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Semantic Search and Generative AI Integration

1 post · Dec 2023 – May 2024

What this trail covers

watsonx.ai is an IBM cloud-based generative AI platform that uses NLP and machine learning to analyze and understand text-based data, such as contracts. In the context of contract analysis, you can use watsonx.ai to automate the process of extracting and classifying various types of clauses, comparing them with guidance, and generating recommendations for alignment. This includes redlining contracts and suggesting rewording or reorganization. The platform leverages semantic analysis for a more elaborate view of the clauses, going beyond traditional AI or contract template-based processing.

All IBM trails
  1. Use generative AI to improve document analysis and contract managementThis post details how watsonx.ai can be used for contract management by automating the extraction and classification of clauses (e.g., payment terms, delivery terms, warranties, indemnification, dispute resolution). It explains how the platform compares these extracted clauses with guidance (legal precedents, industry standards, regulatory requirements) to identify compliance issues and generates recommendations for alignment, including redlining contracts. Example scenarios illustrate extracting payment terms, classifying delivery terms, identifying warranties, analyzing indemnification clauses, and generating recommendations.
  2. Watson Discovery versus watsonx Discovery: A comparisonThis post compares IBM Watson Discovery (focused on document understanding and processing) with IBM watsonx Discovery (focused on conversational semantic search). It highlights that watsonx Discovery is an add-on to watsonx Assistant, utilizes generative AI and RAG for conversational search, and leverages semantic, federated, and vector search capabilities, particularly through Elasticsearch. Watson Discovery is presented as a standalone product for intelligent business processes and document intelligence. The post details the key differences in their focus, architecture, and target users, noting that watsonx Discovery is designed for enterprise-quality RAG with three core components: a conversational AI platform, a retrieval system, and enterprise-ready LLMs.