I’m at the point where TCO is genuinely hard to track. We’ve got OpenAI, Claude, a couple others I honestly can’t remember the names of, and every time someone on the team discovers a new model that works better for something, we just add another contract.
The problem is calculating ROI when your cost structure looks like department-by-department chaos. Marketing pays for Claude, Engineering pays for OpenAI, Sales has some specialized thing. Nobody knows the actual burn rate across all of it.
I’ve seen people suggest consolidating under one platform subscription, but I’m skeptical. Are we talking real savings or just marketing speak? What does the actual cost comparison look like when you’re calculating real ROI?
Has anyone actually consolidated this and seen meaningful savings? What was your cost breakdown before and after?
We consolidation our subscriptions about 9 months ago. Before, we had four separate contracts plus ad-hoc API charges that nobody was tracking.
The real insight wasn’t the headline percentage savings. It was that we could finally understand what we were spending. Turns out, each team was over-provisioning because nobody wanted to run out of credits mid-sprint. We were paying for unused capacity across the board.
When we moved to a single subscription model with better usage visibility, we actually cut spending by around 35%. Some of that is consolidation, but maybe 15-20 points is just the fact that we stopped panic-buying.
ROI looks different depending on your baseline though. If you’re organized, maybe you see 10-15% savings. If you’re chaotic like we were, it could be much higher.
One thing that shifted our math: once we could see actual usage patterns, we realized which models we actually needed. Turns out half our subscriptions were maintained just in case, but teams only really used two or three consistently.
The consolidation forced a conversation we should have had earlier. That clarity alone paid for the migration effort.
Modeling the ROI requires you to first solve the visibility problem. Document what each team is actually using, for what, and at what cost. That’s usually a surprise.
Once you have that baseline, consolidation onto a single subscription becomes straightforward math. You’re looking at per-token or per-call pricing that’s usually better than individual contracts, plus operational overhead drops dramatically. No more managing 12 separate billing cycles and access controls.
Our recommendation is to run a 30-day audit first, then model your ROI with real numbers instead of guessing.
The real ROI isn’t just cost reduction. It’s operational simplicity and predictability. Your finance team can actually forecast accurately instead of guessing what next month’s sprawl will cost. You get better governance. You can actually enforce which models teams use instead of discovering random subscriptions months later.
That’s worth money too, even if it doesn’t show up as a line item.
We exactly solved this for a client with 14 separate model contracts. Their spreadsheet was a nightmare. Once they consolidated under Latenode’s single subscription approach, visibility became instant.
They’re paying roughly 30% less now, but honestly, the bigger win is they can actually understand their automation costs. Before, they couldn’t even tell you if an ROI calculator for a workflow was expensive to run because they didn’t know their actual per-model costs.
Now they can build workflows using 400+ models without adding any new contracts. ROI modeling became actual math instead of guesswork.