Luke Marshall, CEO at GradEngage runs growth marketing from a single Claude Code instance — hosted on a cloud VM so he can reach it from any device, tied to a running knowledge archive, and extended into everything from lead generation to his own workout tracker.
GradEngage helps companies keep graduate hires warm and prepared in the months between accepting an offer and actually starting the job. Luke, who describes himself as the growth marketing automation lead among his co-founding team, opens his screen to show the system behind it: a landing page and product video rebuilt with Claude Code and shipped to WordPress, and a lead-generation workflow that scrapes public prospect data to auto-generate personalised landing pages and email previews for each target company.
The setup starts with infrastructure. Luke hosts Claude Code on a cloud VM synced to Dropbox, so it's reachable from any device, and pairs it with a skill that finds his latest reference notes without him re-explaining context each time. From there, he walks through a standalone Convex database built to track GradEngage's roughly 6,500-company target market — kept deliberately separate from the CRM so early-stage prospects can be nurtured slowly, without cluttering the pipeline tools the sales team relies on day to day.
Judgement still sits with Luke throughout. He explains why he switches between typing and voice dictation depending on the task, and why he pushed back on a cold pitch offering to run his marketing on full autopilot. That judgement call gets tested directly in the episode's most useful failure: an outreach automation tool re-messaged the same contacts with no response, burning leads before Luke caught it. The fix wasn't more automation — it was less. AI now runs read-only on outbound messaging, tracking open threads for a human to action rather than sending anything itself.
The system extends past work, too. Luke shows a custom workout generator that pushes Claude Code output to his phone and watch, and a from-scratch AI assistant he built for his wife to handle weather, tasks, and a shopping list — settling on a cheaper model to keep it running affordably day to day.
Luke Marshall works in growth and marketing automation at GradEngage.
Links and resources
Luke Marshall: https://lukemarshall.net/ | https://www.linkedin.com/in/marshwah/
Claude Code: https://claude.com/product/claude-code
Convex: https://www.convex.dev/
Apify: https://apify.com/
Superwhisper: https://superwhisper.com/
HeyReach: https://www.heyreach.io/
Beeper: https://www.beeper.com/
wger: https://wger.de/
Grill Me: https://github.com/mattpocock/skills/blob/main/docs/productivity/grill-me.md
Readwise Reader: https://read.readwise.io
OpenRouter: https://openrouter.ai/
Operator AI is produced with Day One — the podcast network for founders, investors and operators. Want a show like this for your company?
Other shows worth a listen
Episodes from across the network exploring similar themes — part of the same Day One conversation.
▶Building Tech Teams with James MacDonald
The Engineer Who Hasn’t Written Code in 9 Months: Jack Rudenko, 10x Labs
2 September 2026
▶Pick My Brain with Alan Jones
The Buzzword That's Killing Your Pitch: Billy Chan on Alfred Travel
26 August 2026
▶In The Blink Of AI with Georgie Healy
We're Afraid of the Wrong Thing in AI — with Paloma Newton
21 August 2026
Turn podcasting into pipeline
We're the team behind the Day One Network, and we helped build Blackbird Ventures' Wild Hearts. We help founders, funds and operators build trust, authority and deal flow with a show tailored to their market.