AI Career Switch Kit Get the kit · $27

Three work samples for your first BA or PM interview.

For career switchers who keep hearing “no experience”. In 14 days, with Claude as your assistant, you write a requirements spec, user stories and a process map of your own. Every template comes with a finished example to learn from.

Read a sample page Available soon · $27

One payment of $27, delivered through Whop. The kit does not promise a job or an income.

Candidate file

What the candidate brings
Applying for
Business Analyst Product Manager
Background Career switcher or junior
Experience in the role None yet
Work samples attached
Requirements spec What the product must do, for whom, and what is out of scope. Not attached.
User stories with acceptance criteria Each user action, written so a team can build it and test it. Not attached.
Process map, as-is and to-be How the work flows today, and how it should flow after the change. Not attached.
Interviewer's note Start with the spec. Walk me through it. Nothing here to walk through.

An illustration of the idea, not a real scorecard. No kit can promise how an interview goes.

Tick what sounds like you.

The kit is written for one situation. Check whether it is yours before you spend $27.

Three ticks or more: this kit was written for you.

What's in the kit

Three documents that BA and PM work is built on. Each one comes as a blank template and as a finished example, so you never start from an empty page.

Requirements spec

The document that says what a product must do, for whom, and why. You learn to state the problem, list the requirements, and draw the line around what is out of scope.

  • Blank template
  • Finished example

User stories with acceptance criteria

One story per important user action, each with Given / When / Then criteria that a team can build and test against.

  • Blank template
  • Finished example

Process map, as-is and to-be

How the work flows today, where it breaks, and how it should flow after the change. The document that shows you can see a whole process, not only a screen.

  • Blank template
  • Finished example

Claude spec assistant

An instruction file you load into Claude. It interviews you about a case of your own, then drafts the three documents in the kit's format. You edit, question and correct the drafts until you can defend every line.

  • Instruction file

Portfolio and interview guide

How to assemble the three documents into one portfolio, and how to talk through them when an interviewer asks. Includes the 14-day plan.

  • Short guide
  • 14-day plan

Bonus: AI job-search system

A tracker sheet for your applications and follow-ups, and a 25-minute daily routine with ready prompts for an AI assistant, so the search keeps moving while you build the portfolio.

  • Tracker sheet
  • Daily AI routine

One fictional case runs through all three examples: BookWell, online appointment booking for a family clinic. You see how a spec, its user stories and its process map connect to each other.

BookWell and the clinic are invented for teaching. Neither is a real product, client or employer.

How the 14 days go

About 60 to 90 minutes a day. Days 7 and 14, the shaded boxes, are lighter.

  1. Days 1 to 2: Read and choose

    Read the three finished examples. Choose a case of your own: a process you know from your working life, with the names changed.

  2. Days 3 to 7: Write your spec

    Four days on the requirements spec, one part a day. On day 7 someone outside your field reads the summary and tells you what they understood.

  3. Days 8 to 10: Write your stories

    Story map and backlog first, then four or five stories in full with acceptance criteria.

  4. Days 11 to 12: Map the process

    How the work flows today, then how it should flow after your change.

  5. Days 13 to 14: Assemble and rehearse

    Check the three documents against each other, export them, and practise the walkthrough out loud.

Read a page before you buy.

This is one full user story from the kit's finished example. Compare the finished BookWell example with the blank template you fill in yourself.

AI Career Switch KitWork sample 2 of 3 · User stories · Fictional case

US-03 · Book a routine appointment

User
Registered patient, signed in
Priority
Must
Size
L
Requirement
FR-03, FR-04, FR-05
Depends on
US-01 (sign up), US-02 (see slots), US-07 (calendar sync)

Story

As a registered patient, I want to book one of the routine slots I can see, so that I have a confirmed appointment without phoning the clinic during my working hours.

Context

This is the story the product exists for. Today 74% of appointments are booked by phone, and 23% of callers in the morning peak give up before anyone answers. In interviews, patients said they would trust online booking only if a slot they picked was really theirs. That is why the conflict case (criterion 2) matters as much as the normal path.

Acceptance criteria

  1. Booking succeedsGiven I am signed in and I have selected an open GP in-person slot on 24 November at 16:15 at Mill Lane, when I tap “Confirm booking”, then I see a confirmation screen with the date, time, site, clinician name and a booking reference, and I receive an SMS and an email with the date, time and site within 2 minutes, and the appointment is visible in ClinicDesk within 60 seconds.
  2. Someone else took the slot firstGiven I am looking at a slot that another patient confirms before I do, when I tap “Confirm booking”, then I am not booked into that slot, and I see the message “That time has just been taken”, and I am shown the next 5 open slots of the same appointment type.
  3. The slot is held while I confirmGiven I have selected a slot and reached the confirmation step, when another patient searches for slots during the next 5 minutes, then that slot is not shown to them, and if I have not confirmed after 5 minutes the slot is released and I am told “Your hold on this time has ended”.
  4. Booking limit reachedGiven I already have 2 future GP in-person bookings, when I try to confirm a third, then the booking is not made, and I see “You already have 2 GP appointments booked. To book another, change or cancel one, or call the clinic”, with a link to my appointments.
  5. Too close to the start timeGiven it is 14:30 and a slot today at 16:00 is open in ClinicDesk, when I search for slots, then that slot is not shown, because online booking closes 2 hours before the start and never offers same-day slots.
  6. The SMS gives nothing awayGiven my booking is confirmed, when the SMS is sent, then it contains only the date, time, site and a link, and no appointment type, clinician speciality or reason for visit.

Out of scope for this story

  • Changing or cancelling the booking: US-04
  • Same-day or urgent requests: US-06
  • Booking for a child: US-10
  • Adding a reason for the visit: US-11

Notes and open questions

  • How the 5-minute hold works depends on what ClinicDesk supports (spec, Q2). If ClinicDesk cannot hold a slot, BookWell keeps its own hold and checks again at the moment of confirmation. The criteria above stay the same either way.
  • “Next 5 open slots” in criterion 2 uses the same filters the patient had selected.

How I would talk about this story

I wrote the conflict case before the happy path, because trust was the adoption risk named by patients. The 5-minute hold is a business rule and I gave it a number so it could be tested and changed. Criterion 6 came from the lead GP: an SMS can be read by anyone holding the phone, so it must not reveal why someone is seeing a clinician. After release I would track how often criterion 2 happens. If it is frequent, there are too few slots online.

Fictional case: BookWell at Linden Family PracticeFor learning · Not a real product, clinic or client
Get all three documents · $27

The example has five stories written in full. The spec and the process map follow the same pattern: template, finished example, interview notes.

Who made this

Name
Oren Giesser
Based in
Israel
Day job
Business and systems analyst at a regulated bank. Requirements, user stories and process maps are the daily work.
Also
Licensed lawyer. This kit is not a legal product and contains no legal advice.

The kit was built with Claude as a working tool, and it teaches you to work the same way. Every example in it is fictional, and none of it comes from an employer or a client.

Some short clips about the kit are narrated by an AI avatar. Those clips are always labelled as AI.

The whole kit

$27One payment, no subscription

Available soon · $27

Checkout and delivery are handled by Whop. You get access to the files there after you pay.

The kit does not promise a job, an interview or a salary. You get the files and the method, and the portfolio you build with them is yours.

  • Requirements spec: template and finished example
  • User stories with acceptance criteria: template and finished example
  • Process map, as-is and to-be: template and finished example
  • Claude spec assistant: the instruction file
  • Portfolio and interview guide, with the 14-day plan
  • Bonus: AI job-search system

Questions, answered plainly

Will this get me a job?

No one can promise that, and this kit does not. Hiring depends on the market, the role, and you.

What the kit gives you is three documents of your own to show, and practice in talking through them. What happens in the interview is still up to you and the interviewer.

Do I need experience as a BA or PM?

No. The kit is written for people who have not held the title yet. The finished examples show what a good document looks like, and the templates explain what goes in each field.

Can I present the BookWell examples as my own work?

No. The examples are there to learn from. Your portfolio is the three documents you write about a case of your own.

This matters in practice: other buyers have the same examples, and an interviewer will ask why you made each decision. You can only answer that for work you did yourself.

Do I need a paid Claude plan?

The assistant is an instruction file written for Claude, and it also works in other capable AI chat assistants. You need an account with one of them. Plans and usage limits change, so check the provider's site for what the current free and paid plans allow.

The templates, the finished examples and the guide are ordinary documents. You can use them without any AI tool.

Isn't it cheating to write a portfolio with AI?

Working analysts and product managers already draft with AI. The skill an interviewer tests is your judgement: what you asked, what you cut, and why.

The assistant produces a first draft from your answers. The kit then asks you to edit it until you can defend every line. Say openly in the interview that you used an AI assistant.

What do I get, and in what format?

Three templates, three finished examples, the Claude instruction file, the portfolio and interview guide, and the bonus job-search system.

The documents are editable Markdown files, which open in any text editor and paste cleanly into Google Docs, Word or Notion. The tracker is a CSV sheet that opens in Excel or Google Sheets.

How do I receive the kit?

You buy on Whop, and Whop gives you access to the files. This site does not take payments or store card details.

Is the kit tied to one country?

No. It is in English and the documents it teaches are used by BA and PM teams in many countries. The fictional case does not depend on any one country's rules.

Oren is a lawyer. Is this legal or career advice?

No. The kit teaches how to write three work documents. It contains no legal, immigration, financial or clinical advice, and buying it does not create any professional relationship with Oren.