Bringing AI in at Superhuman

Settle whom to invite for a trial while strategists still disagree

Published Nov 7, 2026

You’re a forward deployed engineer working with Superhuman’s marketing team. The team is in the room.

The setting

's is writing assistance software for creating and revising text. It comes in versions for businesses and for education.

A trial brief supports several plausible audiences, but only one can receive the next invitation.

Behavioral breadth protects discovery, while familiar targeting rules protect comparability with previous trials.

Who you’d be doing this for

“The trial email arrived while I was finishing a client update. I closed it because it didn't tell me what I'd get beyond the suggestions I already use.”

Katharina Becker · Client services project lead · a character in this brief

Uses free writing assistance throughout the workweek and is a potential recipient of the trial invitation.

What is at stake

Strategists choose different audiences for the same trial invitation, despite agreeing on eligibility. Where will you require explicit strategist intent before the system turns ambiguous behavior into segment membership?

Why it isn’t already fixed

Every obvious fix costs something else. That’s the part you’d have to decide.

  • new audience discovery vs comparable experiments
  • behavioral breadth vs a specific invitation promise
  • current membership vs reproducible counts
  • flexible briefs vs stable eligibility rules

Why Superhuman

The free-to-paid conversion program already combines Iterable journeys with Hightouch decisioning, so a new audience proposal must fit both without changing the experiment underneath it.

Written with these in mind

Forward deployed engineersSolutions engineers working with lifecycle systemsApplied AI engineers focused on human decision workflows

Not your kind of problem? 53 more at Superhuman, or browse every organization.

Where the organization context comes fromThe postings this brief was written from, and the reporting read before it.

The organization context comes from public information. The situation and characters are written for the brief.

Job postings it was written from

Public descriptions of the work at Superhuman. They are listed as sources, not as openings. The lines under a posting are its own words, where it meets this brief.

  • Lifecycle Marketing Specialist, Portfolio Growth (opens in a new tab)
    • Own the day-to-day execution of email and in-app campaigns within our Iterable and HubSpot platforms, including building, scheduling, and testing customer journeys and campaigns.
    • Pull and analyze data and reporting, including campaign-level tracking and sharing hypotheses and insights around top metrics.
  • Group Manager, Brand Advertising (opens in a new tab)
    • Manage and optimize those budgets effectively, allocating budgets across brands, channels, audiences, markets, and campaigns to improve ROI and support brand and growth targets.
    • Direct partners and agencies on portfolio strategy, creative execution, media efficiency, and reporting.
  • Social Media Manager (opens in a new tab)
    • Develop and execute organic social media strategies across platforms, including but not limited to YouTube, Instagram, LinkedIn, X, Threads and Reddit.
    • Partner with product marketing on campaigns, product launches, and thought leadership initiatives.
  • Senior Lifecycle Marketing Manager (opens in a new tab)
    • Match each offer lever (discounts, free trials, suite purchases, full-price upgrades) to the users it converts best.
    • Use behavioral, product-usage, and lifecycle data to design upsell programs that feel relevant and useful.

This is the setup. The work is inside.

Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.

Other live briefs connected to this one, and what connects them.

Similar problems at other organizations

Like this one, each of these is about betting growth on an outside partner or launch.

The same setting, from another role

Each is set around Superhuman’s Grammarly, written for a different role. They’re separate briefs, not the same scenario.

Other problems with a similar purpose

In each of these, as in this one, the aim is to turn observed user friction into a fast, confident decision that visibly restores a better experience.