A point of view · not a résumé
The modern revenue engine is a band.
AI plays it. Someone has to conduct.

Former touring hip-hop artist, now a marketing-ops director. I build the brain that orchestrates AI-driven revenue systems — and the teams of operators with real agency who keep the band tight.
Jeff Bedford — Director, Marketing Ops & Growth Systems at Superhuman (FKA Grammarly). Writing from Victor, Idaho.
Selected work
Four projects that explain the rest.
Scaling the $100M+ lifecycle engine for self-serve
Moved over to run B2C marketing ops: scaling the engine via global and program-level holdouts, optimizing the AI decisions layer for self-serve, and building the repeatable acquisition playbook for M&A.
Re-architecting the funnel that became the GTM nucleus
Held the line through seven managers in twelve months and one platform merger to ship the funnel architecture every team on the merged platform now runs on.
The identity stitching project nobody could finish
Became the glue across data eng, product, and martech to ship the cross-team project that unlocked hundreds of thousands of trackable customers — and a co-founder-level shout-out.
$0 → $6M GMV, 20K → 400K users, one lean team
Ran growth, product, sales ops, and marketing for a lean cause-marketing platform — and learned that the operator-builder is the unlock when nobody else is coming to help.
Field notes
What I actually think.
Agents are a feature. Orchestration is the product.
Every ops team is shipping agents. Almost none are building the brain those agents will need in eighteen months. Here's the work we should actually be doing instead.
4 min · MOPs · Leadership · POVHire operators with agency. The rest is staffing.
The best ops teams in the world don't wait to be told what matters. If your team feels like a help desk, the problem isn't the tickets — it's who you hired and what you gave them permission to do.
People I've shipped with
"Jeff is the ultimate team player. He brings a wealth of knowledge and experience to the table, yet isn't afraid to dig in and become an expert on new tech literally overnight. A lead-by-example MOPs pro who'd be a perfect fit as a leader or contributor."
Jordan Resnick
Director, Marketing Operations · Blue J
"Jeff is the type of person you want on your team. His knowledge spans data-driven marketing, engineering, operations, startups, and strategy. He surpassed all YOY metrics and is a valuable addition to any company he chooses to join."
Armon Moore
AI-Native Product Design · Meta
"Jeff is one of the few people in this industry who understands the nuance of digital strategy. He learns very quickly and is a born consultant and thought leader. I cannot think of many other people I would rather go into business with."
Lars von Sneidern
Product Manager & Analytics Leader