TrimSteer · AI costs

Understand your AI bill.
Know what to check next.

Starting from bills and usage records, check the expense structure, sources of changes and verifiable optimization directions.

Original report specimen (Chinese)Redacted · Excerpt
Historical rate conversion, not actual bill payment 01 / 03
Original report specimen (Chinese)Redacted · Key findings Excerpt
The core conclusions are formatted in the original report. Please see below for text interpretation.
Swipe left or right to view the details of the sample, and read the text explanation below.

The total number of cycles is 625,898,943 tokens, 2,665 usage events (not equal to the number of requests), and the input cache hit rate is 96.82%. The historical Standard rate conversion reference is $103.39, which does not represent a deduction from the actual payment amount or subscription limit.

Keep the delivery format, and hide the identity and internal number.Reading page text interpretation

01 What you receive

An analysis report focused on your questions.

Cost breakdown

Check bills and usage records, and break down the cost structure by service, model or project to help you see where your money is spent.

Evidence and methodology

Explain the data sources and analysis methods, and mark key assumptions to ensure that the results are understandable and verifiable.

Recommendations and limitations

Provide verifiable optimization directions and next-step action suggestions, and explain the applicable scope and limitations of the conclusions.

02 Prepare your records

Review first, then submit You can select existing materials, or use optional tools to organize local usage, and confirm the content before submitting.

03 From your records to your report

We will analyze the materials you provide and return a readable report.

  1. 01

    Prepare your records

    When submitting a bill or usage record, check and redact sensitive information it first.

  2. 02

    Agree on the scope

    Confirm with you the content and scope of analysis required.

  3. 03

    Review your report

    Understand cost structure, sources of variation, and verifiable optimization directions.

04 Questions before you begin

Answers about this service, in one place.

What do I need to provide?

It only requires the usage details exported by you in your own backend, and does not require a meeting account or access to any system. The finer the fields in the exported file (for example, with token-level details), the more conclusions can be calculated; the thicker the fields, the more conclusions can be drawn such as cost concentration and repeated delivery.

What's in the report?

Six-section fixed structure: one-page overview, bottom line, layered breakdown, what can and cannot be proven, how to save, how to verify. The layer that cannot be done will be clearly written "unable to determine".

Is my billing data safe?

We do not parse your bill in the cloud, the parsing is done in Tunenomics' own local processing environment. The originals are stored in a dedicated temporary storage area and are retained for 30 days by default for retesting and troubleshooting, and are automatically deleted upon expiration; you can also delete them manually at any time.

How long does it take to get the report?

What is displayed on the page is the real progress (queuing/analyzing/report generated and downloadable), no fake animations. The duration depends on the queue and bill size - giving you a nice fixed number of minutes is not as good as letting you see where you are in the queue.

NEXT STEP

Start your bill checkup now.

Existing bills or usage records can be used as a starting point for communication.