[ ABOUT MULTIPLAI ]

Built by operators who care
what happens after the workshop.

MultiplAI Growth Systems helps agencies and marketing teams redesign how work gets done in the AI-native era. The work spans strategy, workflow implementation, team rollout, governance, measurement, and the transfer of capability to internal owners.

Hanna Huffman

Hanna Huffman · Founder

Marketing operator and systems builder with more than 15 years of experience across growth, content, demand generation, and operations.

/ WHY THIS EXISTS

AI adoption is not the same as operational change.

Most teams already have AI tools. A few people use them well. That can create faster individual work without creating a stronger business. The knowledge still lives in people's heads. Delivery still depends on manual handoffs. Pricing still assumes the old labor model. Quality is difficult to reproduce, and the gains disappear when the best operator leaves.

MultiplAI exists to close that gap. We treat AI-native transformation as operating-model work: decide where the economics should change, encode the context and workflows, define human review, train the team, measure the result, and keep improving the system.

Hanna has led and supported marketing work across organizations including American Express, Verizon, UnitedHealth Group, and People Inc. That operator experience is why the work begins with the business constraint and ends with a system the internal team can run.

The strongest engagement ends with less dependence on us, not more. The system should stay. The internal capability should compound. The people closest to the business should know how to run it.

/ ONE OPERATING PHILOSOPHY

Diagnose the right system. Build it in the real work.

MultiplAI Growth Systems

MultiplAI · bespoke implementation

MultiplAI assesses, designs, builds, rolls out, measures, and transfers agentic systems for agencies and in-house marketing teams.

Marketer in the Loop

Marketer in the Loop · field notes

The public Builder's Log shares field notes, decisions, experiments, and lessons from building AI-native marketing operations.

Read Marketer in the Loop →

[ CHOOSE YOUR BUILD PATH ]

Start with the operating diagnosis.
Bring us in when the roadmap needs a builder.