
Designing Finley
Company: Jiffy.AI, Palo Alto, California
Role: Strategy & research, interface design, prompt engineering
Why it's worth tackling one of the most challenging conversations an LLM can have
Financial advice conversations are highly complex and heavily regulated. Many have said it's a topic too far for LLMs.
However… we have a looming retirement crisis and a huge financial advice gap.
So, if there is any way a technology can be used to increase access to personal financial, we should harness it.
Released to alpha users and soon to be adopted by an advisory in California
We explored LLM Orchestration, Prompt Engineering, Voice Models and Multi-modal conversations, and we debated and tested how it would hold up to regulatory and societal scrutiny. For an in-depth overview, check out our whitepaper; or to see a conversation, check out the recording
Key interactions


My role
I led both the strategic framing of the project — defining what it would mean for AI to deliver financial advice responsibly — and the design execution across conversation, compliance, and systemisation.
Strategic direction
Shaped rationale for the build: analysing the problem, mapping what makes a good advisor (communication, competence, integrity) from trusted sources like the CFP, and translating these standards into design principles for the AI assessment. Led the writing of the whitepaper that established the project’s vision, research and findings.
Conversation Design
Defined the end-to-end experience of financial planning discussions, balancing emotions and numbers. Designed multimodal flows, with voice, transcription, visuals and widgets that made complex trade-offs easier to grasp. Spoke to Finley more times than I want to remember.
Compliance-First UX
Ensured the experience was transparent and regulator-ready: rationale surfaced, explicit consent captured, and advisors supported with clear review artefacts.
Design Ops & Systems
Created a design system that scaled from basic in our early research stages to more comprehensive in preparation for the build of the fully fledged app. Worked closely with the front-end developer throughout, particularly on the voice interface, flutter widgets and graphs.









