Case Study: Avi Medical

Empowering a startup with a scalable, self-serve data foundation

About Avi Medical

Avi Medical is a fast-growing healthtech startup based in Munich, reimagining primary care through a blend of modern GP practices and digital-first services. Backed by leading investors, Avi is building a data-driven healthcare platform designed to scale efficiently while delivering exceptional patient experiences.
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Challenge
Before our engagement, Avi had already started to use data in order to gain deeper insights into their daily operations. But due to the complexity of having multiple offline practices and highly complex medical data, the effort of getting insights on overall profitability, MFA efficiency and patient journey touchpoints took multiple days to be fulfillled and implied several FTEs manually wrangling excel sheets. Key obstacles they faced:
Low self-service capabilities
Poorly structured, over-aggregated data limited access to actionable insights and created expert dependencies. As their data set-up was built by engineers, it was not intuitively accessible for operational teams.
Siloed patient journey data
Disconnected online and offline systems hindered a clear understanding of the patient’s behavior across different touchpoints along the Avi app and practices. This limited the team to optimize the patient’s experience as well as the CAC and CLV of different patient segments.
Lack of a clear internal data path
Avi approached us with a desire to quickly reduce external reliance and grow in-house expertise, but were uncertain regarding how to get there (essential roles, tools, training, etc. )
Solution
We were able to tackle and solve these painpoints by delivering a tailored setup focused on speed, usability, and long-term enablement:
Integrated cross-channel data
Enabling a holistic view of the patient journey across online and offline touchpoints and supporting performance optimization.
Rebuilt data models
Applying an intuitive data processing structure with clear steps and a data model aligned with Avi’s unique business logic so that everyone knows exactly where to find the information they need.
Enabled internal ownership
Training stakeholders to work independently with data and tools — fostering long-term in-house capabilities and true self-service analytics.
Impact
80% faster time-to-insight
On core operational and marketing KPIs
End-to-end visibility
Into patient behavior across acquisition, care, and retention
Independent teams
Working confidently without external support
Deferred hiring need
Saving time and cost while still preparing for future scaling
Profile of Victoria Hauzeneder

Victoria Hauzeneder
Director Medical Operations

Technologies we used in this project

For us technology is an enabler, not a one-size-fits-all answer. Drawing on deep expertise across modern data warehouses, orchestration tools, and analytics frameworks, we hand-pick the stack that fits your business—not the other way around. Because every company’s context is unique, we work with you to evaluate options and deploy only the technologies that truly advance your goals, giving your team power without unnecessary complexity.
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Ready to start using your data to drive your business?
Let’s talk.

Lucille Thomanek and Jan Nitschke, Managing Partners at 11OWLS
We help businesses build a  data foundation that actually helps you answer strategic questions — tailored to your goals, implemented by experts, and built to scale without adding operational burden.

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