Earl Knight · Product strategy, AI, and data · Remote

Good ideas deserve to be built.

I use AI, data, and careful ideation to turn complex, real-world problems into products that move the business.

Idea FieldSelect a dot. Follow an idea.

People. Start with a real problem in someone's life.

Strategy that moves the numbers

Three hard problems, and what changed

Each case study starts with what was at stake for the business, then shows the decision and the measured result.

AT&TAug 2023 to Aug 2025

Answer "Can I fix this myself?" before the call

Consolidated legacy apps into MyAT&T and shipped an AI network health widget that answers "Can I fix this myself?" before a customer calls support.

10%lower POCR, the support call metric behind cost to serve

Cost to serve · Retention

The Home DepotSep 2025 to present

Releases that don't wait on a laptop

Building the case and the platform for faster mobile releases, from a shared release pipeline to server-driven UI that skips the app store.

58%less manual effort per release, projected for phase one

Speed to market · Cost to serve · Risk

Comcast BusinessApr 2020 to Oct 2021

Uptime small businesses can see

Modernized the Comcast Business platform with a cloud migration, real-time usage and uptime dashboards, and outage alerts for small business customers.

~25%higher deployment reliability, with fewer production incidents

Risk · Retention · Cost to serve

See the full résumé

Hands on the keyboard

What I'm building now

Two products I build myself with AI tools. This site is the third.

Live2026 · Founder and solo builder

GovHub

A proposal team for firms that don't have one

AI workflows that help small federal contractors make sense of complex government RFPs and build stronger proposals.

Claude · Cloudflare Workers · Supabase · Chunked PDF processing · Structured extraction

Contact

Have a good problem? Let's talk.

Remote senior product, product strategy, and AI product roles, plus advisory work. I answer every note.