Monthly cost monitoring, usage attribution, overage alerts, and spend optimisation for businesses whose AI compute bills are growing — or spiking — without explanation. Visibility and control over what you're actually spending on AI.
AI FinOps is a monthly retainer service offered by Crescent AI — an AI automation agency helping small and medium businesses automate repetitive workflows without hiring in-house AI engineers.

3-5×
Typical cost spike when an agent enters an error loop — often unnoticed for days
REAL-TIME
Overage alerts — you find out before the bill arrives, not after
MTH TO MTH
Cancel with 30 days' notice — no lock-in
The Problem
SaaS AI tools cost what they cost. Agents cost whatever they run.
ChatGPT Plus is $20 a month. That's predictable. An AI agent making 500 API calls an hour to process a backlog, hitting an error loop at 2am, and retrying the same failed task 10,000 times before anyone notices — that's a $900 surprise on your credit card. Variable compute costs need monitoring. Nobody in your business is doing it.
API billing for agents and models is consumption-based — it grows with every automation you deploy
Error loops and runaway agent processes can generate hundreds or thousands of dollars in unnecessary compute overnight
Without cost attribution, you can't tell which workflows are expensive or whether their ROI justifies the spend
No visibility means no ability to forecast AI costs as you scale or defend the spend to leadership
How it works
What happens after you book the call
Onboarding Call
We map your current stack, agree month-one priorities, and set up the access we need.
Monthly Builds & Maintenance
New automations built, existing ones kept running, a 30-minute priorities call at the start of each month.
Compounding Value
Each month builds on the last. Your automation footprint grows while your team stays focused on their actual work.
What's included
What gets monitored and controlled
Fit check
This is built for you if…
This service delivers the most value when:
Businesses running AI agents with variable, consumption-based API costs
Founders who've been surprised by an unexpected AI compute bill and want it not to happen again
Operations managers responsible for software spend who need AI costs to be predictable and defensible
Companies scaling AI deployments who need cost visibility before the bills grow faster than the ROI
Where the risk sits
Month-to-month. Cancel with 30 days' notice. The cost attribution model and billing history are yours to keep.
Start your retainer
Ready to get started?
Book a 30-minute call. We'll confirm fit, scope the engagement, and give you a realistic timeline.