Real monthly cost of running an AI-first ops team
A fully-itemized teardown of an 8-person startup's AI budget, tool by tool, with three trims that saved $1,840/mo without losing output.
Everyone publishes "how we built our AI stack" posts. Almost no one publishes the invoice. We asked an 8-person ops team for theirs, and they said yes — on the condition we redact the vendor names only where contracts required it.
The starting bill: $4,312/mo
Before any trimming, here's the monthly spend across the stack, grouped by category:
- LLMs & assistants: $1,680/mo (Claude Team, ChatGPT Team, API credits).
- Code & dev: $920/mo (Cursor, GitHub Copilot Business, a second IDE agent on trial).
- Writing & content: $340/mo (two overlapping tools).
- Image / video / audio: $510/mo.
- Meetings & notes: $220/mo.
- CRM & sales automation: $380/mo.
- Misc SaaS with AI features turned on: $262/mo.
The three trims
Trim #1 — Kill overlap ($640/mo)
Two writing tools, two "second-brain" tools, and a duplicate meeting-notes vendor. Nobody had run an audit in a year. Cutting the weaker of each pair cost zero output.
Trim #2 — Seat right-sizing ($780/mo)
Claude Team and ChatGPT Team both had seats for every employee. Reality: three engineers used both daily, four used one, and one person hadn't logged in. Moving to hybrid (API + smaller team plan) cut $780/mo.
Trim #3 — Renegotiate annual ($420/mo equivalent)
Two vendors dropped 20–30% when asked, one threw in an extra seat, and one was swapped for a 40%-off deal from our verified deals page. The trick is asking 60 days before renewal, not the day before.
The new bill: $2,472/mo
That's $1,840/mo saved, or $22k/year — enough to hire a fractional designer. No loss of throughput; in fact, the two most-used tools got upgraded tiers with the savings.
What we wouldn't cut
- The primary LLM the team touches hourly. Ever.
- The code agent that's actually shipping code.
- The meeting-notes tool that pays for itself in one missed action item.
The rule of thumb
If a subscription line hasn't been logged into in 14 days by the seat-owner, cancel it. You can always add it back. The friction of cancel-and-restart is lower than the slow bleed of forgotten SaaS.
For pricing comparisons across categories, see our pricing page, or browse verified deals for discounts on the tools you are keeping.