[ BESPOKE · MULTIPLAI ]

Have us build the operating system around your real team and work.

MultiplAI diagnoses the operating gap, implements the highest-value system, rolls it out with your team, proves the operational change, and transfers ownership to an internal operator.

Assessment-led scopeReal workflow implementationMeasured operational changeInternal ownership transfer

/ THE ENGAGEMENT

From operating diagnosis to a system your team can own.

Scope follows the operating gap. We choose the smallest implementation capable of creating measurable business value, then build outward from evidence.

01

Assess

Score the current system, map the work, establish the baseline, and identify the constraint worth solving.

02

Design

Define the target workflow, context architecture, roles, review standards, integrations, and success measures.

03

Implement

Build and test the system against real inputs, real tools, real handoffs, and real quality expectations.

04

Transfer

Roll out the workflow, train internal owners, document governance, and establish the improvement cadence.

/ WHAT GETS BUILT

One coherent operating system, not a pile of disconnected deliverables.

Each layer is designed to survive beyond the engagement and improve as your team learns.

01

Operating assessment

A scored current-state view across tools, workflows, team capability, operating model, economics, and measurement.

02

Priority architecture

A sequenced system plan tied to the business outcome—not a generic backlog of possible AI use cases.

03

Structured context

The durable business, customer, offer, voice, performance, and decision context required by the chosen workflows.

04

Working workflows

Implemented skills, agents, integrations, templates, review loops, and handoffs tested against real work.

05

Team operating model

Clear roles, internal owners, human review, governance, training, and adoption practices.

06

Measurement system

A baseline and reporting method for cycle time, quality, cost, margin, output, adoption, or commercial impact.

/ ENGAGEMENT SHAPES

The form follows the size of the operating change.

The Agentic Consult and a focused working session establish the right scope before a proposal. We do not force every company into the same package.

BUILD SPRINT

Implement one high-value workflow end to end.

Best when the constraint is clear and a focused workflow can prove value quickly before the organization expands.

  • Targeted workflow and context build
  • Human review and governance
  • Baseline and operational measurement
  • Owner enablement and handoff

TRANSFORMATION PARTNER

Redesign a connected part of the operating model.

Best when the opportunity spans several workflows, teams, client accounts, or an agency’s offer and delivery model.

  • Portfolio-level assessment and sequencing
  • Multiple connected implementations
  • Adoption, capability, and governance system
  • Executive measurement and operating cadence

/ OPERATOR-LED

Built by someone who has owned the marketing outcome.

Hanna Huffman brings more than 15 years of growth, content, demand generation, and marketing operations experience across organizations including American Express, Verizon, UnitedHealth Group, and People Inc.

Why MultiplAI exists

“By the end of week two, four manual processes had become automations that ran in a twentieth of the time.”

Recent implementation work · published client feedback

/ FIT CHECK

Selective by design.

MultiplAI works with one or two implementation clients per quarter so the principal operator remains close to the build.

Strong fit

  • An established agency or mid-market marketing team with recurring work.
  • A business constraint leadership cares about—speed, quality, margin, revenue, or capacity.
  • An executive sponsor and an internal owner who can participate in the build.
  • Willingness to provide access to the real workflow, context, and stakeholders.

Not the work we do

  • Generic AI inspiration sessions or prompt workshops.
  • Outsourced content production disguised as transformation.
  • A predetermined tool rollout with no workflow diagnosis.
  • Automation projects with no accountable human owner or quality standard.

[ START WITH THE OPERATING GAP ]

Get the diagnosis before we define the engagement.

Complete the Agentic Consult. You will receive the operating diagnosis, three prioritized systems, the sequence and dependencies, and a measurement plan. If bespoke implementation is the right path, the roadmap creates the starting context.

Free · 8–10 minutes · no calendar booking · human-reviewed roadmap