Lusiné VartanLV

AI-Assisted Workflow · Enterprise Concept

ClientNeeds

Enterprise signals, reviewed before the meeting.

RoleExperience strategy & workflow design
ScopeEnterprise concept
TypeAnonymized concept work

The problem

The data existed. The connection didn’t.

Market activity, event participation, changing relationships, published insight, and account context all arrived somewhere in the organization.

The person responsible for the relationship assembled it by hand, one system at a time, and usually after the moment had passed.

The workflow

Four stages. One gate.

01

Signals

Activity, context, and relationship change across existing systems.

02

Curation

AI-assisted synthesis identifies what may matter, and why.

03

Human review

The gate

The relationship owner evaluates context, relevance, and timing. Nothing passes without a person.

04

Action

One timely, considered next step, owned by a person.

The division of labor

What assists. What decides.

Curation assists

  • Connects scattered context
  • Surfaces potentially relevant signals
  • Explains why something was surfaced
  • Reduces manual preparation

Judgment decides

  • Whether action is appropriate at all
  • Relevance and relationship nuance
  • Timing, tone, and the next step
  • Accountability for the outcome

What changed

Before

  • Signals scattered across tools
  • Context assembled manually
  • Timing depends on chance

After

  • Relevant context arrives together
  • A person reviews the reasoning
  • Action is timely and considered

Principles

01

Context before output.

Assistance begins with the right information, connected to the right relationship and moment.

02

Review is the experience.

Approval is not a safeguard bolted on at the end. It is a central interaction in the workflow.

03

Make the limits visible.

People need to see what the system knows, what it inferred, and what still requires judgment.

Closing

AI becomes useful when it helps people notice what matters, understand why, and stay responsible for what happens next.