The build: Our client is building multi-channel
marketing agents across SEO, content, social, and search — and they want their
first senior AI hire to own the quality and intelligence of those agents end to
end. You'll work directly with the founder, shape agent architecture and eval
systems, and build the AI team as it scales.
This is a first-senior-hire role. You set the standard for
what "good output" even means — and make it measurable.
What you'll do
- Improve
agent output and content quality across Reddit, LinkedIn, X, and long-form
articles — with evaluation systems that make quality measurable.
- Improve
SEO and generative engine optimization (GEO) performance.
- Design
feedback loops so agents learn from real-world results and performance
signals at scale.
- Own AI
infrastructure, agent architecture, model strategy, and the data pipelines
behind them.
- Hire
and lead the AI team as the org grows.
Requirements
What we're looking for
- 3+
years building production ML or AI systems, with recent hands-on shipping
of LLM products or agents.
- Proven
eval design and outcome-signal learning in domains like search, ranking,
or recommendations.
- Strong
TypeScript (Next.js) and Python — you ship end to end and can do the
data/eval work yourself.
- Sharp
judgment about output quality, and the ability to make it measurable and
actionable.
- Ownership
experience in a startup or small team.
- Search
or ranking background — especially Google or AI answer engines. Bonus:
leading AI lab or top research program, marketing/GTM exposure, or
RL/recommender systems experience.
Skills Required
- 3+ years building production machine learning or artificial intelligence systems
- Recent hands-on experience shipping LLM products or AI agents
- Proven experience designing evaluations and learning from outcome signals in search, ranking, or recommendation domains
- Strong TypeScript and Next.js skills
- Strong Python skills
- Ability to ship end-to-end systems and perform data and evaluation work independently
- Strong judgment about AI output quality and ability to make quality measurable and actionable
- Ownership experience in a startup or small team
- Search or ranking background, especially with Google or AI answer engines
- Experience leading an AI lab or top research program
- Marketing or go-to-market exposure
- Reinforcement learning or recommender systems experience
What We Do
Fruition Executive Search is a boutique executive search firm based in San Francisco. They specialize in sourcing high-caliber leadership talent across various industries, including Accounting, Finance, AI, Software, and Healthcare. Utilizing a dual approach of retained and contingent search, they connect organizations with C-suite and management professionals equipped to drive strategic direction, profitability, and digital transformation through human-centered leadership.







