Work with me / system review

Bring the discrepancy.

When tracking, CRM, customer data, automation, and reporting stop agreeing, the problem is usually somewhere between the platforms.

I trace how data moves across the system, locate the divergence, and help repair and validate the underlying operating path.

Discuss a system review

Tell me which decision you cannot trust, where the numbers disagree, and which systems are involved.

Engagement sequence

A practical path from an unreliable signal to a documented, inspectable change.

  1. 01

    Bring the discrepancy

    Start with the decision your team cannot trust, the report or workflow that conflicts, and the systems involved.

  2. 02

    Trace the divergence

    Follow the signal through tracking, customer data, CRM, automation, and measurement to identify where the record changes or the handoff fails.

  3. 03

    Repair and verify

    Define the change, validate it against the original condition, and document how the team can check it again after release.

Illustrative workflow

Hypothetical CRM source drift — a conceptual walkthrough of how a system review can make a reporting risk visible before it informs a decision. It is not client work, source data, or a reported outcome.

Review recordHypothetical CRM source drift
Condition

A lead-source value could be captured when a lead enters the system.

Break

A merge could replace that value, making a source change look like a change in channel performance.

Change

A repair could preserve original capture values and define which fields a merge may update.

Verification

A reviewer could compare surviving records with original capture values before using a channel report.

Where the work reaches

Tracking & measurement

Capture, reporting paths, and the checks that make a signal usable for decisions.

Customer data & CRM

Record ownership, lifecycle handoffs, and the values that must survive across connected systems.

Automation

Workflow rules and exceptions that route the right record, action, or review to the right owner.

Documentation & validation

A shared operating record for what changed, why it changed, and how the team can verify it.

Next step

Start with the system your team is questioning.

A useful first note names the decision, the mismatch, and the systems that touch it. That is enough to begin the review.

Discuss a system review