[ MSP.DD ] For investors and founders · Updated
What happens if an AI startup's model provider changes prices or retires a model?
Short answer
The product can change overnight. Providers retire models on an ongoing basis, and a product tuned to one model's behaviour can need weeks of rework to move. The due diligence question is how long a switch would take and what it would do to quality and margin.
Why it matters
A single-provider product carries price risk and continuity risk the company doesn't control. The answer belongs in the valuation, not in a footnote.
How to check
- 01List every model and provider the product depends on.
- 02Ask whether the team has run the product on a second provider, and look at the results.
- 03Check provider contracts for price protection and notice periods.
- 04Check the evaluation suite: can the team measure quality when the model changes?
Red flags
- A single provider and no evaluation suite.
- Prompts tuned to one model, with no tests.
- No idea what a provider price rise would do to margin.
Good signs
- A tested fallback provider.
- Automated evaluations that run on every model change.
The numbers
- OpenAI retires models on an ongoing basis and commits to at least six months' notice for generally available models. GPT-4.5-preview was announced for removal on 14 April 2025 and shut down on 14 July 2025. [1]
- CRV expects a strong AI company to explain how it holds up if a model provider ships the same feature. [2]