Use case

Marketing attribution and mix measurement.

From the field, AI native workflow redesign of attribution and mix measurement process within Marketing Operations Marketing function.

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Convolving expertise

A senior Convolving delivery team partnered with the marketing operations function for one sprint. Operators from our expert network – with forty combined years inside marketing analytics and CFO-grade measurement – reviewed the redesign at each checkpoint. Forward-deployed engineers built inside the team's CDP, ad-platform, and BI stack. One flat fee, artifact out, no retainer creep.

Situation

Today four tools each claim credit for the same conversion. The CMO and the CFO read different numbers in the same week.

MTA platforms over-credit digital touches by thirty percent or more. MMM lives in a quarterly consultancy deliverable, six weeks late. Spend lineage is reconstructed by hand. The team optimises against the model that responds fastest, not the one that explains revenue most reliably.

Reconciled view None Tools disagree by 20–40%
MMM cadence Quarterly Six weeks late, consultancy delivered
Spend lineage Manual Reconstructed in spreadsheets
Decision latency Weeks Behind the in-flight campaign

Click any node to see the activities and tools behind it. Open the canvas in fullscreen for the horizontal view.

Complication

Largest obstacles and inefficiencies.

Sixty-eight percent of MTA models over-credit digital by more than thirty percent.

The model that responds fastest is the model the team optimises against. Revenue moves where attribution does not.

MMM lands six weeks late.

By the time the consultancy delivers, the campaign in question has finished. The next plan is built on the previous quarter's read.

Spend lineage is reconstructed by hand.

Six to ten disconnected platforms, each with its own taxonomy. The reconciliation tax dwarfs the analysis.

Resolution

The AI-native cycle.

Same five steps. Click any node to see what the redesign does in that step.

Reconciled view Single MTA and MMM agree to within ~5 points
MMM cadence Weekly From quarterly to weekly
Spend lineage Auto Pipeline from platform to model
Decision latency Days ▼ from weeks to days
Key changes

What the redesign actually shifts.

Reconciled measurement

  • MTA and MMM agree to within roughly five points.
  • CMO and CFO read the same number in the same week.
  • Reallocation lands on incremental, not assisted.

Cycle compression

  • MMM cadence moves from quarterly to weekly.
  • Spend lineage runs end-to-end without the spreadsheet middle.
  • Decisions land in days, not weeks.

Data discipline

  • Taxonomy resolves at ingest, not in slides.
  • Every conversion ties to source, campaign, and creative.
  • Reconciliation tax falls toward zero.

Audit and control

  • Every model run logs version and parameter.
  • Disagreements between MTA and MMM surface, not hide.
  • Finance reads the same provenance the marketer does.

Deploy this in your team.

The redesign above ships as a step-by-step playbook. Spend ingestion spec, taxonomy map, MTA and MMM model documentation, reconciliation rubric, and the rollout cadence we use on engagements.

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