Evolution of professional architecture

    The way I design systems changed with the problems.

    Experience is not presented as a list of roles. It shows how clinical work acquired operations, operations acquired product, and product came to include governed automation.

    Clinical practice

    Deciding with incomplete information and real human consequences.

    Operations

    Turning individual work into processes a team can execute.

    Product

    Converting repeated problems into reusable, measurable capabilities.

    Governed systems

    Using data and AI without hiding authority, limits or verification.

    Systems I took responsibility for changing

    LusiberiaStays

    Founder & Manager

    Jun 2025 — PresentAlgarve, PortugalRemote

    Change introduced into the system

    • Founded and currently managing a vacation rental and real estate asset management company in the Algarve (Portugal) and Andalusia (Spain).
    • Developing and maintaining the web app and financial management platform with operations dashboard, guest portal, and financial reporting — using AI-assisted development.

    Evidence, measure or target in its own context

    3Short-term rental properties managed
    ~6%Estimated gross yield (AL active)

    Q-LIRI

    Founder & Head of Product

    May 2024 — PresentLeiria, PortugalRemote

    Change introduced into the system

    • Defining and leading the end-to-end product strategy for an innovative AI-powered platform focused on revolutionizing access to medical knowledge.
    • Managing cross-functional teams (AI, UX, Engineering) in an agile environment to develop a modular platform and plan product pilots with retention targets of over 70%.

    Evidence, measure or target in its own context

    40%Reduction in search time
    >70%Pilot retention target

    Freelance

    Project Manager, Real Estate Optimization

    Mar 2023 — Jun 2023Lisbon, PortugalHybrid

    Change introduced into the system

    • Leading the end-to-end management of a complex real estate rehabilitation aimed at enhancing property functionality and aesthetics.
    • Implementing a hybrid project management methodology, combining Agile and traditional approaches.

    Evidence, measure or target in its own context

    €50,000Budget managed
    20%Waste reduction
    4Months timeline

    Brave Generation Academy

    Project Manager & Learning Coach

    Jun 2022 — May 2023Lisbon, PortugalOn-site

    Change introduced into the system

    • Acting as a consultant for process and systems improvement by conducting diagnostic assessments, optimizing workflows, and creating individualized strategic plans.
    • Leading project and team management by defining scope, planning resources, setting clear goals, and implementing time management strategies.

    Data Findings

    Founder & Product Manager

    May 2022 — Dec 2024Loures, Lisbon, PortugalRemote

    Change introduced into the system

    • Driving end-to-end IT projects using agile methodologies to ensure timely delivery and alignment with organizational strategy.
    • Enhancing project team efficiency and productivity by implementing process improvement initiatives and proactive risk management strategies.

    ARSLVT

    Team Leader & Healthcare Consultant

    Jun 2021 — Jul 2022Lisbon, PortugalOn-site

    Change introduced into the system

    • Leading and developing a large-scale public health team of up to 23 members, responsible for onboarding, training, and performance management.
    • Developing and analyzing data-driven dashboards to guide strategic decision-making, forecast team productivity, and optimize resource allocation.

    Evidence, measure or target in its own context

    23Team members
    30%Reduction in case processing
    30%Reduction in time-to-vaccination

    ARSLVT

    Healthcare Consultant

    Jan 2021 — Jun 2021Lisbon, PortugalOn-site

    Change introduced into the system

    • Serving as the designated team lead in the leader's absence for a public health team of 20 members.
    • Developing and analyzing data dashboards to guide operational decision-making and evaluate priorities.

    Earlier clinical and operating foundations