Invest Coach — hero shotInvest Coach

Most recently, I've been working on AI initiatives as a staff product designer at SoFi. Invest Coach is an AI financial advisor shipped across iOS, Android, and web to millions of banking members, where a wrong answer at the wrong moment costs someone real money. My work is organized around one problem I've been thinking about for a decade: how to design systems where user trust tracks actual system trustworthiness rather than a performed impression of it. Read the press release.

  1. 2025
    Problem FramingDecompositionEvaluative JudgmentSpecification ClaritySynthesisEpistemic IndependenceSystems MappingContextual Transfer

    “The soul becomes dyed with the color of its thoughts.” Marcus Aurelius

    Personal projectAI

    Cognitive Diet

    Is AI weakening our ability to think critically? I made a working prototype on the Anthropic API that classifies content across eight cognitive dimensions and recommends reading against specific cognitive gaps.

    Image pendingSoFi Crypto
    Product designSoftware

    SoFi Crypto

    We launched crypto inside the same app where members bank, borrow, and invest stocks, becoming the first US bank to offer crypto. I built the holdings dashboard, the buy and sell flows, and asset-state patterns.

    Image pendingSlow Signal
    WritingCritical thinking

    Slow Signal

    I started writing about AI product design, trust calibration, and design epistemology. AI moves fast. Slow Signal is where I think slow.

  2. 2024
    Image pendingMet Gala Installation
    Experience designOlfaction

    Met Gala Installation

    How do you reawaken a dress too fragile to wear? We used scent to bring 220 garments back to life at the Sleeping Beauties exhibition. I consulted on the visual treatment of the scent molecules and the layout of the olfactory pieces.

    Image pendingWorld Perfumery Congress, Geneva
    Public speakingHealthcare

    World Perfumery Congress, Geneva

    At the World Perfumery Congress in Geneva, I presented on digital olfaction in healthcare, focusing on breath biopsy as a non-invasive diagnostic. I met folks from around the world who are curious about scents.

    Image pendingOlfactronics Community

    Community speculative objects: new dating rings with real-time pheromone detection

    Personal curiosityOlfaction

    Olfactronics Community

    Can we digitize our sense of smell? I founded Olfactronics, a community for the digital olfaction field. A gathering place for researchers, chemists, neuroscientists, and technologists working on scent as a computable medium.

    Photo pending.Became a mother.

    Baby Maxwell loves to laugh and play.

    Became a mother.

    Took parental leave from SoFi and focused on olfaction, my other practice.

  3. 2023
    Image pendingSoFi Robo
    Product designSoftware

    SoFi Robo

    Designed the next generation of SoFi's robo-advisor product, built in partnership with BlackRock and launched to millions of members. Led the end-to-end experience: onboarding, asset selection, account funding and activation, portfolio rebalancing, and ongoing maintenance.

  4. 2022
    Image pendingSoFi App Redesign
    Product designDesign system

    SoFi App Redesign

    As my first project at SoFi, I led the visual redesign of SoFi Invest. The work became the foundation for our official design system, bringing visual coherence across products that until then had each followed their own conventions.

    Wedding photo.Married my best friend.

    Elliott and I got married at the city hall in Manhattan.

    Married my best friend.

    I moved back to New York to live with Elliott.

  5. 2021
    Scentinel device.Medical Device Startup
    HealthcareOlfaction

    Medical Device Startup

    I co-founded a start-up with my friends. It was a diabetes management device that detected complications by smelling acetone in patients' breath. We were funded by Antler, based at New Lab, with research at USC's Loker Hydrocarbon Institute.

    Photo pending.Ran my first marathon.

    Ran my first marathon.

    I survived the hills. San Francisco is such a beautiful city!

  6. 2020
    Image pendingJPMorgan Branch of Future Experience
    Product designExperience design

    JPMorgan Branch of Future Experience

    Designed a Sony-built projected table that turned the banker's private screen into a shared touch surface. The same information now sat between the banker and the client, who could both act on it directly instead of watching the banker drive a monitor.

  7. 2019
    Image pendingBanker Tools

    Sorted clients by churn risk.

    Product designEnterprise

    Banker Tools

    I redesigned the tools 10,000 JPMorgan branch bankers used daily. A single iPad dashboard that collapsed five disconnected systems (CRM, market data, pipeline, risk, communications) into one interface.

    Image pendingMuseum of the Future, Dubai
    Exhibition designOlfaction

    Museum of the Future, Dubai

    Hired by IDEO to work on some installations for the Museum of the Future in Dubai. My first collaboration with scent artist Sissel Tolaas, the start of a working relationship that continued through the Met Gala in 2024.

  8. 2018
    Image pendingStanford University Life Design Lab
    Teaching assistantEducation

    Stanford University Life Design Lab

    I took Bill Burnett and Dave Evans's Designing Your Life course at the Stanford d.school, then stayed on to help teach it. I was drawn to it because I believed in unusual paths over conventional ones. Their book sold over a million copies.

    Image pendingCareer Discovery experiments
    Co-founderEducation

    Career Discovery experiments

    I co-founded Compass, A career discovery platform, with Peter Lowe out of South Park Commons. We were early to a problem AI has now made unavoidable: how do you choose a career based on your actual strengths instead of defaulting to the jobs your degree program funnels you toward.

  9. 2017
    Image pendingATM Redesign
    Product designHardware

    ATM Redesign

    Designed a new ATM for JPMorgan Lab 47. Customers could choose their bill denominations ($5, $20, $50) and log in through the mobile app instead of inserting a card. The first surface most customers actually touched at the bank, and it had not been rethought since the 1990s.

    Image pendingBBC Documentary
    Design technologistTV reporting

    BBC Documentary

    Named to BBC's 100 Women list, then invited to build products tackling the glass ceiling while they recorded my research and design process. We built four products including an AR app for assessing workplace culture during on-site interviews. The BBC documentary aired in 14 languages and reached over 400 million viewers.

    Photo pending.Moved to San Francisco.

    [PLACEHOLDER: optional caption.]

    Moved to San Francisco.

    I always wanted to experience living and working in Silicon Valley.

  10. 2016
    Image pendingNest Thermostat Onboarding
    Product designInternship

    Nest Thermostat Onboarding

    Designed the setup flow customers used to install the Nest thermostat out of the box, and the thermostat interface itself including the weather animations that played on the dial.

    Image pendingMoMA Objects
    Product designObjects

    MoMA Objects

    MoMA collaborates with emerging designers to add new objects to their stores. I designed a piece that locked saturated colors inside clear resin. Their theme was gifting and I was inspired by a Getty exhibition on historical gifting, where kings once gave each other rare pigments like sapphire and lapis.

  11. 2015
    Image pendingDesigning Confidence
    Product designMaster's thesis

    Designing Confidence

    For my MFA thesis, I built a suite of products to help people develop a more assertive language at work. A keyboard, a smart ring, and an app that worked together to log and analyze spoken and written workplace communication. Pre-GPT language augmentation.

    Image pendingStefan Sagmeister's Happy Film

    At Tribeca Film Festival. Number 8 is me.

    Graphic designInternship

    Stefan Sagmeister's Happy Film

    Joined Sagmeister & Walsh to help create The Happy Film, Stefan Sagmeister's documentary on happiness. Did prop design, graphic design, and everything in between. His Happiness exhibition was what made me want to work with him.

  12. 2014
    Image pendingCooper Hewitt Pen Experience Design
    Experience designHardware

    Cooper Hewitt Pen Experience Design

    Helped design the post-scan experience for the museum's stylus that scanned objects during a visit. The goal was extending the visit through interactive tables where visitors made art from what they had scanned.

    Image pendingYawnie Robot
    Product designHardware

    Yawnie Robot

    Designed an alarm clock that reminded students to go to sleep by yawning at them, making them yawn back. Student notable at Core77 Design Awards. That marks my entry to the world of hardware and robotics.

    Photo pending.Moved to New York.

    With my mom.

    Moved to New York.

    Graduated from York University in Toronto and started my MFA in product design at the School of Visual Arts.

  13. 2012
    Bauhaus School, Weimar.Bauhaus School, Weimar

    Studio time on exchange at the Bauhaus.

    Student exchangeDesign history

    Bauhaus School, Weimar

    Student exchange at the Bauhaus, learning that form follows attention, not function.

  14. 2010

    Transferred from physics and computer science into design at York University.

  15. 2007

    Won gold at the National Physics Olympiad.

  16. 1990
    Childhood photo, Tehran.Born in Tehran.

    Picking and sniffing roses in my grandmother's garden.

    Born in Tehran.

    Reaching for the scent of things from the start.