AI for Business Course: Run One Controlled Pilot

Design and evaluate a bounded AI business pilot with a baseline data boundary test set reviewer and stop rule.

4 lessons

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Who this course is for

Owners operators and team leads who need a practical first AI pilot rather than a broad adoption slogan.
Staff responsible for evaluating an AI-assisted process and reporting the result to a decision owner.

What you will be able to do

Choose a suitable job and measure its current baseline.
Define permitted sources review authority failure cases and a stop rule.
Compare total pilot performance with the existing process and record a defensible decision.

Before you start

One repeated business task with an identifiable owner and reviewable output.
Fictional or approved source material that may be used in the selected AI product.

View all 4 lessons

Choose one bounded business job
Record the baseline and data boundary
Build the test set and review rule
Decide whether to continue revise or stop

Understand the idea

A business pilot starts with a job rather than a model. Drafting a recap from approved notes can be tested; asking AI to improve the company cannot. The job should happen often enough to compare and remain small enough to stop.

Example

A five-person agency chooses client-intake recaps because it has a signed scope standard output and delivery lead who can verify every field.

Score four candidate jobs

List four repeated tasks. For each record input permission output reviewer reversibility frequency and failure cost. Choose the one with the clearest evidence and boundary.

Try this prompt

Compare these business tasks as possible draft-only AI pilots: [tasks]. Return source availability output reviewer reversibility failure cost and open approval. Do not estimate savings or recommend a task with unclear data permission.

Check your understanding

Keep in mind

Choose a job before a product
Require a visible reviewable output
Prefer reversible draft-only work

Understand the idea

Record total time corrections exceptions and approval delays for a representative sample. Then list permitted prohibited and removable data plus where the reviewed output may go.

Example

Ten intake recaps take a median of 24 minutes to approve and two contain late-found scope gaps. The pilot may use sanitized scope and form fields but not account credentials.

Write the baseline card

Record the sample period cases primary measure guardrail reviewer and data classes. Mark any missing permission as a blocker instead of an assumption.

Try this prompt

Turn this current-process record into a baseline card: [record]. Separate observed measures assumptions and missing permissions. Do not calculate savings or infer a trend beyond the sample.

Check your understanding

Keep in mind

Measure the current process first
Name permitted and prohibited data
Include review and correction effort

Understand the idea

Write the expected result and unacceptable behavior before running the tool. After each prompt revision rerun the same set so a new fix does not cause an old failure.

Example

An intake test includes one missing owner one conflicting deadline and one out-of-scope request. The reviewer rejects invented dates and obligations.

Create six test cases

Add normal missing conflicting unusual and high-impact cases. Record source expected output failure trigger and reviewer for each.

Try this prompt

Create an evaluation sheet from these authored business cases: [cases]. Preserve the supplied expected results. Return case source expected result unacceptable behavior review decision and correction. Do not invent pass criteria.

Check your understanding

Keep in mind

Write expectations before testing
Include edge and exception cases
Keep the same cases for regression checks

Understand the idea

A pilot succeeds only when the primary measure improves and the guardrail remains acceptable. Count setup administration review and correction effort. A failed pilot may justify a narrower job rather than a wider rollout.

Example

Drafting time falls but unsupported commitments require long review. The team narrows the tool to extracting open questions and retests instead of rolling out recap generation.

Write the pilot decision record

Enter baseline pilot result guardrail failures operating effort unresolved risk and choose continue revise or stop. Name the owner and next review date.

Try this prompt

Compare this pilot record with its baseline and prewritten rule: [record]. Separate observations assumptions and unresolved risks. Return continue revise or stop with supporting evidence. Do not calculate missing costs or claim causality.

Check your understanding

Keep in mind

Compare the whole process with baseline
Apply the stop rule written before testing
Document owner conditions and next review

Frequently asked questions

Is the entire course available on the web?

Yes. All four lessons exercises prompts and answer explanations are on this page without an account.

Does the course recommend one AI vendor?

No. The pilot method is product-neutral. Tool selection still requires current checks of features data controls and cost.

Will the exercises calculate ROI?

They help you record the baseline and total operating effort. They do not invent demand savings or financial projections.

Is this a legal security or financial approval process?

No. The relevant qualified owners must approve data use controls claims and financial decisions for your organization.

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AI for Business Course: Run One Controlled Pilot

Who this course is for

What you will be able to do

Before you start

Choose one bounded business job

Understand the idea

Example

Score four candidate jobs

Try this prompt

Check your understanding

Keep in mind

Record the baseline and data boundary

Understand the idea

Example

Write the baseline card

Try this prompt

Check your understanding

Keep in mind

Build the test set and review rule

Understand the idea

Example

Create six test cases

Try this prompt

Check your understanding

Keep in mind

Decide whether to continue revise or stop

Understand the idea

Example

Write the pilot decision record

Try this prompt

Check your understanding

Keep in mind

Frequently asked questions

Analytics

Who this course is for

What you will be able to do

Before you start

Understand the idea

Example

Score four candidate jobs

Try this prompt

Check your understanding

Keep in mind

Understand the idea

Example

Write the baseline card

Try this prompt

Check your understanding

Keep in mind

Understand the idea

Example

Create six test cases

Try this prompt

Check your understanding

Keep in mind

Understand the idea

Example

Write the pilot decision record

Try this prompt

Check your understanding

Keep in mind

Frequently asked questions

Keep learning & practicing

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