foundation model provider
A company that trains and releases large foundation models (GPT, Claude, Llama) for others to build on.
Think of it like
A quarry that extracts and sells raw stone; others carve it into sculptures.
Example
Anthropic, OpenAI, Meta, Google. They invest billions in compute, training data, and research to release models.
How it actually works
Foundation model providers are capital-intensive. They own distribution (API or weights), training data, and infrastructure. High barrier to entry but huge leverage if you get it right. Increasingly saturated (30+ labs releasing competitive models).
For product teams
Controls pricing and model quality; gatekeeps capabilities.
For engineers
Massive R&D required; scaling laws and architecture drive differentiation.
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