AI Document Search & Summarization System
$750-1500 USD
Betalt ved levering
Project Title: Development of an AI-Powered Document Search and Summarization System
Description:
We are seeking an experienced developer or team to build an advanced document search and summarization system that integrates with OpenAI APIs. The system will work with a large-scale database of approximately 10 million documents (PDF format with selectable text), where each document averages 3 pages.
Key Features and Requirements:
1. Efficient Search Using Vectorization and Embeddings:
o To minimize API costs (OpenAI token usage) and enable fast searches, all documents must be vectorized and searchable using vector-based search techniques.
o Technologies like FAISS (Facebook AI Similarity Search) or equivalent tools should be utilized.
2. Indexing and Summarization:
o During the system initialization, if necessary, all documents will be indexed and summarized into a CSV or database-friendly structure for quick access.
o AI will handle the document indexing process.
3. Advanced Search Functionality:
o The system will allow users to input a custom scenario or query. Based on this input:
The system will identify and return the most relevant document(s) from the database.
It will provide recommendations and insights related to the user’s query, leveraging OpenAI’s API and the system's internal knowledge base.
4. File Upload and Custom Summarization:
o Users will also be able to upload their own documents.
o The system will generate two distinct types of summaries for these documents:
A concise overview.
A detailed summary with comments and suggestions.
o AI-generated insights and recommendations will also be provided for the uploaded files.
5. System Prompts and Training:
o The system’s prompts and AI fine-tuning process will be handled internally by us. Your responsibility will be to develop the technical infrastructure and implement the features outlined above.
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Deliverables:
• Fully functioning system as per the described features.
• Source code and detailed documentation for maintenance and further development.
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Questions for Developers:
1. Technologies: What specific technologies and tools would you recommend for building this system?
2. Feasibility: Are all the described features technically feasible? If not, what are the limitations or challenges?
3. Additional Information: Is there anything else we need to clarify or provide more details about before you proceed?
4. Timeline: How long will it take to develop this system, assuming all necessary resources are available?
5. Budget: What is the estimated total cost for this project?
6. Subscription Requirements: During the system’s usage, which subscriptions will be required, and which of them operate on a “pay-as-you-go” model versus fixed-fee structures?
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We look forward to hearing from talented developers who are excited to take on this project. Please include relevant examples of similar systems you have built in your application. If necessary, we are open to signing a Non-Disclosure Agreement (NDA) to ensure confidentiality.
Thank you! ?
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Projekt ID: #38953780
Om projektet
56 freelancere byder i gennemsnit $1299 timen for dette job
Hello Kadir, As an experienced AI specialist with a focus on OpenAI technologies, I have reviewed the details of your job posting and am confident that my expertise in Database Development, API Integration, NLP, Ope Flere
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Hi Thank you for the opportunity to bid on your project. An experienced developer specializing in AI-powered systems, I am fully prepared to take on the challenge of building a cutting-edge document search and summar Flere
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Hello Kadir, I am Ronan, a seasoned Database Development professional with over 8 years of experience. I have carefully reviewed the requirements for the AI Document Search & Summarization System project. To address Flere
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For developing an AI Document Search & Summarization System, I propose creating a sophisticated system that efficiently searches and summarizes documents using vectorization and embeddings. By leveraging technologies l Flere
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