Software engineer · Toronto, Canada
Hi, I'm Ash.
Helping businesses spear through the post-LLM transformation.
I write artisanal, hand-written, grass-fed, free-range code. Just kiddin'.
A decade of building software at Silicon Valley companies taught me that shipping is a craft. These days I help businesses spear through the post-LLM transformation: rethinking products, teams and workflows now that intelligence is an API call away.
I live in Toronto, Canada. This site is my introduction to the Internet, and the place where I write.

Things I'm building
AI Agents Live
Marketing and distribution for AI agents. List your agent, earn reviews and backlinks, and get structured for GEO so ChatGPT, Perplexity and friends can recommend it.
Mentio
Coming soonA GEO platform to get your product recommended in ChatGPT, Claude, Gemini and more. See where AI mentions, cites and ranks you against competitors, and what to fix next.
Writing
Human-curated, typed with help from machines, and written to be useful to both.