Mandy Gu on Generative AI (GenAI) Implementation, User Profiles and Adoption of LLMs

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Jul 7, 2025

Mandy Gu, a Senior Software Development Manager at Wealthsimple, dives into the world of Generative AI and its implementation in organizations. She discusses the critical role user profiles play in adopting large language models and shares insights from her journey overcoming challenges in AI program integration. Mandy highlights the importance of building robust infrastructure, developing proprietary LLM gateways for security, and creating tailored educational programs to boost user engagement. Tune in for valuable insights on enhancing workflow efficiency with AI!

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ANECDOTE

High LLM Adoption Examples

Nearly two-thirds of Wealthsimple employees use LLMs daily via an internal gateway.
Use cases include content generation, information retrieval, and optimizing client call workflows.

ADVICE

Control LLM Access Internally

Create an internal LLM gateway to control data privacy and usage.
Discourage external tools for work to mitigate security risks with sensitive info.

ADVICE

Best Practices for GenAI Lifecycle

Standardize model interactions through gateways and proxy servers to avoid data leaks.
Provide optimized configurations and prompt templates to maintain high usage standards.

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