Getting started with a POC

Implementing AI Solutions in Business

Jacob H. Marquez

Data Scientist

What is a proof of concept?

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Definition: small realization of an idea to demonstrate its feasibility and potential

Car proof of concept.

Phases of a POC

Identify and confirm.

Phases of a POC

Goals and characterize.

Phases of a POC

Profile the data.

Phases of a POC

Architect and design

Phases of a POC

Develop and test.

Phases of a POC

Deploy and evaluate.

Phases of a POC

Scale and govern.

A successful POC

Clear goals and exit criteria.

Available and representative data.

Efficient infrastructure.

Skilled workers.

Defining clear goals

Clear goals. Value proposition.

Defining clear goals

Clear goals. End-user.

Defining clear goals

Clear goals. Timelines.

Defining clear goals

Clear goals. Funding.

Defining clear goals

Clear goals. Business metrics.

Understanding the end-user

Who will be using this solution?
How many people will be using the POC? The full solution?
How will they be using it?
What decisions will be made based on the solution?
How interpretable does it have to be?
Why would this AI solution bring more value to them?

An end-user using a computer product.

Understanding timelines

Is there a pending deadline which requires an outcome from this POC?
If so, how much time is available?
What would be the important milestones?

$$ Project timelines

Understanding costs and funding

Will you be buying vs. building some or all of the components?
Will it be cloud-based or on-premises?
Is appropriate funding available?
Who is funding the POC?

Funding for AI.

Let's practice!

Implementing AI Solutions in Business

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