Alston Analytics

AI workflows that can be tested, understood, and maintained.

Alston Analytics helps organizations evaluate, repair, and build AI workflows involving long conversations, complex documents, and multi-step tasks. The work focuses on what information reaches the model, how the workflow behaves, and how to check it after changes.

Alston Analytics takes bounded technical engagements. The company defines the workflow, tests it, and leaves a handoff the client can maintain.

Discuss an AI workflow

Tell us what the workflow is meant to do and where you are in deployment. We will say whether a small, defined evaluation or engineering engagement seems appropriate.

Three ways to start

Evaluation is the offer to test first. Repair and build follow only when the workflow, the owner, and the decision are clear. These are proposed options, not a fixed catalog with a set price.

Evaluate an existing AI workflow

Review one defined workflow against agreed test cases and operating criteria. The lead offer.

Repair a specific workflow failure

Investigate a reproducible issue the client has already identified, such as omitted information, an unsupported answer, or unreliable document handling, and implement a bounded technical fix where that is appropriate.

Build a focused AI workflow

Design or implement one small workflow, such as document reconciliation, operational reporting, or help-desk intake, when the process, the data, and the owner are already clear.

Read the service options

How the work is done

  • Define the workflow and the success criteria before testing.
  • Use agreed test cases and document observed behavior.
  • State uncertainty and limitations in the findings.
  • Leave implementation notes and a handoff the client can maintain.

This is a working method, not a guarantee of an outcome. Hospitals and health systems are the first market. The same work applies in other organizations when a workflow has an owner and a decision. A public deployment is a reason to look, not evidence that outside help is needed.

Contact

Describe the workflow. Alston Analytics will say whether a small engagement seems appropriate.

Discuss an AI workflow