assessment: 1. Architecture: For workflow logic, fine-tuning is counterproductive. We need strict Function Calling (tool_use). I use Claude 3.5 Sonnet or GPT-4o, forcing structured JSON outputs to guarantee deterministic routing and prevent hallucinations. 2. Framework: Standard LangChain fails at multilayer approvals because it cannot pause operations. I build with LangGraph (or n8n). It acts as a state machine: the AI requests human approval, goes to sleep, and resumes exactly where it left off once approved, logging everything into an audit trail. 3. 3-Week PoC Path: Week 1: State machine setup & dummy API connectors (Calendar, Storage, Slack/Email). Week 2: LLM integration for Document Routing (context extraction) and Scheduling via tool-use. Week 3: Human-in-the-loop (HITL) approval nodes & Audit Trail implementation. I will deliver clean, commented code and a setup guide to run sample data safely before touching production. Best, Facundo
₹400 INR in 40 days
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