Changes
What moved, and how to trace it
/changes compares two periods service by service. Like every answer, it shows the period, the cost basis, the data source and how many rows it used, and you can switch between effective and billed cost.
Cloud cost answers
Private betaThe AI is not allowed to write.
ArgentOps AI is a chat-first way to query your cloud bill. The model chooses from a closed set of options, and deterministic queries produce every figure you see.
In private beta with a small group of testers. Pricing isn't final yet.
- 285
- Test requests in the current eval
- 0
- Silent-wrong answers in that eval
- 32/32
- Adversarial and injection cases handled safely
- 96.5%
- Intent accuracy
What it does
Six things it does, and one thing the AI never does.
- Ask01
Plain English, or a slash command
Ask about spend the way you would ask a colleague, or go straight to /explore, /forecast, /changes or /report. Chat history and charts are saved.
- Plain-English questions
- Four slash commands
- Saved charts
- Select02
The AI selects. It never writes.
A small, typed classifier fills a closed set of choices: intent, period, grouping, filters, chart and answer shape. It cannot produce free text or numbers.
- Typed classifier
- Closed set of choices
- Fixed sentence templates
- Answer03
KPIs, charts, tables and reports
Answers come back as figures, one of 25 chart types or a table, and download as PDF, Word or Excel. Each one labels the cost basis it used, and currencies are never summed together.
- 25 chart types
- PDF, Word, Excel
- Effective or billed cost
- Forecast04
A forecast that states its method
Each forecast says whether it used a trailing 3-month average, a trailing 6-month average or a linear method, and how many months of history sit behind it. You can switch the method.
- Trailing averages
- Linear
- History shown
- Clarify05
It asks before it guesses
When it isn't confident, it asks a clarifying question with options. It holds daily cost by provider, account, service, region and currency, so it says plainly when a question needs resource, tag or hourly detail.
- Clarifying questions
- Daily grain
- Closest available answer
- Connect06
Read-only, and the AI never sees your costs
Connectors use read permissions you grant, and stored credentials are encrypted. The model receives the question text and matched names, never cost amounts, usage or files.
- FOCUS CSV upload
- AWS, Azure, Google Cloud
- AES-256-GCM credentials
Look closer
Three answers, all from demo data.
Forecast
The method is part of the answer
This forecast says it is based on a trailing 3-month average, using May to October 2026 as its history. It also labels the cost basis it used.
Clarify
No data, no guess
Asked about Google Cloud in a workspace that has no Google Cloud data, it says so and lists what is connected. It then offers the choices to run a question it can answer.
ArgentOps AI or ArgentOps?
ArgentOps AI answers questions from daily cost data, with no resource or tag detail. ArgentOps is the self-hosted platform for finance and IT, with allocation, purchase orders and reconciliation.
See ArgentOpsPrivate beta
Try it on your own bill.
Tell us which clouds you use and what you keep having to answer.