We’re running n8n self-hosted at our company, and it’s become this weird patchwork situation. We’ve got subscriptions to OpenAI, Anthropic, Google’s Gemini, and a few others—each with its own billing cycle, API key management, and contract terms. On top of that, we’re paying for the n8n license itself.
What I’m trying to figure out is whether consolidating all these AI model subscriptions into a single unified plan actually saves us money, or if we’re just trading one complexity for another.
I did some rough math last week. Our 12 separate AI subscriptions are running us about $8-10k per month depending on usage spikes. The n8n self-hosted license is another $3k. So we’re looking at roughly $130-150k annually just on these tools. If we could cut that down by even 30%, that’s a meaningful number to present to finance.
But here’s what worries me: when I look at consolidated pricing models, it feels like they’re either not transparent about what happens when usage scales, or they’re bundling features we don’t actually need. I’ve also heard from colleagues that migrating to a new platform introduces its own hidden costs—retraining, workflow rebuilds, that sort of thing.
Has anyone actually done this consolidation and tracked the real numbers? What did your TCO actually look like before and after? And more importantly, what costs did you not see coming?
I went through something similar about eighteen months ago. We had seven separate AI subscriptions plus our own self-hosted setup, and the billing chaos was real. Every quarter we’d get surprised by overage charges or contract renewals we forgot about.
What actually moved the needle for us wasn’t just switching platforms. It was auditing what we were actually using. Turns out we had three subscriptions we barely touched, and we were paying for way more capacity than we needed on two others.
The consolidation itself saved us maybe 25% on the subscription side. But the bigger win came from having a single bill and a single support contact. That meant our ops team could actually focus on optimization instead of managing vendor relationships.
One thing nobody warns you about: the migration period. We spent about two weeks rebuilding our most critical workflows in the new platform. Some of our self-hosted n8n stuff couldn’t translate directly, so we had to get creative. That labor cost wasn’t huge for us, but it would’ve been brutal for a smaller team.
If you’re serious about this, I’d say get a detailed quote with your actual usage patterns and ask them to model what that costs at 50% growth and 100% growth. The differentiated pricing models matter a lot at scale.
The hiding spot for costs in consolidation is usually in the transition period and the learning curve. Finance looks at the subscription delta and thinks they’ve won. They haven’t accounted for the fact that your team now needs time to get proficient with new tooling.
We calculated our TCO by tracking: subscription costs, man hours spent on platform management, support tickets opened, and infrastructure costs. The spreadsheet got ugly fast. When we modeled consolidation, the subscription number looked great, but management overhead went up initially before it came down.
What helped us make the decision was benchmarking against our peer group. Turns out most companies our size were either still fragmented like we were, or they’d already consolidated and were getting 20-35% total savings after accounting for everything.
One more thing: the unified platform’s pricing transparency matters. If they won’t tell you exactly what happens when you scale to 2x or 3x your current volumes, that’s a red flag. You don’t want surprises downstream.
Yeah, the math on this gets complicated because you have to factor in what happens during the actual transition. I’d break it down into three phases: current state costs, transition costs, and stabilized state costs.
For your current state, you’ve got $130-150k annually plus whatever internal labor it takes to manage those vendors. That’s the number finance sees.
For transition, budget for maybe two weeks of engineering time, some downtime risk, and inevitable rework. For a team your size, that could easily be $5-10k in labor.
For stabilized state, the unified platform should give you lower subscription costs plus simpler operations. But the real savings come from what you can do with the simplified setup. Our team actually built more automations after consolidation because we weren’t fighting with vendor management anymore.
I’d say if a consolidated option can get you to 35-40% savings on subscriptions with a clear deprecation path for your current tools, it’s probably worth the switch. Any less than that and the transition friction probably isn’t worth it.