Understand AI costs.Put agents to work.

Individuals and teams can submit AI bills to understand the cost structure and optimization directions. Enterprises can make appointments for scene diagnosis and carry out intelligent agent development and system integration.

Let’s talk about business needs
N E S W
Check the checkup process
View analysis method
Understanding agent delivery
Communicate business needs

Which category do you want to solve? AI problem?

Billing expenses and business implementation require different analysis and delivery methods. Choose the service that corresponds to your current problem.

TrimSteer · Cost Study

Where are the bills spent and which ones are worth optimizing?

Starting from AI usage bills and actual scene measurements, analyze the cost structure, check factors such as models, caches, and context, and formulate well-founded optimization suggestions.

Billing materialsAnalysis and verificationReports and Suggestions
Break down billed costs and usage
Model and task cost comparison
Cache and context policy analysis
Analysis report and optimization suggestions
You receive Cost analysis report · Recommendations
Understanding cost studies
KeelSteer · Agent Delivery

Let the agent take over your work.

Based on the actual business scenario of the enterprise, clarify the tasks that the agent needs to complete, and then carry out development, system integration, testing and online delivery.

Business scenarioDevelopment and IntegrationDeployment and Delivery
Sorting out business requirements and task boundaries
Agent and workflow development
Existing system integration and deployment
Operating guidance and refinement
You receive Working agent · Operating guide
Communicate business needs

After submitting your bill, you will What did you receive?

An HTML report explaining AI costs, supporting evidence and recommendations. After review, it is returned to the account that submitted the task.

01

Submit your bill

Submit the AI platform bill in the user center, leave the usage information required for analysis, and view the task progress.

AI bill
Input
Output
Cache
Billing materials·Usage background
Billing materials Using background Task progress
02

Analyze and create reports

Confirm the data measurement basis, check the cost structure, and combine the available actual measurement records to form a report and optimization suggestions.

Fee Structure
Analysis and verificationSource of expenses✓Data measurement basis✓Optimization direction✓
Conclusion indicates the basis of analysis
Cost breakdown Evidence and methodology Optimization suggestions
03

Receive the report after review

After the report is reviewed and published, download the single file HTML in your account and save it for offline viewing.

report.html
Analysis report
✓
Review·Publish·Offline collection
Finished product review Receive within account Offline reading

The report separates billed costs, observed usage and conditional estimates. Refer to the sources and definitions stated in the report.

AI cost, from Look at these places.

Click on a topic to learn how it affects your bill. Actual impact depends on model pricing, task type and usage.

Can repeated input be cached and reused?

Cache hits may change how duplicate entries are billed. Hits, cache read prices, and applicable rules need to be checked together during analysis.

Check cache rules, hit records and read unit prices.
Cache reuse /Analysis method Structure diagram
Request contentFixed instructionsTool definitionHistorical contentCache rule checkApplicable conditionsHit recordReusable partCheck Check conditions and records, and then determine the reuse method
The illustration is used to illustrate the analysis structure and does not represent actual usage or saving ratio.
Start with a real problem

Bring your bill, or a workflow to discuss.

Personal cost checkup starts with billing; enterprise agent delivery starts with demand communication. Choose your entrance first.