MLOps.community  cover image

MLOps.community

[Exclusive] QuantumBlack Round-table // Gen AI Buy vs Build, Commercial vs Open Source

Feb 2, 2024
56:20
Snipd AI
QuantumBlack and McKinsey discuss the trade-offs of buying vs building GenAI solutions, including considerations of black box solutions and transparency. They explore the roles of traditional AI and JAN-AI in messaging channels and the generative nature of AI. The challenges and considerations in using APIs for machine learning models are also discussed.
Read more

Podcast summary created with Snipd AI

Quick takeaways

  • Organizations can choose to build or buy generative AI solutions, depending on their needs and resources.
  • The type and format of data used for generative AI models significantly impact their performance and creativity.

Deep dives

Generative AI: Building vs Buying

Generative AI, specifically focused on chatbot applications, can be effectively built or bought depending on the organization's needs and resources. Organizations can start with off-the-shelf solutions like OpenAI to quickly create proof-of-concepts (POCs) and gauge the return on investment (ROI). However, when moving towards productionization, organizations may require more transparency and control, prompting a shift towards open source solutions. When considering the transition from build to buy, it is important to mitigate migration risks and ensure model interoperability. This involves adopting solid technology principles, abstracting prompts, and conducting thorough testing to ensure compatibility between different models and versions.

Get the Snipd
podcast app

Unlock the knowledge in podcasts with the podcast player of the future.
App store bannerPlay store banner

AI-powered
podcast player

Listen to all your favourite podcasts with AI-powered features

Discover
highlights

Listen to the best highlights from the podcasts you love and dive into the full episode

Save any
moment

Hear something you like? Tap your headphones to save it with AI-generated key takeaways

Share
& Export

Send highlights to Twitter, WhatsApp or export them to Notion, Readwise & more

AI-powered
podcast player

Listen to all your favourite podcasts with AI-powered features

Discover
highlights

Listen to the best highlights from the podcasts you love and dive into the full episode