after the Google AI Professional Certificate, make one page that shows you using AI on a real task from your field. The page should show what you asked, what the AI got wrong, how you checked it and what you changed, with no real customer or patient data in it. A certificate tells an employer you completed a course. The page shows what you can do with it. Plan on one evening to draft it and a second to check it.
The objection you are answering
Here is the objection, in the words of a hiring professional.
"Oftentimes, you can just sit there, push play on the video, and get a certificate." Victoria Suarez, a talent strategy manager at an IT firm in Vienna, Virginia, said that to Anne Kim of Washington Monthly in August 2023. She was talking about Google's earlier Career Certificates, not the AI certificate. The doubt carries over.
AI makes the problem sharper. COABE's AI Hub cites a WGU survey of 3,128 U.S. hiring professionals: "60% say AI makes candidates' real skills harder to evaluate." COABE's suggested remedy is to pair AI practice with "work samples and explanations that show learners' own reasoning."
And dropping degree requirements has not changed much on its own. A Harvard Business School and Burning Glass Institute report found skills-based hiring had "borne out in not even 1 in 700 hires," and that about 45% of firms made "a change in name only," per the Harvard Project on Workforce summary from February 2024.
So the certificate opens a door slightly. The work sample is what you hand over once you're through it.
The one-page format
Copy this layout into a document. Keep it to one page.
WORK SAMPLE: [Task name] — [Your field]
Name · Date · Tool used (e.g., Gemini, Copilot, ChatGPT)
1. THE TASK (2 lines)
What a person in this job actually has to produce, and for whom.
2. WHAT I ASKED (3-5 lines)
The prompt, shortened. Note any context you gave the tool.
3. WHAT THE AI PRODUCED (short excerpt)
Paste the key part, not all of it.
4. WHAT I CHECKED, AND AGAINST WHAT (2-4 lines)
Name the source: a policy page, a rate table, a manual, a regulation.
5. THE ERROR I FOUND AND HOW I FIXED IT (2-4 lines)
Quote the wrong line. Show the corrected line.
6. PRIVACY NOTE (1 line)
"All names, numbers and accounts in this sample are invented."
7. IN PLAIN WORDS (2 sentences)
What I kept, what I changed, and why.Section 5 carries the most weight. It proves you read the output critically. Scott Kirsner, a technology columnist who completed the course, described an AI answer that admitted it had "generated illustrative data and realistic-sounding citation titles," in a MassLive column syndicated by AOL. Check carefully and you may well find one. If the output holds up, say what you checked and that it matched.
Three illustrative examples
The three examples below are invented to show the format. None is a real learner's work. Use them for shape, then build your own from a task you know.
Medical billing: an appeal letter draft
Illustrative example. The task was a first draft of a letter appealing a denied claim. The learner gave the AI an invented patient, "Pat Example," an invented claim number and the denial reason. The draft came back in under a minute and sounded professional.
The trouble was in paragraph two. The AI stated that the insurer had to respond to the appeal within a fixed number of days and named a deadline. The learner had given it no such rule. She opened the appeals policy she had written for the exercise, standing in for a real insurer's published one, and the timeline there was different. She deleted the AI's deadline, wrote "per the plan's published appeal timeline," and noted the fix in Section 5.
The privacy note read: "Patient, claim and policy details are invented." In medical billing, that line is not decoration. Patient details held by a medical practice are protected health information under HIPAA.
Bookkeeping: categorizing a month of transactions
Illustrative example. The task was sorting 20 invented transactions for a made-up bakery into expense categories. The learner pasted the list, with no real account numbers, and asked for a categorized table.
Most of it was right. One line was not. A transfer labelled "Owner withdrawal" had been filed as an operating expense. The learner knew from her bookkeeping class that an owner's draw is not a business expense. She moved it, wrote one sentence explaining why, and added the corrected table.
Section 5 took two lines. It is the part an accounting supervisor would read first.
Customer support: a reply to an angry customer
Illustrative example. The task was replying to an invented customer whose order arrived late. The AI's draft was warm and clear. It also offered a full refund and free shipping on the next order.
The made-up store's written policy, which the learner had drafted for the exercise, allowed a shipping refund only. The AI had invented a more generous offer. In a real job, that sentence could commit the company to money it never approved. The learner cut the offer and replaced it with the policy's actual remedy. She kept the warm opening.
Build yours in two evenings
Evening 1, about an hour:
- Pick one task you have done at work, or a task listed in job postings you want. Write it in two lines.
- Invent the data. Make up names, numbers and accounts. Label them as invented.
- Run the task through the AI tool your target employers are likely to use, if you know it. Kirsner noted that the course teaches "only Google's AI offerings," and that many employers sanction a single tool, "often Microsoft Copilot."
- Save the full output.
Evening 2, about an hour:
- Check every factual claim in the output against a source you can name.
- Find the weakest line. Fix it. Quote the before and after in Section 5.
- Write the two plain sentences for Section 7. Read them aloud. If they need jargon, rewrite them.
- Cut everything that does not fit on one page.
Before you send it, check:
- Is every name, number and account invented, and does the page say so?
- Does Section 4 name a real source, not "I double-checked"?
- Does Section 5 quote the actual wrong line?
- Would someone outside your field understand Section 7?
Where to put the page
- In applications: attach it as a PDF when a posting allows a portfolio or "additional documents."
- In interviews: bring two printed copies. When asked about AI, hand one over and walk through Section 5.
- Online: add it to a profile's featured section, if you are sure every detail is invented.
Do not post anything built from a real employer's documents without written permission.
Who can score it
A page is stronger when someone else has checked it. ed.cafe publishes a 12-point rubric with four criteria scored 0 to 3: a real job task, errors checked and fixed against a source, zero private data, and a plain explanation. A pass is 8 of 12 with no zeros. Ask a former supervisor, a counselor or an instructor to score yours against it.
For the privacy criterion, the guide What Not to Paste Into an AI Tool at Work lists what to leave out by role.
What this will not do
No one has hiring data for the Google AI Professional Certificate yet, with or without a work sample. This page will not guarantee an interview. What it does is answer the question a skeptical hiring manager is already asking: can this person do the task, and do they notice when the tool is wrong?
If you would like your page scored by two people on the published rubric, join a circle at ed.cafe.
Sources
- Google's participation trophies, Washington Monthly, 27 August 2023
- AI Hub, COABE, accessed 15 October 2026
- Skills-based hiring: the long road from pronouncements to practice, Harvard Project on Workforce, 14 February 2024
- I enrolled in the state's free AI course to see how tough it is, Scott Kirsner, MassLive via AOL, 2026
