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AuditCadence ·Fixed-scope diagnostic

What your attribution actually means, with the residuals on the page.

A diagnostic reconciling platform attribution, GA4, and the warehouse against a documented model. Closes with a Gap-Map and confidence ranges your CFO can sign.

Inside the Dynamic Analytics & Backoffice layer of the Dynamic Ad operating system. Run as a wedge, or with the full stack.

Buyer trigger

Slot · The Three-Sources-Disagree Analytics OperatorSignal · Active
The Three-Sources-Disagree Analytics Operator

Platform reporting, GA4, and the warehouse are returning three different numbers and the team cannot reconcile them. The last attribution decision was made off a screenshot.

Signals firing the engagement

Platform attribution, GA4, and the warehouse disagree by double digits and nobody owns the reconciliation
The CFO asked for a confidence range on the next forecast and the team is still pulling the spreadsheet
A budget shift was approved off a screenshot and the residual was never read against the next cycle

Gap-Map. The working document at audit close.

A structured read of what your attribution numbers mean, where they disagree, and which model upgrades earn their cost.

ArtifactAUDIT REPORTShips at close

Gap-Map

Audit Report

GAP-MAP·PAGE 01·SCORECARDITEMSCORELC vs DDA7/10Platform vs s…5/10GA4 vs wareho…4/10Meta vs MMM3/10MODEL DELTA · 38% DISAGREEMENT
GAP-MAP·PAGE 02·POSITION MAPBRANDSATURATEDWHITE-SPACEVOLUMEN=8 PLAYERS · WHITE-SPACE TOP-RIGHT · DATED
GAP-MAP·PAGE 03·QUALITY DECAYCONV %70 TARGET1D30D90D7D30D90D28D30D90D100 → 341D · 90D
GAP-MAP·PAGE 04·LEAK RANKING31%0IOS VIEW31%XDEVICE22%BRANDED15%WG DOUBLE10%100%0%GAPS · TOP 4 = 78%
GAP-MAP·PAGE 05·HYP LEDGERHYPOTHESISSTATUSLIFTGA4 attribution > MMMWINCohort split by entry…WINHook claim · price-an…LIVEAudience · LAL 1% exp…LIVEFormat · vertical sta…KILLN=14 HYPS/WK · KILL @ 1K IMPRESSIONS · COMPOUNDING
Working document · yours to extendLive walkthrough included

How the audit reads your substrate.

Read-only access · structured cadence · operator-led

Phase 01 · Intake

Scope and access

Conversion model, KPI hierarchy, and reporting surfaces locked at intake. Read access provisioned across GA4, paid-media platforms, the warehouse, the CRM, and the BI layer where applicable.

Phase 02 · Inspection

Source-of-truth and methodology read

Every headline number traced back to its source. Methodology audited per platform: last-click, data-driven, platform-modeled, and warehouse joins inspected against the conversion model.

Phase 03 · Reconciliation

Disagreement decomposition and confidence read

Disagreements between sources decomposed into measurement gaps, methodology drift, and modeling residuals. Confidence bands assigned per headline number, residual reported where the data supports a holdout read.

Phase 04 · Synthesis

Gap-Map and walkthrough

Model upgrades ranked by decision-impact-to-cost ratio, scoped to the next budget cycle. Audit closes with the Gap-Map artifact and a live walkthrough.

Questions buyers ask before scoping Attribution Audit.

How fast does the audit ship?
Scope and sequence are confirmed at intake; the Attribution Audit closes in approximately 5–7 business days from that point. The Gap-Map and walkthrough call are delivered at close.
What access do you need?
Read access to GA4, every paid-media platform in scope, the warehouse, the CRM, and the BI layer.
What does "confidence range" actually look like?
A stated statistical bar on each headline number, with the residual read where a model holdout already exists or where the data permits a quick out-of-sample check.
Is this enough to make a budget decision against?
For tactical budget shifts inside a channel, yes. For structural reallocation across channels, the audit usually identifies whether MMM or incrementality is the next move.
Attribution Audit · Dynamic Analytics | Dynamic Ad | Dynamic Ad