04 / THE PRACTICE · WITH SEAN TALLURI

Applied AI & product systems

Applied AI consulting turns a defined product or workflow problem into a testable use of AI. Helium Tech helps teams explore use cases, prototype useful workflows, and design evaluation and human approval into the work.

Discuss your situation

WHEN THIS WORK IS USEFUL

Turn AI possibility into a useful way of working.

A team may have many AI ideas without a clear reason to choose one. Start by understanding the work, the people affected, and the decision or task that could improve. The technology follows that context.

For teams exploring AI in their products or daily practice, with people accountable for the decisions.

What we can work on

  • Use-case discovery and workflow design
  • Prototyping and product validation
  • Evidence, evaluation, and human approval

What we work toward
A practical path from a defined problem to a testable workflow, with clear checks along the way.

FROM CONTEXT TO NEXT STEPS

How the work takes shape.

01

Choose a real use case

Map the current workflow and identify the problem, expected benefit, constraints, and people responsible for the work.

02

Prototype the useful part

Test the smallest useful workflow. Keep the evidence, assumptions, and limitations visible while the team learns what the approach can and cannot do.

03

Define evaluation and approval

Establish how outputs will be checked and when a person must review or approve them. Connect the workflow to a clear next product decision.

CLEAR ANSWERS / BEFORE WE BEGIN

Questions worth asking

Do we need to choose an AI tool before starting?

No. The starting point is the problem and workflow. Tool choices can follow once the use case, constraints, and evaluation needs are clearer.

What does human approval mean in this work?

It means defining which decisions or outputs require a person’s review and who is accountable for approving them. The appropriate checks depend on the workflow and the consequences of getting it wrong.

YOUR NEXT CHAPTER STARTS WITH A CONVERSATION.

WHAT’S ON
YOUR MIND?

Let’s talk about it