PH Deck

Users rely on basic retrieval methods for generating information, which limits the depth and specificity of understanding and application.

Users seeking to understand and apply AI Retrieval Augmented Generation (RAG) face a lack of centralized resources and difficulty in keeping up with the latest developments and technical knowledge in the field, leading to fragmented learning experiences and potential gaps in understanding.

Users struggle with complex reasoning tasks, especially in math, using existing language models.

Drawbacks: Existing models may lack computational efficiency and optimization for size.

Users struggle with complex evaluation of RAG system quality, leading to inefficient identification of performance gaps and optimization opportunities.

Users currently manually track health data across multiple apps and struggle to gain personalized insights from fragmented information.

Users are currently facing job cuts at Microsoft based on performance evaluations, and this has led to a situation where many employees are uncertain about their job security. The drawbacks of this old situation are being reliant on company stability for long-term career growth and career progression being affected by sudden changes.

Users preparing for Microsoft certification exams often rely on outdated or unverified study materials, leading to multiple exam attempts and increased costs.

Many users rely on the traditional Microsoft Office suite for their productivity needs, which involves manual tasks and can be time-consuming.

Drawbacks include the need to manually generate content, summarize emails, automate workflows, and analyze data.

Users struggle to efficiently share and manage knowledge on the Salesforce platform using traditional methods.

Users engage in traditional trivia games that lack real-time multiplayer interaction, diverse categories, and dynamic competition. Limited categories, no real-time battles, and static leaderboards reduce engagement and replay value.