Why this audit
Models don't fail in isolation, systems do
A strong MMM sitting on weak data, unclear ownership, or a culture that ignores inconvenient results won't improve decisions. Likewise, great people with fragmented tools and no operating rhythm burn out before they create impact.
This audit looks at the full effectiveness system, not just the maths, so you know where capability is solid, where it's fragile, and what to fix first.
Insights that don't change budgets
Reports land, slides get shared, then spend decisions revert to last year's plan or platform ROAS.
Measurement owned by a single hero
Capability lives with one person or vendor. When they leave, or the contract ends, the system stalls.
Tools without an operating model
Dashboards, MMM, MTA, and experiments exist in parallel, with no clear hierarchy of evidence or decision rights.
Data that can't answer the next question
Spend, sales, and media are patched together each cycle. New channels, markets, or SKUs break the pipeline.