Vendor Lock In and Your AI Data
Vendor lock-in is rarely a decision you make on purpose. It is the slow accumulation of switching costs until leaving a system is too expensive to contemplate, and with AI the currency of that cost is your own data.
The more of your operation a provider holds, the higher the wall around the exit gets. By the time the pricing changes or the service degrades, the migration has become a project nobody wants to fund.
The dependence is not hypothetical. Flexera's 2025 State of the Cloud Report found that 84% of organizations struggle to manage cloud spend, the very leverage a provider holds once your data lives on its terms.1
How Lock In Accrues
Lock-in builds through convenience, one reasonable step at a time. You upload documents, wire up integrations, accumulate months of history, and tune prompts to a particular model's quirks.
None of it feels like a trap while it is happening, which is exactly why it works. Each step is sensible on its own, and together they quietly raise the cost of ever walking away.
Your Data Is the Hostage
The trap holds because your data is the part you cannot rebuild. Models can be swapped and interfaces relearned, but the years of ingested files, extracted relationships, and accumulated context inside a vendor's system do not come with you by default.
When that data exists only in a proprietary format behind someone else's API, leaving means starting from zero. Most organizations won't, and the pricing tends to assume it.
Open Formats Are Leverage
Portability is not a feature you use day to day; it is leverage you hold permanently. A calendar that exports to ICS, documents that stay documents, and a knowledge base you can read directly all keep the exit unlocked whether or not you ever use it.
FactoryOS leans on standard formats for this reason. Your schedule and your records are not hostage to a schema only one company can read.
Price the Exit First
The cost of leaving is a question to ask before you arrive, not after the relationship sours. A straight answer about how data is exported, in what formats, and how long it takes tells you most of what you need to know.
A vague answer is itself an answer. The exit cost will never be lower than on the day you sign, so estimate it while you still have leverage.
Ownership Removes the Lever
Owning the infrastructure removes lock-in entirely, because there is no one to leave. When the hardware, the data, and the software are all yours, no external party can reprice your access or strand your history.
The switching cost a vendor quietly relies on simply does not exist. It is a quieter advantage than raw capability, but it is the one that still matters a decade in.
Questions That Expose It
A few direct questions surface lock-in before you commit. Ask how you get your data out, who can see it while it sits with the vendor, what format it returns in, and what happens to it if you stop paying.
The answers sort partners from landlords quickly. Which of your current AI dependencies could you actually walk away from tomorrow?