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Experience atOmnicom Group

Driving financial systems and automation across global teams.

Builder ofEnterprise AI Systems

AI agents, audit workflows, and decision intelligence at scale.

Based inNew York City

Building systems for enterprises around the world.

© 2026 · New York City
All enterprise work

Enterprise implementation case study

Acquisition planning integration.

A controlled path for bringing acquired planning inputs into the target operating model.

FP&APlanning AnalyticsData integration
Ask the project copilotGrounded in this public-safe case study.

Business problem

What people needed to solve.

Acquired planning inputs use different structures, ownership, and timing. Finance needs a way to integrate them without losing reconciliation or cutover control.

Decision frame

Questions the work needed to answer.

  • Which data maps to the target model?
  • What must reconcile before cutover?
  • Who signs off on the transition?
Illustrative operating flowNo internal data, configuration, or client detail.
Acquired inputsTarget modelValidation rules

Operating layer

Mapping + controlled cutoverDecision support with review and ownership.
ReconciliationOwner sign-offPost-cutover review

Implementation

From the business problem to a working operating model.

Mapped acquired planning inputs into the target planning process with reconciliation checkpoints and controlled cutover steps.

  1. 01

    Compared source and target planning structures.

  2. 02

    Defined mappings, validation checks, and ownership for each transition point.

  3. 03

    Prepared controlled cutover and post-cutover review steps.

Controls, approvals, and delivery constraints

The work around the work.

Enterprise systems change only when data, access, testing, ownership, and evidence move together.

  • Reconciliation is completed before business use.
  • Ownership and sign-off remain explicit through cutover.
  • No acquired-entity data or transaction information is shown publicly.

Public-safe outcome

A repeatable integration path that makes ownership, validation, and sign-off visible.