Case study · Psychology

78% less time on clinical reports.

A purpose-built AI venture for Australian psychologists.

Virtuosa cut the time clinicians spend writing reports by 78%, without compromising clinical integrity or data security. The venture proved its hardest technical question first, then validated real demand before the rest was built.

the problem

A profession losing hours to paperwork.

56% of practitioners report patient wait times of three months or more

The opportunity was never just efficiency. It was giving clinicians their time back, and easing the load in a system under strain.

10+ hours a week lost to writing clinical reports

The bottleneck sits in an unlikely place: report writing. Many psychologists lose double-digit hours every week to it, feeding fatigue in an already stretched profession.
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The insight

It started with an expert who lived the problem.

Lisa Irving runs Revive Health and Happiness in East Perth. She loved the clinical work, but spent more than 10 hours a week writing reports.

General-purpose AI tools fell short on privacy and security. US healthcare products were not built for Australian clinical frameworks. The gap was clear: Australian psychologists needed something purpose-built.‍
We work shoulder to shoulder with domain experts, guiding ventures from early validation through to launch and scale with a clear, staged approach.

opportunity

Give clinicians their time back.

the approach

Validate first. Build
only what earns its place.

strategy & venture design

It began with structured workshops to draw out Lisa's industry knowledge. The aim was not a tool, but a venture that could scale inside a sensitive, regulated market.

The roadmap was built to remove uncertainty early while protecting the commercial upside.
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go-to-market

The go-to-market work opened with a national survey of psychologists. The answer was consistent: report writing cost them hours, focus, and energy.

Respondents were sent a short demo and invited into a structured pilot. Three months of free access drove early adoption, with a fourth month for anyone who joined a user interview.

Product strategy

Prove the hardest thing first.

The roadmap put the riskiest question up front. Could AI produce accurate, clinically appropriate reports from messy, varied inputs: session transcripts, clinic frameworks, and psychometric results?

Only once the AI proved it could draft clinically reliable reports did the team invest in the rest: onboarding, workflow, refinement. That sequencing cut technical risk and fed straight into the go-to-market story.

Differentiation

A more human experience.

The experience was designed for psychologists specifically, not healthcare broadly. Users can hover over any generated line to see where it came from, whether a session input or a framework like DSM-5.

The interface was built to feel conversational. The AI explains what it has done and why. Rather than handing over a first draft and walking away, it flags where clinical input is still needed and prompts for it.

Inside Virtuosa

Built for the way clinicians actually work.

The outcome

78% less time writing clinical reports, with clinical integrity and security intact.

25%  more clients served by psychologists using it.

“The Mayfly team held my hand through everything: user interviews, product direction, what we should and shouldn't do. The regular meetings gave confidence, built trust, making you feel like we're all part of the team together.”

Lisa Irving, Founder, Virtuosa AI


Your turn

The same first step Virtuosa took.

If you are an industry expert with a high-potential problem worth solving, the move is the one Lisa made: validate it before you build. You bring the domain knowledge. Mayfly brings the validation, the product, and the build. From $15K. Early ideas welcome.

COMMON QUESTIONS

Have a different question?
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Who owns the venture and the IP?
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Why validate before building?
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How much does it cost to work with Mayfly?
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How is this different from hiring an agency or consultancy?
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What exactly does a venture studio do?
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How much does it cost to work with Mayfly?
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Who owns the venture and the IP?
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How do we structure the partnership?
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What exactly does a venture studio do?