Product Manager Models

Howdy, We’re Heidi 👋

“The AI startup growing faster than Canva”

That’s what the Financial Review called us. In 18 months, we supported over 73 million patient visits and become one of the fastest-growing companies in the world.

We pivoted from broad healthcare AI to building Earth’s finest AI Care Partner. Today, we support over 2 million patient sessions weekly across 116 countries and over 110 languages. Hundreds of thousands of clinicians use Heidi to complete documentation.

Our mission is simple: strengthen the human connection at the heart of healthcare.

We’ve found product-market fit with individual clinicians through our freemium medical scribe, transforming unstructured clinical visits into structured text artefacts. Clinicians and organizations quite like it. Now, we embark upon consuming more than just documentation. Every new job a clinician delegates to Heidi makes patients feel more attended to, cleans up health system logjams, and lets clinicians be clinicians again.

That’s where you come in.

The role

We’re looking for a Product Manager to own the AI models that power everything Heidi does. Someone who thinks the best platform teams exist to make product teams faster.

You will own Heidi’s models platform: evaluation pipelines, fine-tuning infrastructure, model routing, and safety systems. Hundreds of thousands of clinicians across 116 countries use these models in clinical settings every week. You’ll work with engineers and researchers, partner with product PMs and clinical safety, and stay close enough to product teams that you know what they need before they file a ticket.

Every user-facing product at Heidi depends on what your team builds. When a clinician gets an accurate note, when a referral letter captures the right history, when a model update ships without breaking three downstream products: that’s your work.

This role will be based in either our Sydney or Melbourne office.

We don’t care about logos; the traditional insignia of competence. We’ll evaluate senior well-credentialed candidates and young, hungry hopefuls alike.

What You’ll Do

• Own product strategy and roadmap for Heidi’s models platform (evaluation, safety, model routing, fine-tuning infrastructure), setting clear goals and being held accountable to achieving them
• Prioritise your team’s work across enablement requests, model safety and quality, and bets on new capabilities
• Figure out where product teams get stuck on your models and fix the platform so they don’t
• Build eval tooling and fine-tuning workflows that your engineers and product teams can actually use in clinical settings
• Decide what to improve next by reading clinician feedback, model quality signals, and what product teams are asking for
• Allocate engineering capacity across product teams who all want more than you can give, and tell them clearly what you’re deferring
• Work with your engineers on eval design, fine-tuning trade-offs, and model architecture decisions at a technical level
• Set model quality and safety targets grounded in clinical outcomes (did the note capture the right diagnosis? did the referral letter contain the right history?)
• Spot infrastructure that two product teams are building separately and consolidate it
• Watch foundation model developments and decide when to rip up your roadmap
  
  

If we’d worked together the last 6 weeks, you’d have:

• Defined an evaluation framework for model quality that your engineers actually use
• Made a clear ship/hold decision on a model update under pressure from a product team and communicated the rationale to leadership
• Identified overlapping model capability requests across two product teams and proposed shared infrastructure
• Built a 90-day roadmap that balances enablement requests with your own priorities for model quality
• Had a productive disagreement with a senior engineer about prioritisation and reached a resolution you both committed to
  
  

What You’ll Need

• BA/BS in a technical or analytical field (e.g. Computer Science, Engineering, Information Systems, Analytics, Mathematics, Physics, Applied Sciences, or related)
• 4+ years working on AI platform, infrastructure, or model-adjacent products, though we care more about what you’ve built than time served
• A romantic streak about software and a belief that great design transforms someone’s day
• Technical depth on model evaluation, fine-tuning, and production AI systems; you’ve designed eval suites and debugged model regressions
• Genuine curiosity about what models get wrong in clinical settings and why
• Technical enough to hold your own with engineers, credible enough to present safety trade-offs to leadership
• You build with AI tools (Cursor, Claude Code, whatever ships faster) and can show what you’ve made with them
• Fluency with core LLM concepts and systems (prompting, fine-tuning, embeddings, retrieval, evaluation) and the judgment to translate these into reliable, user-facing products
• You default to building over requesting
• Willingness to update your views when the technology shifts, which it does roughly quarterly
• Strong opinions, weakly held; you’ll shift the room when you’re right
• Data fluency with diagnostic teeth; you can read evaluation results and distinguish a real regression from noise
  
  

If you answer ‘NO’ to these questions, this may not be the job for you:

• Are you an execution powerhouse?
• Have you shipped something this week?
• Are you good at games?
• Did you have a weird teenage hobby?
• Are you able to execute without a legion of data analysts, product marketers, and research coordinators at your beck and call?
• Does the prospect of making health systems a lot nicer make you feel fuzzy inside?
  
  

Why Heidi?

Our health systems hurt everybody. Systems are log-jammed, clinicians’ lives degrade in quality, and patients churn through the meat-grinder.

This is neither a special nor interesting insight.

However, it means we’re solving a real problem. Hundreds of thousands of clinicians use Heidi. Every clinician using Heidi gets hours back in their day. This is the starting point to build the product of your dreams: immense distribution, and a world of potential.

You’ll join a team that doesn’t celebrate fundraise milestones, imaginary valuations, and glossy PR. We live and breathe the pain of modern health systems, and won’t rest until we’ve exacted the change we’d like to see. We’re medicos, engineers, and designers who’ve felt (on every side of the equation) what non-care feels like - the moral and practical toll as a provider or receiver.

The bad news is it’s not an easy job - you will tear your hair out more than once. Modern technology company concepts don’t transpose unto healthcare easily. The lows are really low.

The good news is you will trust and admire everybody you work with, and rest easy knowing you’re doing THE defining work of your career. The highs are blindingly high.

Heidi will take care of you. We offer a generous $500 annual development budget and serious equity.

True A-players progress extremely fast here. The nature of the scale-up game is demanding, but we don’t track hours or micromanage - you’re trusted to perform. We value mental health and adapt to your schedule. We operate on outcomes > inputs, not process theatre. We all take the bins out, metaphorically and literally.

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