# 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)

```yaml
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
```