Local Content Consultant

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Category:

LLM-Based AI Application

Duration:

3 Months

  • Problem Statement

  • Local content evaluation is often performed manually

  • Inconsistent interpretation of local content regulations

  • Time-consuming calculations and documentation

  • High risk of human error and non-compliance

  • Limited visibility for decision-makers


  • Proposed Solution

An intelligent digital consultant that:

  • Analyzes project and contract data

  • Automatically calculates local content percentages

  • Evaluates compliance against regulatory requirements

  • Extracts and interprets policy rules using AI

  • Provides actionable recommendations to improve local content


  • System Workflow (Project Steps)

1- Data Input

Users provide:

  • Project or contract details

  • Supplier and vendor information

  • Cost breakdowns (local vs non-local)

  • Applicable local content requirements

2- Data Processing

  • Data validation and cleaning

  • Classification of cost components

  • Standardization of formats and inputs

3- Analytical Engine

  • Automated local content calculations

  • Rule-based and data-driven analysis

  • Benchmarking against compliance thresholds

4- AI Intelligence Layer

  • Natural Language Processing for contract and document analysis

  • Large Language Models (LLMs) to interpret regulations and requirements

  • Retrieval-Augmented Generation (RAG) for grounding AI responses in official policies and guidelines

5- Evaluation & Scoring

  • Clear local content score generation

  • Compliance status classification (Compliant / Partially Compliant / Non-Compliant)

  • Identification of gaps and improvement areas

6- Smart Recommendations

  • Suggestions for increasing local sourcing

  • Alternative compliant supplier options

  • Strategic insights for future project planning

7- Output & Reporting

  • Structured and easy-to-read reports

  • Executive summaries

  • Exportable outputs (PDF / Excel)

  • Decision-ready insights for stakeholders


  • Technologies Used

  • Python for data processing and analytics

  • Large Language Models (LLMs) for text understanding and reasoning

  • RAG Systems for policy-grounded AI responses

  • FastAPI for backend services

  • Web-based UI for user interaction and reporting


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