ds_task_scp/README.md

Mini SpecsComply Pro (SCP)

Overview

Mini SpecsComply Pro (SCP) is a lightweight document compliance and validation tool designed to analyze and verify technical documents against predefined standards and project-specific requirements. It leverages advanced AI models for embedding, reasoning, and ranking to ensure fast and accurate document processing.

Key Features

• Document Embedding: Uses Cohere Embedding Model to generate vector representations for efficient comparison.
• Fast LLM Processing: GROQ LLM provides rapid document parsing and analysis.
• Advanced Reasoning: Claude 3.5 Sonnet is used for deep reasoning and compliance verification.
• Enhanced Ranking: Cohere Reranker ensures the most relevant compliance issues are prioritized.
• Structured Compliance Feedback: Generates summaries and detailed issue breakdowns for document corrections.
• Efficient Resubmission Workflow: Allows users to revise and resubmit documents based on feedback.

Tech Stack

• Backend: Python (FastAPI or Flask for API development)

• Vector Database: Pinecone or Weaviate for document embeddings storage and retrieval

• LLMs:

  • GROQ for quick responses
  • Claude 3.5 Sonnet for reasoning

• Embedding & Reranking:

  • Cohere Embedding Model
  • Cohere Reranker

Workflow

1. Document Upload

   • User uploads a document for compliance verification.
   • Document is converted into embeddings using the Cohere Embedding Model.
   • Stored in the vector database for efficient retrieval.

2. Processing & Analysis

   • GROQ LLM parses the document and extracts key sections.
   • Claude 3.5 Sonnet performs reasoning to check compliance against standards.
   • Cohere Reranker prioritizes the most critical compliance issues.

3. Compliance Report Generation

   • A structured report is generated, including:
     • Summary of Findings
     • Detailed Compliance Issues
     • Recommended Fixes

4. Feedback & Resubmission

   • User receives feedback and revises the document.
   • Resubmitted documents undergo the same pipeline for re-evaluation.

API Endpoints (Example)

POST /upload-document
  - Uploads a document for analysis
  - Returns document ID for tracking

GET /document/{doc_id}/analysis
  - Retrieves the compliance report for a document

POST /document/{doc_id}/resubmit
  - Allows resubmission of a revised document