I keep seeing claims about consolidating multiple AI model subscriptions into one unified pricing model. The appeal is obvious—one bill, one admin interface, access to everything. But I’m wondering if the simplicity argument holds up in practice.
Right now we’re managing subscriptions for OpenAI, Claude, and we recently added another vendor. The actual cost is spread across these, which is annoying for accounting, but we have control over each relationship. The pitch for consolidation is that one subscription eliminates vendor juggling.
My question is: does a single unified subscription actually reduce operational complexity, or does it just hide it? If I’m locked into one platform for all my AI models, what happens if I need something that platform doesn’t have good support for? How locked in am I? And if something breaks with one model, how does support work versus dealing directly with individual vendors?
I’m not asking if it saves money necessarily—I’m asking if it’s actually simpler to manage. Has anyone made this switch and found that the operational simplification was worth it?