Vendor lines say AWS, OpenAI, or Vercel, but not the project owner who made the spend decision.
Find the owner behind AI spend
Paste one trace row. See team, tenant, model, and cost before a billing project.
Free. No signup. JSON, NDJSON, or pasted invoice rows.
AI cost audit
Example attribution audit
- Total cost
- $7,284.50
- Requests
- 12,403
- Top model
- gpt-4o
- Top owner
- checkout-svc
18.4M tokens across checkout production. Run on your own trace
Cost attribution check
Owner-level attribution before month close
Built for teams that need owner-level cloud and AI cost attribution before month close.
Start with the free audit, tie one trace to the owner who can act, and decide what finance and platform should review next.
- 0
- Free tools live now
- 0
- Spend dimensions from one trace
- 0
- Monthly report path
Why teams paste a trace here
Eight pain hooks the audit lifts off your week
Short reasons FinOps and platform engineers use the free audit before booking a billing integration project.
FinOps pain
Your cloud invoice knows the vendor, not the owner.
AI and cloud spend usually arrives as vendor lines, spreadsheet tags, and late questions. The owner, project, request path, and decision context are the missing pieces.
Spreadsheet tags lag behind deploys, routing changes, and service experiments.
Finance questions arrive late, when engineers are reconstructing context from memory instead of traces.
How it works
Trace, attribute, report
A free audit takes the cost rows already in front of you and turns them into a report engineers and finance can act on together.
Trace usage
Start with the vendor, gateway, or request trace that already carries the cost fields.
Attribute owners
Map each cost line to owner, project, service path, and action context without hiding gaps.
Report next actions
Leave with the owner grouped report and the next routing, policy, or tagging decision.
Capabilities
Six ways the audit turns spend into an owner
Six checks stay scannable from phone to desktop, so every owner and cost signal remains visible.
Owner attribution
Group cost by the team, project, service path, and owner fields that explain who can act.
Trace path
Keep spend tied to the request path instead of flattening every request into one vendor total.
Invoice normalization
Translate provider and platform lines into a consistent view FinOps and engineering can scan together.
Anomaly notes
Call out unusual owners, model mix changes, and late-cycle spikes before they become budget surprises.
Audit report export
Turn the audit into a concise report finance can check without opening raw traces.
Read-only audit path
Start from pasted cost fields and a free audit path before connecting billing credentials.
Before and after
Before the audit, cost sits in three disconnected places
This example keeps the focus on the before-and-after view a FinOps lead needs.
Before
Disconnected invoice lines
- Vendor lines name AWS, OpenAI, or Vercel — not the project owner.
- Spreadsheet tags lag deploys and routing changes.
- Finance asks late; engineers reconstruct context from memory.
After
One owner-grouped report
- Owner attribution: spend grouped by team, project, and owner.
- Trace path: cost stays tied to the request path.
- Invoice normalization: one view FinOps and engineering share.
Before: 3 disconnected invoices with no owner. After: 1 report grouped by owner, project, service path, and next action.
The free audit turns raw invoice and trace rows into one owner-level matrix your finance lead can check before month close.
Save the owner-level report your team reviews monthly.
Keep the same trace, owner, project, and service path fields intact when one free audit becomes the recurring finance packet your team checks before month close.
Sign up to save reportsFAQ
Cost attribution FAQ
Six questions a FinOps engineer can scan before starting the free audit.
Start now
Save the owner-level report your team reviews monthly.
Sign up to keep saved attribution reports, share them with your team, and turn the free audit into a recurring monthly review.
Need to check a redacted export first? Open Manual Audit. Need an owner-grouped attribution view? Open Attribution Audit. Comparing a deploy or routing change? Compare two windows. Checking model mix? Open Model Cost Breakdown.