Avora
2026
During my gap year I was at Avora, where I worked on voice agents and applied AI products. As one of two engineers, I moved between product, engineering, and design.
I owned two core products and had a lot of freedom to explore new ideas. There were a lot of ups and downs, and I learned a lot about what goes into building something people use!
Avora notes turned messy transcripts from our scribe into structured outputs. Other products (coaching and analytics) were both built on top of notes, so getting this right had downstream consequences.
I learned about what it takes to ship a production-grade AI product: validation loops, eval pipelines (recall / precision), citation systems...
Some hard problems were product shaped. How much control should you give users over their own notes? What does collaboration look like? What is the right balance between a fully human note and a fully AI generated one?
I had a great mentor (shoutout JZ) who pushed me to be more product and business minded. I hopped on a lot of calls, read a lot of PostHog charts, and forced myself to do more thinking and writing before doing. This was new to me (and fun), and it made me appreciate how engineering and product fit together.