KeelSteer · Agent delivery

Take one workflow.
Build an agent you can use.

Focus on your business process, clarify the boundaries of tasks, input and output, and human review, and then carry out development, integration, and delivery.

Explore use cases

Choose TrimSteer or KeelSteer independently. A cost checkup is not a prerequisite.

From existing records to an agent, with human reviewDocuments, business data and existing systems feed agent-assisted search, organization and drafting. People review, adjust and approve the result. Feedback supports iteration.Records & toolsAgent assistanceHuman reviewDocumentsBusiness dataExisting systemsSearch · OrganizeDraft for reviewCheck the resultAdjust · ApproveIterate with feedback
Start with existing records. Keep human review.

01 Where an agent can help

Choose a workflow you know and turn one defined step into a working agent.

Illustrative use cases. Suitability depends on your actual workflow.

02 Deliverables and process

Define the workflow, then deliver a working agent and an operating guide.

Working agent · Operating guide

Includes operating guidance, input/output requirements and human review points.

  1. 01

    Requirements and boundaries

    Clarify the boundaries of actual tasks, input and output, and human review.

  2. 02

    Validate the approach

    Design implementation plan and verify feasibility and effect.

  3. 03

    Build and integrate

    Complete development and system integration for deployment in your environment.

  4. 04

    Verify and hand over

    Test and adjust, deliver agent and operating instructions.

03 Practice and insights

The article can be read on this business page; the views and methods are not used as delivered customer cases.

04 Questions before you begin

Answers about this service, in one place.

Do I need to connect to the system or provide an account first?

Not required. Cost diagnosis only uses the bill files exported by your own backend, and does not connect to any of your systems or account numbers.

What is the relationship between TrimSteer and KeelSteer?

Two parallel lines of business. TrimSteer does AI cost research, and KeelSteer does enterprise AI implementation delivery; they are closed loops, share knowledge, and advance in parallel, and customers, quotations, and delivery are independent of each other. It’s not an upstream or downstream relationship, nor is it an affiliate relationship.

Do you have any customer cases?

Yes, but the case must be authorized in writing and redact sensitive informationd before it can be disclosed to the public. Therefore, the first thing you see on the official website is the methodology and sample reports - these two do not have to wait for customer authorization, and they can better explain how we work.

What does "Tuninomics" do?

Tunenomics is a company that focuses on "AI cost and implementation": it uses actual measured data to calculate the cost of AI, and then helps companies really use AI. The official website only does one thing - make these two things clear and allow you to check them yourself.

NEXT STEP

Start with a specific workflow step.

Explain clearly what is being done, which step you want to improve, and which results require human review.