MediumAI ML

What factors do you evaluate before deciding whether to build, fine-tune, or buy a generative AI model?

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1Give yourself 5 minutes

2Answer out loud, not in your head

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Reference answer

When deciding whether to build, fine-tune, or buy a generative AI model, I consider several key factors:

Cost: This includes development, training, deployment, and ongoing maintenance expenses.
Time-to-market: How quickly can we get a solution operational? Building from scratch is slowest, buying is fastest, and fine-tuning is in between.
Uniqueness and Competitive Advantage: Does the use case require a highly specialized or proprietary model, or can an off-the-shelf solution suffice?
Data Privacy and Governance: What are the data requirements for training and inference, and how will we ensure compliance and security?

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