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Stage 04 · Scale and adoption

Turn a first validated workflow into a stable commercial capability.

Scaling begins once the Pilot has produced sufficient operational learning. E2M helps stabilize the workflow, extend it in a controlled manner, and transfer ownership to the responsible team.

When does it make sense?

Expanding doesn’t mean automating more. It means consolidating what deserves to continue.

The decision should be based on actual usage, known issues, available owners, and a business reason for incorporating new users, sources, or processes.

01 · USE

The flow is used

Users have tested the process and there is evidence of its usefulness and limitations.

02 · CONTROL

The risks are visible

The necessary exceptions, reviews, and human decisions have been identified.

03 · OWNERSHIP

There is an internal owner

A person or team can maintain the information and monitor the operation.

04 · REASON

There is a reason to grow

Scaling addresses a specific source of friction, not a generic technological ambition.

Four lines of work

From an initial workflow to an operational capability.

Each expansion is defined as a separate scope. You can combine these lines based on pilot learning and commercial priority.

01 · STABILIZE

Consolidate

Resolve issues, improve source quality, and adjust rules, limits, and reviews.

02 · EXTEND

Incorporate

Add users, sources, products, teams, regions, or processes within a new scope.

03 · ADOPT

Transfer

Train, document, and assign responsibilities so that the operation does not depend on E2M.

04 · GOVERN

Govern

Review permissions, quality, issues, usage, and metrics periodically.

Indicative deliverables

What the company can expect to receive

Specific deliverables are detailed in the proposal. The scaling engagement should leave the company with internal capability, documentation, and a sustainable review process.

01

Scaling plan

Objectives, new users or processes, dependencies, risks, phases and acceptance criteria.

02

Stabilized or extended workflow

Agreed changes, new sources or integrations, and updated review rules.

03

Roles and permissions

Owners, access, approvals, exception escalation, and maintenance.

04

Operating documentation

Usage guides, boundaries, sources, known issues, and update criteria.

05

Training and support

Preparation for users and owners to operate, review, and improve the workflow.

06

Monitoring framework

Indicators for usage, quality, timing, exceptions and periodic review.

Budget variables

The scope grows only where it adds value.

There is no standard fee. The budget depends on the actual scope of expansion and the responsibility required to keep it controlled.

01

Users, teams and locations

Number of people, profiles, business units and markets included.

02

Sources and information quality

Volume, formats, permissions, maintenance, and any necessary preparation.

03

Processes and exceptions

New workflows, decisions, variants, controls and commercial risks.

04

Tools and integrations

CRM, email, documents, internal systems, and required connections.

05

Security and governance

Access, sensitive data, logging, validation and review frequency.

06

Adoption and support

Training, documentation, support, and knowledge transfer to the team.

Scaling is not automatic.

It may be better to stabilize, correct or even stop. The decision is based on Pilot evidence and the company’s ability to support the next scope.

Training and adoption

Prepare leadership and the team to take ownership of the new capability.

The fourth stage can conclude with an engagement tailored to the team. E2M offers two distinct formats, with no standard published fee and a scope defined by the objective.

01 · ONLINE

Live executive session

Align leadership and process owners across locations on results, risks, priorities, and the next decision.

Explore the session

02 · IN-PERSON

In-company AI workshop

Work on-site with the team, the process, the sources, human oversight, and the adoption plan.

Explore the workshop

Turn what has been learned into a sustainable way of working.

Choose a live executive session or an in-company workshop to align the team and decide how to adopt AI responsibly and with control.