Cloud and AI spend visibility
Ingest provider usage and billing data.
AI-ASSISTED AUTOMATION · IT & Technology Operations
Catch unexpected cloud and AI spend before invoices arrive.
Attribute cloud and AI service costs to usage sources and flag unusual spend before budgets are breached.
- Ingest provider usage and billing data.
- Monitor budgets.
- Attribute unexpected spend changes.
Tell us what you need; we will define the scope and setup steps with you.
Explore the workflowCloud & AI Spend ManagementExample workspace
Review a spend deviation against policyIllustrative workspace
A critical service approaches its budget threshold
- Input
- Cloud and AI usage records and budget thresholds
- Action / check
- Compare the increase with its usage source and stop policy
- Output
- A spend alert and review proposal for the authorized owner
Cloud and AI spend visibility
Budget anomaly alerts
KEY FEATURES
What this product will handle for your team.
Practical capabilities with a clear role in your workflow.
Budget anomaly alerts
Monitor budgets.
Cost driver analysis
Attribute unexpected spend changes.
USE CASES
How could this fit your day-to-day work?
Explore the need, the proposed approach and your team's role.
SELECTED USE CASE
A model's token spend rises unexpectedly
- 01THE NEED
A model's daily token cost rises without anyone noticing the trend.
- 02AI APPROACH
Combine provider billing and usage records and report cost drift by model or project.
- 03NEXT STEP
Deliverable: Service-level spend and limits view. Success metric: Spend above budget.
SELECTED USE CASE
A budget is about to be exceeded
- 01THE NEED
An AI API workload is nearing its agreed monthly cost threshold.
- 02AI APPROACH
When spend nears a limit, follow the approved alert and shutdown policy rather than cutting off services unexpectedly.
- 03NEXT STEP
Deliverable: A spend warning, cost attribution and policy-based control decision.
YOUR QUESTIONS
What to know before implementation.
Review the product scope, connection requirements and approval points.
How does this solution work?
Cloud and AI API costs can rise unnoticed across providers.
Source and need
A model's daily token cost rises without anyone noticing the trend.
Will it automatically stop spending?
Alerts and limits depend on provider capabilities; automatic stopping requires explicit policy and authority.
What is included in the scope and outputs?
Deliverable: Service-level spend and limits view. Success metric: Spend above budget.
Deliverable: A spend warning, cost attribution and policy-based control decision.
Implementation is scoped after checking access and data in the customer’s systems; no prebuilt connection is assumed.
How do quoting, setup and connections work?
Let’s define the scope together.
Workflow setup, integration assessment for suitable systems, testing, monitoring and ongoing management. Core deliverable: Service-level spend and limits view.
AWS, Azure or GCP usage and billing APIs
Which steps belong to AI and your team?
Analysis and workflow
Combine provider billing and usage records and report cost drift by model or project.
Proposed output
Deliverable: Service-level spend and limits view. Success metric: Spend above budget.
Team review
Authorization, approval steps and exception owners are agreed with your team during setup.
Business rules
Implementation is scoped after checking access and data in the customer’s systems; no prebuilt connection is assumed.
How are data, access and security handled?
Your information is collected to review your request and contact you about it. This form does not collect marketing permission. Please do not share sensitive personal information.
What data and systems are needed for cloud and ai spend visibility?
Setup reviews access to AWS, Azure or GCP usage and billing APIs. Data scope, permissions and transfer methods depend on the client environment; a ready-made connector is not assumed.
OTEMATIK · NEXT STEP
Let’s define the right scope for your business.
Share your current process and required connections. Our team will help define the implementation scope and next steps.