We’re currently running n8n self-hosted across our automation team, and we’ve ended up with this mess of separate AI subscriptions—OpenAI here, Anthropic there, a couple of smaller model providers sprinkled in. It adds up to about 15 different contracts we’re managing.
What I’m trying to figure out is whether consolidating all of that into a single subscription plan actually moves the needle on our total cost of ownership, or if we’re just shuffling expenses around.
The licensing audit happened last month, and finance is asking hard questions about whether we should just bite the bullet and streamline this. But I need to understand the actual math before we make the pitch. Are there hidden costs that appear when you consolidate? Does vendor lock-in become a real problem? And honestly, how much procurement overhead actually disappears when you go from 15 contracts to one?
Has anyone actually done this consolidation and tracked the real numbers afterward? I’m less interested in marketing copy and more interested in what you actually experienced—the good, the messy, and the parts that surprised you.
We did exactly this about eight months ago. Had something like 18 separate subscriptions running in parallel. What surprised me most was that consolidation savings weren’t just about the subscription fees themselves.
Our actual wins came from a few places. First, the obvious one—per-unit cost dropped when we went from 15 separate plans to one. But then there was procurement and contract management overhead. We were spending cycles tracking renewals, managing billing contacts, and dealing with vendor support across multiple platforms. That went away.
The harder to measure part was engineering time. Our team wasn’t constantly context-switching between different APIs and authentication methods. Setup time for new workflows dropped because we weren’t figuring out which subscription covered which model.
One thing to watch though—consolidation only works if the unified plan actually covers what you need. We had to audit which models our workflows actually used. Turns out we were paying for subscriptions to models we barely touched. When we consolidated, we cut those out entirely.
The math for us came out to roughly 35% cost reduction year-over-year once we factored in the engineering time savings. Your mileage will vary depending on how bloated your current setup is.
I’d also mention that the consolidation piece gets a lot easier if your platform supports it from day one. We ended up switching because managing 15 contracts in a self-hosted setup felt fragile. One vendor’s API goes down, and you’re scrambling to reroute workflows or pay for backup access.
What made the difference for us was having a single control plane. All 15 models accessible through one authentication layer meant our compliance and governance people stopped having headaches. That’s a soft cost that doesn’t show up in the spreadsheet but matters a lot in practice.
The consolidation math depends heavily on your usage patterns. I’ve worked with teams where consolidating actually made sense, and others where it created more problems. The key is to audit what you’re actually using versus what you’re paying for. We found that roughly 40% of our subscriptions were dormant or used sparingly. Once we cut those out and consolidated the active ones, the cost picture changed dramatically. Beyond just the subscription fees, consider the operational overhead of managing multiple vendors, renewals, and support contacts. That administrative burden often exceeds the actual subscription costs when you tally it up properly.
Consolidation saves money, but the bigger picture involves risk management and simplification. When you’re running 15 separate subscriptions, you’re also managing 15 separate SLAs, 15 different authentication flows, and 15 potential points of failure. We consolidated down to three major providers from fifteen, and the operational simplification paid for itself in the first quarter. The vendor review process alone—due diligence, contract negotiation, and ongoing management—used to consume enormous amounts of time. Now it’s much tighter.
we cut 12 subs into one. actual savings were around 40%. biggest win was less admin overhead. still need backup vendors tho, so can’t consolidate everything.
audit usage first, priorities matter most
The consolidation question you’re asking is exactly where unified platforms shine. When we moved our self-hosted setup to a platform that covers 400+ models under one subscription, the math got simple fast.
What changed for us wasn’t just the per-seat cost dropping. It was the entire operational weight lifting. No more juggling 15 vendor relationships, no more auditing which subscription covers what, no more scrambling when one vendor has an outage.
The real number that mattered? We eliminated about 120 hours per quarter of procurement and integration work. That’s engineering time we could redirect to actual automation work instead of plumbing and vendor management.
For your finance conversation, the pitch becomes straightforward: consolidate to one plan, cut the management overhead, and redirect engineering effort toward value. We saw our actual cost per workflow drop by about 45% once you factor in the time nobody was spending on subscription gymnastics.
If you want to explore how this plays out in practice, check out https://latenode.com