AI Product Management Lesson #3
Behavior Is the Real API
What is your personal favorite most awkward moment with HR?
Picture this.
Something at work doesn’t feel right.
Not illegal. Not dramatic. Just… off.
You think, “Maybe I should talk to HR.”
Then immediately:
- you rehearse
- you simplify
- you remove emotion
- you translate your experience into something “safe”
By the time you’re done, you’re no longer describing reality.
You’re preparing testimony.
Almost everyone recognizes this moment.
Which raises a question worth sitting with:
Why does the most “human” function in the company feel like the hardest place to be human?
HR probably has more data about humans than any other function in a company.
Resumes. Reviews. Surveys. Exit interviews. Engagement scores.
And yet…
Most employees feel HR understands them the least.
That’s not a critique.
It’s a puzzle.
Why HR function is an underrated hotbed for opportunities
Here’s another odd thing.
People do talk about work honestly.
Just not where systems expect them to.
They talk:
- to friends
- to spouses
- to former colleagues
- after they’ve quit
- months too late
Truth doesn’t disappear.
It relocates.
So maybe the problem isn’t that employees are disengaged.
Maybe it’s that there’s no safe container for certain kinds of truth inside organizations.
If that’s true, it changes the opportunity completely.
Why HR systems often appear as insanely dumb
Most HR tools are built on an assumption so common we stop noticing it:
“If we provide the right process, people will use it.”
Forms.
Portals.
Workflows.
Policies.
But watch what happens under stress.
When people are:
- anxious
- vulnerable
- afraid of consequences
- unsure how something will be received
They don’t become more procedural. They become more human. They hesitate. They avoid. They delay. They speak indirectly. They say nothing.
This isn’t resistance. It’s behavior.
And behavior, inconvenient as it is, doesn’t negotiate.
A new lens for CHROs in Agentic AI era
In software, an API is a contract.
You don’t argue with it.
You don’t tell it to “try harder.”
You design around it.
What if human behavior … especially under emotional load … is the same kind of constraint?
Not something to optimize away.
Something to respect.
Which leads to a simple but uncomfortable idea:
The more human the moment, the less behavior you’re allowed to change.
Sit with that.
An opportunity to leverage technology to actually listen
This pattern shows up outside HR if you look closely.
- Elderly people don’t want to learn apps. They want to talk.
- People in meetings don’t want to take notes. They want to be present.
- People under pressure don’t want dashboards. They want relief.
So the systems that work best:
- listen quietly
- stay out of the way
- adapt to existing behavior
- and disappear when things get emotional
No grand transformation. Just respect. Now ask yourself:
Where in HR are we doing the opposite?
HR, viewed as a distortion lens
Try a different way of seeing HR.Not as a department. Not as a policy owner. But as the place where human signals get distorted.
Consider:
- Silence during onboarding
- Avoided feedback conversations
- Burnout reported too late
- Honest exit interviews that arrive after damage is done
None of these are surprises. They’re patterns. Which raises an interesting question:
What signals show up before HR ever sees them … and where do they go instead?
The negative space is loud, if you listen
Some of the most important things in organizations are notable by their absence.
- The question someone never asks
- The concern someone keeps rehearsing
- The doubt that never gets logged
- The discomfort that turns into disengagement
Every one of these absences is doing work. Just invisibly. If you were trying to design something truly new, you might ask:
What if the opportunity isn’t to capture more data … but to create places where these unexpressed things can safely exist?
An inversion worth holding lightly
Here’s a thought … not a conclusion. Maybe HR doesn’t exist to manage people. Maybe it exists to manage transitions between identities:
- candidate → employee
- peer → manager
- contributor → underperformer
- employed → exited
These are not process changes. They’re psychological shifts. And we currently handle them with checklists and stringent policies. What would it mean to design for that instead?
The AI-era twist (this changes the stakes)
AI quietly changes the rules here. In the old world, software extended human effort.
In the AI world, software replaces it. Which means tolerance for extra steps collapses.
IF a system:
- requires explanation
- demands emotional bravery
- asks people to perform vulnerability on command
IT WILL BE BYPASSED. Not out of rebellion. Out of self-protection. So maybe the next wave of HR systems won’t feel like systems at all.
They might feel more like:
- private sense-making spaces
- quiet companions
- places people go before they know what to ask
This need not be simply a feature idea. It can be a deliberate design direction.
A few questions to continue brainstorming
Instead of a framework, consider these as lenses:
- Where do people tell the truth after it’s too late?
- What conversations only happen off-platform?
- What emotions are systematically translated out of HR language?
- What would employees use if no one was watching?
Don’t answer them quickly.
Good ideas tend to appear when you sit with questions longer than is comfortable.
What great organizations seem to get right
In genuinely great organizations, something subtle happens.
People don’t need to rehearse as much. They don’t need to sanitize themselves constantly. They don’t feel stupid for not knowing. They don’t disappear during transitions.
This rarely comes from policy. It comes from systems that assume humans will behave like humans:
- inconsistently
- emotionally
- contextually
- imperfectly
And then design around that.
Where this leaves us (intentionally unresolved… to let your creative juices flowing)
If behavior really is the API, then:
- Adoption problems might be design problems
- Resistance might be self-preservation
- Silence might be data
- And HR’s biggest opportunity might not look like HR software at all
The interesting question isn’t what to build.
It’s this:
What human behavior in organizations have we normalized ignoring … and what would happen if we treated it as sacred instead?
If you’ve noticed something like that in your own work,
you’re probably closer to a disruptive idea than you think.
And this conversation is just getting started.
Originally published at
https://www.linkedin.com/pulse/ai-pm-masterclass-3-behavior-real-api-founderhelpdesk-tujac
