AI Developer Wanted: Build a Custom AI Assistant for Vacation Rental Hosts (OpenAI + RAG)

Posted 5 hours ago

Worldwide

Summary

About Me I am a business coach for vacation rental hosts in the German-speaking market. I help hosts increase occupancy, generate more bookings, and grow their revenue. Over the past several years, I have built an extensive knowledge base that includes: • Workshops • Coaching videos (approximately 200 hours) • Word documents • PDFs • Email sequences • Facebook posts • Checklists • Marketing strategies • Presentations • Templates • Recordings of live coaching calls • Marketing concepts • Workbooks My goal is to transform all of this knowledge into a powerful AI assistant. ________________________________________ Project Goal I am looking for an experienced AI developer or a small AI development team to build a custom AI assistant for my business. The assistant will help vacation rental hosts improve occupancy, increase revenue, and make better business decisions. I do not want another generic ChatGPT chatbot. Instead, the AI should primarily rely on my own knowledge base, coaching methods, and experience. The responses should feel as if they were written directly by me. ________________________________________ Example Questions the AI Should Answer Examples include: • How can I get more bookings? • How can I fill my low season? • Why am I getting too few direct bookings? • How can I increase my revenue? • How do I attract more returning guests? • How should I market my vacation rental? • Which target audience is best for my property? • How can I charge higher prices? • Which marketing activities should I focus on next? ________________________________________ Booking Calendar Analysis (Core Feature) One of the most important features will be booking calendar analysis. Users should be able to upload a screenshot of their booking calendar from platforms such as: • Booking.com • Airbnb • A PMS (Property Management System) • Any other booking platform The AI should automatically analyze the calendar and identify: • Available dates • Booked dates • Booking gaps • Occupancy patterns • High season vs. low season • Critical vacancies After the analysis, users should be able to ask questions such as: • I want to fill the period from November 5th to November 20th. What should I do? • Which marketing activities would you recommend? • Should I reduce my prices or improve my marketing? • Which target audience should I focus on during this period? • What Facebook posts should I publish? • Which email should I send to previous guests? • Which three actions will have the biggest impact right now? The AI should provide specific, actionable recommendations and generate a personalized action plan. ________________________________________ Current Prototype I already started building an AI version myself, but the results are still too generic and lack depth. Prototype: https://illustrious-squirrel-a0485e.netlify.app/ Password: Blumentopf26 ________________________________________ Knowledge Base The AI should be built around my complete knowledge library. Currently, this includes several hundred hours of video content as well as: • Word documents • PDFs • Text files • Workshop materials • Facebook posts • Newsletters • Coaching scripts Later, I also want to integrate video transcripts. It should be easy for me to upload new documents at any time without requiring technical knowledge. ________________________________________ Writing Style The AI should do much more than retrieve information. It should learn and imitate my personal coaching style by: • Writing in my tone of voice • Understanding my way of thinking • Applying my strategies • Following my coaching methodology • Avoiding hallucinations whenever possible • Important: When the project is finished it has to work in German If the answer cannot be found in my knowledge base, it should say so honestly instead of making something up. ________________________________________ Chat Interface The application should include a modern chat interface similar to ChatGPT. Requirements: • Desktop and mobile responsive • Clean, intuitive user experience • Ideally branded using my company colors and design ________________________________________ Admin Area I want to manage the system without programming knowledge. The admin panel should allow me to: • Upload new documents • Delete documents • Organize categories • Update the knowledge base • Edit system prompts • Manage multiple AI assistants • Grant users access to the AI • Remove users when necessary ________________________________________ Preferred Technology Stack I am open to better suggestions, but my current idea includes: • OpenAI API • Retrieval-Augmented Generation (RAG) • Vector Database • LangChain or LlamaIndex • Python • FastAPI If you believe another architecture would be better, I would love to hear your recommendations. ________________________________________ Future Expansion (Phase 2) The system should be designed from the beginning to support future AI features, including: • Facebook post generator • Newsletter generator • Sales email generator • Website analysis • Booking.com listing optimization • Dynamic pricing recommendations • Occupancy forecasting • Marketing plan generation • Direct booking strategy recommendations • WhatsApp integration • Website chatbot • Facebook Messenger integration • Voice interface • Full vacation rental website analysis • Review and guest feedback analysis • Possibly a built-in booking calendar with API integrations The long-term vision is to build the leading AI assistant for vacation rental hosts in the German-speaking market. ________________________________________ Who I’m Looking For I am not looking for a traditional web developer. I am looking for someone with proven experience building modern AI systems and RAG applications. Ideally, you have experience with several of the following: • OpenAI API • Retrieval-Augmented Generation (RAG) • LangChain • LlamaIndex • Pinecone • Qdrant • ChromaDB • Vector databases • Prompt engineering • AI agents ________________________________________ When Applying, Please Include Please send me: • Examples of similar AI projects or case studies • The technology stack you would recommend • Your estimated development timeline • A rough price estimate • Your suggested roadmap for building the project step by step ________________________________________ Long-Term Collaboration This project is intended to grow continuously. I am looking for a developer or a small team interested in a long-term partnership to continuously improve and expand the AI. My goal is to build the leading AI platform for vacation rental hosts in the German-speaking market. ________________________________________ Budget For the initial phase, I have a budget of USD 2,000. Please outline what can realistically be delivered within this budget. If additional features require a larger budget, I would appreciate a suggested roadmap with clear milestones for future development.

  • $2,000.00

    Fixed-price
  • Expert
    Experience Level
  • Remote Job
  • Ongoing project
    Project Type
Skills and Expertise
Mandatory skills
Machine Learning
Artificial Intelligence
Activity on this job
  • Proposals:50+
  • Last viewed by client:20 minutes ago
  • Interviewing:
    0
  • Invites sent:
    0
  • Unanswered invites:
    0
About the client
Member since Jul 16, 2024
  • Italy
    11:58 AM
  • Sales & Marketing
    Small company (2-9 people)

Explore similar jobs on Upwork

Quantum Computing
Artisan AI Optimization ExpertHourly‐ Posted 4 weeks ago
Adobe Illustrator
Graphic Design
Adobe Photoshop
Logo Design

How it works

  • Post a job icon
    Create your free profile
    Highlight your skills and experience, show your portfolio, and set your ideal pay rate.
  • Talent comes to you icon
    Work the way you want
    Apply for jobs, create easy-to-by projects, or access exclusive opportunities that come to you.
  • Payment simplified icon
    Get paid securely
    From contract to payment, we help you work safely and get paid securely.
Want to get started? Create a profile

About Upwork

  • Rating is 4.9 out of 5.
    4.9/5
    (Average rating of clients by professionals)
  • G2 2021
    #1 freelance platform
  • 49,000+
    Signed contract every week
  • $2.3B
    Freelancers earned on Upwork in 2020

Find the best freelance jobs

Growing your career is as easy as creating a free profile and finding work like this that fits your skills.

Trusted by

  • Microsoft Logo
  • Airbnb Logo
  • Bissell Logo
  • GoDaddy Logo