Bringing AI in at Sword Health

Choose the next paid test when Meta and Google disagree

Published Oct 22, 2026

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

The setting

's gives people exercise and rehabilitation programs for pain in muscles and joints. They use an app and motion-sensing devices from anywhere, and a physical therapist directs the treatment plan.

Paid-channel evidence is moving faster than the team can turn it into a defensible next test.

Lower cost per qualified lead pulls toward faster experimentation, while regulated health messaging requires a strategist to inspect each recommendation.

Who you’d be doing this for

“My finance lead asked why people still aren’t finding the program when pain is already costing us.”

Mukamana Fekadu · Benefits Manager · a character in this brief

A benefits manager evaluating whether covered digital MSK care is reaching employees before low enrollment becomes a renewal concern.

What is at stake

Qualified leads from German paid campaigns are falling while the two ad platforms suggest conflicting next moves. You have to decide where the system's reading of the Meta and Google Ads evidence ends and the strategist's choice of the next test begins.

Why it isn’t already fixed

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

  • paid-channel learning vs. product friction signal
  • lower acquisition cost vs. clinically accurate messaging
  • platform-reported results vs. cross-channel comparison
  • recommendation usefulness vs. attribution uncertainty

Why Sword Health

Kaia acquisition depends on turning paid interest into activated patients who can access prescribed digital back-pain therapy in Germany.

Written with these in mind

embedded AI systems buildergrowth workflow engineerevidence-minded solutions engineer

Not your kind of problem? 42 more at Sword Health, 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 Sword Health. They are listed as sources, not as openings. The lines under a posting are its own words, where it meets this brief.

  • Head of Go-to-Market, Thrive (opens in a new tab)
    • Vision AI captures precise movement data during every session and feeds it into clinical reasoning, and wearable integration tracks patterns between sessions so care can be adjusted before a member escalates to something expensive.
    • Thrive is Sword Health's AI musculoskeletal solution — AI Care for pain, delivered at home.
  • Senior Marketing Operations Specialist (opens in a new tab)
    • Work cross-functionally with various teams, including Enrollment, Growth, Member Engagement, Content, Creative, Data, Product & Engineering to launch communications across Sword-owned channels
    • Collaborate with Growth & Engineering teams to ensure data pipelines are set up between marketing systems for real time data updates, event triggers, and member profile updates prior to campaign launches
  • Performance Marketing Manager (opens in a new tab)
    • You own our paid channels, with Meta first and Google next, and you are accountable for one thing above all: bringing in more qualified leads at a lower cost.
    • As Performance Marketing Manager you drive patient growth for Kaia in Germany through paid acquisition.
  • Marketing Manager · no longer posted
    • You will own how Sword shows up in front of members across our products and a wide mix of acquisition channels, including email, direct mail, toolkits, landing pages, and paid media.
    • Design and run tests (messaging, creative, audiences, formats) and apply the learnings to continuously improve performance
  • Head of Go-to-Market, AI Care Operations (opens in a new tab)
    • Triage — a certified Clinical Triage Line that guides every patient to the right care, 24/7, across voice and digital channels.
    • Your materials are the kind a VP of Care Management reads and thinks "these people have run a care operation."

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 Sword Health’s Virtual musculoskeletal (MSK) care, 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 fragmented, conflicting operational signals into one clear, actionable call.