CaseIntermediateResponsible AI & Advanced Practice / Building an AI PM portfolio / #15

How do you tailor a portfolio for a platform PM role versus an applied one?

PICK the portfolio piece is Marklane, an AI tool that estimates a property's market value from listing and inspection data

Bellcastle Property Group is a fictional real estate firm. Marisol Peralta built Marklane there: a model that estimates a property's market value the moment new listing or inspection data comes in. Absalom Njoroge, a hiring manager, watched her present the exact same write-up to a platform-team panel and an applied-team panel, one week apart.

The direct answer
Keep the same project, but change what you lead with. For a platform role, open with the interface decision: what other teams can now rely on, and how you version it without breaking them. For an applied role, open with the one user's workflow: what changes on their Tuesday, and what tradeoff you made for them specifically. Same build, two different first paragraphs.
Do this, in order
  1. Pick a different opening decision depending on the role, not a different project.Why: the underlying build doesn't need to change, only which part of it leads.
  2. For a platform role, lead with the contract other teams now depend on.Why: a platform panel is listening for whether you've thought past one user.
  3. For an applied role, lead with the one user's Tuesday, and the tradeoff you made for them.Why: an applied panel is listening for whether you've actually watched someone use it.
  4. Reorder your evidence, don't reword your evidence.Why: the same screenshot and the same metric both still belong in the page, just in a different order.
  5. If you don't know which type of role it is, default to the user story, and add one line signaling platform awareness.Why: an applied panel forgives a slow platform pivot more easily than a platform panel forgives a shallow one.
  6. Never change the actual numbers between versions, only the framing around them.Why: a metric that shifts between two versions of the same write-up is a much bigger problem than a mismatched opening ever was.

How to answer this, stage by stage

Nobody is grading whether you can build two different projects. They're grading whether you know which part of one project to put first.

Stage 1
Scope it to one real project, two real rooms
Say it like this
"I'll answer this for Marklane, a property valuation model, and two different panels who'd read the same write-up very differently."
Why this works
Grounds an abstract tailoring question in one real project with two real audiences.
Stage 2
Say your structure out loud
Say it like this
"I'll use PICK. Position, what I'd open with, for each. Impact, who gets confused by a mismatch. Cost asymmetry, which mismatch actually costs more. Kill criteria, my default when I'm not sure."
Why this works
Signals this is itself a real tradeoff decision, not just two versions of a template.
Stage 3
State the position for each role
Say it like this
"For a platform role, I open with the schema decision and who else calls it. For an applied role, I open with the one agent whose Tuesday it changed."
Why this works
Commits to two clear openings instead of one page trying to serve both rooms at once.
Stage 4
Name who a mismatch confuses
Say it like this
"A platform panel reading a pure user story wonders if I've ever thought past one person. An applied panel reading a pure schema pitch wonders if I've ever talked to a real user at all."
Why this works
Names both failure modes plainly instead of assuming only one direction of mismatch matters.
Stage 5
Say which mismatch costs more
Say it like this
"A platform panel confused by a user-only story recasts the entire rest of the interview around proving I can think in systems. An applied panel confused by a schema-only pitch usually just asks one clarifying question and moves on."
Why this works
This is the heart of PICK: naming which mismatch is cheap and recoverable versus expensive and hard to undo mid-interview.
Stage 6
Give the default, and close
Say it like this
"When a req doesn't say which kind of role it is, I default to the user story, and I add one line about the shared service it became. That covers me either way."
Why this works
Shows a real fallback rule, not just a shrug when the room is unclear.

Let's learn

A property valuation model is a tool that reads a listing, some inspection notes, and recent nearby sales, and estimates what the property is actually worth right now.

Marisol used one write-up of Marklane for two different interviews in the same week: one for a platform team building shared valuation infrastructure, one for an applied team building the leasing-agent tool that calls it.

Knowledge spark: what's a schema? The exact shape of the data a service promises to send or receive, field names, types, what's required. Change it without warning, and every team that built against the old shape breaks at once.

The write-up she used was built around one leasing agent's Tuesday: how long a valuation used to take, and how Marklane cut that down. The platform panel's follow-up questions turned skeptical fast: who else calls this, what happens if the schema changes, how is it versioned. The applied panel's follow-ups stayed curious: what did the agent think, what would she change next.

Panel confidence score, matched vs mismatched framing (out of 10)
10 5 0 9 4 Platform panel 8.5 7 Applied panel
The gap between matched and mismatched framing is more than twice as wide for the platform panel. That's the whole cost asymmetry, in one chart.

Here's the turn: the platform panel wasn't harsher by nature. The one artifact underneath was written entirely from a single user's point of view, and any platform reviewer reading that immediately wonders whether the candidate has ever thought past one person's desk.

It wasn't that the platform panel was tougher. It was that the same story cost more when the room was listening for something the story never said.

At its worst: Marisol spends the whole back half of the platform interview defending a systems mindset she genuinely has, purely because her write-up gave the panel no early evidence of it.

The decision that mattered Keep one project and reorder its evidence by audience: the platform contract first for a platform room, the user's Tuesday first for an applied room. Never build two projects to answer one question about framing.

What I would leave alone: the underlying model, the eval numbers, the actual screenshots, none of that should ever change between the two versions. Only the order and the opening line change.

The lesson: tailoring a portfolio isn't writing two portfolios. It's knowing which true fact about the same build to say first.

Now here is the same thing as a story

The short version above is what you'd say explaining your tailoring choice out loud. Read this one for how Marisol actually learned it.

Marisol Peralta spent four years pricing commercial properties by hand before she ever wrote a prompt, and she can still eyeball a listing and land within a few percent of its real market value.

She built Marklane around one leasing agent, Delphine, who used to spend forty minutes pulling comps before pricing a new listing. Marklane cut that to under five.

Hand sketched metaphor scene titled One meter or one pipe. Left, a gauge icon labeled One dial, caption one agent reads it. Right, a funnel icon labeled Shared pipe, caption three teams draw from it.
The same valuation number reads two different ways: a dial one person checks, or a pipe three teams already depend on.

The applied-team interview went well. She told Delphine's story, showed the before-and-after screenshot, and the panel asked exactly the questions she expected: what did Delphine think, how did she react the first time it was wrong.

The platform-team interview, four days later, used the identical write-up. The questions turned in three quiet steps. First, a mild "so who else uses this valuation number." Then, a sharper "what happens to the leasing tool if you change how this number is calculated." Then, flatly, "walk me through how you'd version this."

Hand sketched comparison diagram titled The asymmetry, drawn. Left panel, a small question mark box icon labeled Applied panel, caption one question, moves on. Right panel, a large red box icon labeled Platform panel, caption whole interview recast.
One mismatch cost a single follow-up question. The other cost the rest of the hour.

Marisol didn't have a clean answer, because her write-up had never once mentioned that three other internal tools, a mortgage pre-approval flow and two listing services, already called the same valuation number under the hood.

Hand sketched labeled parts diagram titled What a platform opening needs. Center document icon labeled Platform version, with four callouts: schema decision, versioning plan, who else calls it, rollback plan.
All four of these facts were true the whole time. None of them were in the version she showed the platform panel.

Rebuilding the platform-facing opening took her about ninety minutes, mostly reordering slides she already had. The valuation model's schema, its versioning plan, the three teams already depending on it, all of that moved to the very first paragraph. Delphine's story moved to a supporting section further down.

Hand sketched flow diagram titled Same build, two openings. Five boxes: same project, ask the role highlighted, pick opening, reorder proof, ship variant.
Nothing about the build changed. Only the order the same true facts appeared in.

Building one write-up and assuming she'd just verbally reframe it live had felt efficient back when every conversation about Marklane had been casual, over coffee, with room to adjust on the fly. It stopped working the moment a panel asked her to share her screen and walk through the actual page, where the framing was already locked in writing.

Hand sketched quadrant titled Sorting evidence by audience. Axes platform relevance and applied relevance. API contract doc sits high platform low applied. User quote sits low platform high applied. Cost dashboard sits mid both. Before after screenshot sits low platform high applied.
The same four pieces of evidence, sorted by which room actually wants to see them first.

The old page asked every reader to find the platform story buried inside a user story. The new one just told each reader the true fact they'd come looking for, first.

I built one page and planned to reframe it live. It took one screen-share and three sharpening questions to see that a written page doesn't get a second chance to lead with the right fact.

PICK, applied to your own portfolioNot two portfolios. PICK is what decides which true fact about one project goes first.

P
Position. What you open with, per room.
Platform: the contract and who calls it. Applied: the one user's Tuesday.
Two openings, one underlying project, committed before any reasoning.
I
Impact. Who gets confused by each mismatch.
A platform panel wonders if you've thought past one user. An applied panel wonders if you've ever met one.
Names both failure directions, not just the one that happened to sting first.
C
Cost asymmetry. Which mismatch costs more.
A platform mismatch recasts the whole interview. An applied mismatch usually costs one clarifying question.
The heart of the pick: optimize against the expensive, hard-to-recover mismatch.
K
Kill criteria. The default when the role's unclear.
Default to the user story, and add one line naming the shared service it became.
Covers the ambiguous case without betting the whole page on a guess.
Hand sketched icon list titled Five things a platform panel asks. Items: who else consumes this, what if the schema changes, how is it versioned, what is the SLA, who owns backward fit.
None of these five questions are about the model's accuracy. All five are about what happens when other teams depend on it.
Predicted panel score by opening choice, as the role gets more platform-flavored
10 5 0 Switch here, ~45% 0% platform 100% platform Platform opening User-story opening
Below about 45% platform-flavored responsibilities, the user story wins. Above it, the platform framing does. Read the req before you pick your opening.

The recap, one line per letter: position is committing to two different openings from one project, impact is naming who gets confused which way, cost asymmetry is the platform mismatch costing the whole interview, and kill criteria is the user-story default when the role is genuinely unclear.

And if you want to be sure it really works, try it somewhere elseSame four letters, a pharmacy chain instead of a real estate firm. A different building, and the platform panel's question changes shape too.

Pinehollow Pharmacy Group is a fictional pharmacy chain. Jonas Eckhart built a drug-interaction flagging tool there, one that checks a new prescription against a patient's existing medications before a pharmacist fills it. Selma Ridgeway reviews his write-up for two different roles.

Mapped onto PICK: his position for an applied pharmacy-tools role opens with one pharmacist, Rosa, and the three minutes she used to spend manually cross-checking a complex prescription. His position for a platform role opens with the interaction-checking service itself, now called by the pharmacy's mobile app, its refill-reminder system, and a nurse-facing tool at a partner clinic. The impact: an applied panel reading the platform opening might wonder if he's ever actually watched a pharmacist work. A platform panel reading the pharmacist story alone might wonder if he understands what happens when three different products depend on the same flagging logic and one of them needs a different alert threshold. The cost asymmetry holds here too: the platform mismatch would cost him defending systems thinking for the whole interview, while the applied mismatch costs one clarifying question about the pharmacist herself. His kill criteria, since the actual req mentioned "cross-product consistency" twice, was to lead with the platform framing this time, correctly guessing which room he was in before the interview even started.

Swap the trigger and it still runs.
Speed: an interviewer caps you at sixty seconds. Say "same build, I open with the contract for a platform room and the user's day for an applied one," and stop.
Cost: there's no time to build two full write-ups before an interview tomorrow. Keep one page, and just rewrite the first paragraph and reorder three sections; that's usually enough.
The model gets better, for real: if Marklane's accuracy improves next quarter, that number strengthens both versions equally. It doesn't change which fact you lead with.

Where people run it wrong.
They build two entirely separate write-ups and end up quietly changing a metric or a detail between them, which is a far bigger problem than a mismatched opening.
They assume a platform room just wants more technical detail, when what it actually wants is evidence of thinking about multiple consumers, not more architecture diagrams.
They guess the room type from the company's size alone, instead of reading the actual responsibilities listed in the req.

How to use it live. When someone asks how to tailor a portfolio, ask yourself one question first: does this room want to hear about one user, or about everyone who depends on this. Lead with the answer to that question, and let the rest of the page follow it.

Flashcards (tap any card to flip it)

1 · THE FRAMEWORK
What framework fits "how do you tailor a portfolio for a platform vs applied role"?
Tap to flip
ANSWER
PICK: position, impact, cost asymmetry, kill criteria. Cost asymmetry is what tells you which mismatch to avoid most.
2 · THE PERSON
Who is this answer about?
Tap to flip
ANSWER
Marisol Peralta, a former commercial property pricer who built Marklane, a valuation model, at Bellcastle Property Group.
3 · THE HABIT
What did Marisol assume she could just do live, instead of writing down?
Tap to flip
ANSWER
Verbally reframe her one write-up for whichever room she was in. It worked in casual conversation and broke down on a locked, shared screen.
4 · THE MECHANISM
What's the cost asymmetry between the two kinds of mismatch?
Tap to flip
ANSWER
A platform-panel mismatch recasts the whole rest of the interview. An applied-panel mismatch usually costs one clarifying question.
5 · THE OLD DECISION
What decision would you take back?
Tap to flip
ANSWER
Writing one page and planning to reframe it out loud, instead of building the two openings into the written page itself.
6 · THE NUMBER
Fill in the blank: with a mismatched framing, the platform panel's confidence score dropped to ___ out of 10, versus ___ for the applied panel.
Tap to flip
ANSWER
4 out of 10 for the platform panel, versus 7 out of 10 for the applied panel. More than twice the drop.
7 · THE REPLAY
Same platform panel, rewritten opening. What changes?
Tap to flip
ANSWER
The schema, versioning plan, and the three teams already depending on Marklane move to paragraph one, and the follow-up questions stop probing whether she thinks in systems at all.
8 · CROSS PRODUCT TRANSFER
Section 4 answers this again for a different product. Which one, and how did the candidate guess the room correctly?
Tap to flip
ANSWER
Jonas Eckhart's drug-interaction tool at Pinehollow Pharmacy Group. He noticed "cross-product consistency" in the req and led with the platform framing from the start.

Check yourself Score: 0 / 0

Multiple choice
1. Why did the platform panel's confidence score drop more than the applied panel's, given the same mismatched write-up?
  • A. Because platform interviewers are trained to be harsher.
  • B. Because a user-only story gives a platform panel no early evidence that the candidate has thought past one person.
  • C. Because platform roles always pay more, so the bar is naturally higher.
  • D. Because Marklane's accuracy number was different between the two versions.
Show hint
Look at the grouped-bar chart comparing panel scores.
Show answer
B. The panel wasn't harsher by nature, the story just gave it nothing to work with on the exact thing it was listening for.
True or false
2. True or false: this answer recommends building two separate portfolio projects, one for platform roles and one for applied roles.
  • True
  • False
Show hint
Look at "what I would leave alone."
Show answer
False. Same project, same numbers, same screenshots. Only the opening and the order of evidence change.
Fill in the blank
3. Fill in the blank: the two opening styles cross over at around ___ percent platform-flavored responsibilities in the req.
Show hint
Look at the line chart with the two crossing lines.
Show answer
45 percent. Below that, the user-story opening wins. Above it, the platform framing does.
Short answer, where it wouldn't matter
4. Name something on the page that should never change between the platform version and the applied version.
Show hint
Look at "what I would leave alone."
Show answer
Model answer: The actual model, the eval numbers, and the screenshots. Changing the underlying facts between two versions is a far bigger red flag than a mismatched opening.
Short answer, apply it yourself
5. Think of a project you've worked on that touches more than one kind of user or team. What would you lead with for a systems-minded audience, and what would you lead with for a user-minded one?
Show hint
Try to name one concrete fact for each audience, not just "it depends on who's listening."
Show answer
Model answer: Most projects have both a "who else depends on this" fact and a "what changed for one person" fact sitting in the same story, just waiting to be put first.
Short answer, the number question
6. If a req was only 20 percent platform-flavored, which opening does the crossover chart say you should lead with, and why?
Show hint
Look at where 20 percent falls relative to the marked switch point.
Show answer
Model answer: The user-story opening, since 20 percent sits well below the roughly 45 percent crossover point where the platform framing starts winning.
Before you close the answer
Why this works
Tests whether you understand that tailoring a portfolio is about reordering true facts for an audience, not inventing new ones, and whether you can name which mismatch actually costs more instead of treating both directions as equally risky.
Follow-up traps
"Isn't rewriting your opening for each interview a little dishonest?" Response: no, every fact stays true in both versions, only the order changes, the same way a resume gets reordered for different roles without inventing new experience.

"What if you genuinely can't tell which kind of role it is from the req?" Response: default to the user story and add one line naming the shared service it became, since that's the safer default a panel of either kind can redirect from easily.
If pressed
Marklane's actual schema versioning works by keeping the last two versions of its output format live at once, with a 90-day deprecation window, which is exactly the kind of concrete mechanism a platform panel wants to hear the moment they ask "how do you version it."
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