For per-corporate-CMO + per-CFO + per-Marketing-VP + per-vertical-Marketing-VP

The CFO asks where you want $4.2 million next quarter and why. The corporate-rollup-Excel says “same as last quarter + 3 percent” per-DMA. Per- recommendation-confidence-interval is missing. Per- MMM-driven per-channel saturation-curve evidence is missing. Per-prior-quarter-actual-back-test precision is missing. The board-deck defense breaks down at the third slide.

Anaplan, Pigment, Workday Adaptive Planning, Vena Solutions, Planful, Mosaic.tech, Cube Software, Causal, OneStream, Centage, Plannuh, Allocadia, Hive9, Aprimo, Hightouch ship the per-platform marketing- planning + budget-allocation primitive. Meta Robyn, Google Meridian, Recast, Marketing Evolution, Analytic Partners, Nielsen MMO, Origin AI, Cassandra, MASS Analytics ship per-platform MMM. Northbeam, Triple Whale, Hyros, Wicked Reports, Rockerbox, AnyTrack, Lifesight ship per-platform attribution. The per-portfolio per-market per-quarter per-channel allocation + per-recommendation-confidence-interval + per-MMM-driven + per-attribution-driven + per- recommendation-scenario decomposition + per- recommendation-cohort-decomposition + per- recommendation-audit-trail at multi-location-operator scale is operator-side architecture.

By Jay ChristopherMay 31, 202611 min read

What this gets you

Per-portfolio per-market per-quarter per- channel allocation recommendation. Per-Google-Ads + per-Meta-Ads + per-TikTok-Ads + per-Performance-Max + per-Bing-Shopping + per- Pinterest + per-LinkedIn-Ads + per-direct-mail + per-local-broadcast + per-OOH + per-influencer + per-event + per-affiliate + per-SEO-content + per- PR + per-experiential per-portfolio per-market per-quarter allocation per-portfolio.
Per-portfolio per-recommendation-confidence- interval. Per-portfolio per-recommendation per-prior- quarter-actual-back-test precision + per-MMM- canonical-confidence + per-attribution-canonical- confidence + per-cohort-canonical-confidence per- portfolio per-recommendation-final-confidence- interval.
Per-portfolio per-MMM-driven per-channel saturation-curve + per-channel-decay-curve. Per-Meta-Robyn + per-Google-Meridian + per-Recast + per-Marketing-Evolution + per-Analytic-Partners + per-Nielsen-MMO + per-Origin-AI + per-Cassandra + per-MASS-Analytics per-portfolio per-MMM- canonical-merge per-portfolio per-channel saturation-curve + per-decay-curve + per-cross- channel-substitution + per-channel-incrementality per-portfolio per-market per-quarter.
Per-portfolio per-attribution-driven per-channel ROI-baseline. Per-Northbeam + per-Triple-Whale + per-Hyros + per-Wicked-Reports + per-Rockerbox + per-AnyTrack + per-Lifesight per-portfolio per-attribution- canonical-merge per-portfolio per-market per- channel ROI-baseline.
Per-portfolio per-recommendation-scenario decomposition. Per-baseline-scenario + per-conservative-scenario + per-aggressive-scenario + per-stockout- recovery-scenario + per-competitor-launch- defense-scenario per-portfolio per-quarter per- scenario-recommendation.
Per-portfolio per-recommendation-cohort- decomposition. Per-portfolio per-market per-DMA-cohort + per- vertical-cohort + per-banner-cohort + per-prior- quarter-actual-cohort per-portfolio per-quarter per-cohort-recommendation.
Per-portfolio per-recommendation-audit-trail. Per-portfolio per-quarter per-recommendation- canonical-source + per-canonical-MMM-source + per-canonical-attribution-source + per-canonical- confidence-interval + per-canonical-scenario per- portfolio per-quarter audit + per-board-deck- citation-canonical.

Per-portfolio per-quarterly-budget per-corporate- rollup-Excel per-2-to-4-week-iteration-cycle. Per- recommendation-confidence-interval blind. Per-board- deck defense breaks at the third slide. Per-CMO + per- CFO + per-Marketing-VP iterate per-rollup-Excel per- quarter.

Per-portfolio per-corporate-rollup-Excel per- portfolio per-market-canonical per-Phoenix-DMA + per-Houston-DMA + per-Boston-DMA + per-Tampa-DMA per-portfolio per-market per-channel allocation per- corporate-analyst-judgment per-portfolio per- quarter per-market-baseline-blind per-portfolio per-quarter.

Per-portfolio per-quarterly-budget per-prior- quarter-actual + per-prior-quarter-anomaly + per- prior-quarter-stockout-event + per-prior-quarter- promotion + per-prior-quarter-competitor-launch per- portfolio per-market per-corporate-analyst- spreadsheet per-portfolio per-quarter per- recommendation-baseline-blind.

Per-portfolio per-quarterly-budget per- recommendation-confidence per-portfolio per- corporate-analyst-spreadsheet per-portfolio per- recommendation-confidence-interval-blind per- portfolio per-quarter per-corporate-CFO-CMO board- meeting per-recommendation-defense-blind per- portfolio per-quarter.

Per-portfolio per-quarterly-budget per-MMM-driven per-portfolio per-corporate-rollup-Excel per- portfolio per-MMM-vendor-isolation per-portfolio per-MMM-vendor-coverage-per-corporate per-portfolio per-market-mix-modeling-coverage-per-portfolio per- quarter.

Per-portfolio per-quarterly-budget per-attribution- driven per-portfolio per-corporate-rollup-Excel per- portfolio per-attribution-vendor-Northbeam + per- Triple-Whale + per-Hyros + per-Wicked-Reports + per- Rockerbox per-portfolio per-attribution-vendor- isolation per-portfolio per-cross-vendor- attribution-canonical-merge per-portfolio per- quarter.

Per-portfolio per-quarterly-budget per-corporate- rollup-Excel per-portfolio per-quarter-2-to-4-week- planning-cycle per-portfolio per-corporate-CMO + per-corporate-CFO + per-corporate-Marketing-VP + per-per-vertical-Marketing-VP per-portfolio per- rollup-Excel-iteration-cycle per-portfolio per- quarter.

Per-market per-quarter per-channel allocation at AI-runtime closes the gap. Per-portfolio per-market per-quarter per-channel allocation recommendation + per-recommendation-confidence-interval + per-MMM- driven + per-attribution-driven + per- recommendation-scenario decomposition + per- recommendation-cohort-decomposition + per- recommendation-audit-trail per-portfolio. Per- portfolio per-budget-iteration-cycle compression to sub-72-hour. Per-portfolio per-board-deck-defense per-recommendation-canonical-source citation per- portfolio per-quarter pass-rate improvement.

What is in market — and what each category leaves to you

Per-platform marketing-planning + budget-allocation + per-platform MMM + per-platform attribution primitives are mature. The per-portfolio per-market per-quarter per-channel allocation recommendation + per- recommendation-confidence-interval + per-MMM-driven + per-attribution-driven + per-recommendation-scenario decomposition + per-recommendation-cohort- decomposition + per-recommendation-audit-trail + per- corporate-CMO + per-CFO + per-Marketing-VP board- deck-defense at multi-location-operator scale is operator-side architecture.

Per-platform marketing-planning + budget- allocation — Anaplan, Pigment, Workday Adaptive Planning, Vena Solutions, Planful, Mosaic.tech, Cube Software, Causal, OneStream, Centage, Plannuh, Allocadia, Hive9, Aprimo, Hightouch

Excellent at per-platform per-budget-planning + per-platform per-quarterly-budget-rollup + per- platform per-scenario-analysis + per-platform per-driver-based-planning + per-platform per- forecasting + per-platform per-FP&A-canonical. Per-platform per-marketing-budget-planning per- platform-internal per-corporate-rollup-Excel- replacement per-platform per-multi-stakeholder- iteration. The per-portfolio per-market per- quarter per-channel allocation recommendation + per-recommendation-confidence-interval + per-MMM- driven + per-attribution-driven + per- recommendation-scenario decomposition at multi- location-operator scale are operator-side architecture above the per-platform marketing- planning primitive.

Per-platform MMM — Meta Robyn, Google Meridian, Recast, Mass-O-MMM, Marketing Evolution, Analytic Partners, Nielsen MMO, Origin AI, Cassandra, MASS Analytics

Strong at per-platform per-MMM + per-platform per- market-mix-modeling + per-platform per-channel- saturation-curve + per-platform per-channel- decay-curve + per-platform per-channel-ROI- attribution + per-platform per-channel- incrementality-estimation. Per-platform per-MMM per-platform-coverage per-corporate-coverage per- multi-MMM-vendor per-MMM-vendor-coverage-gap per- market-coverage per-quarter. The per-portfolio per-MMM-canonical-merge + per-MMM-canonical- confidence + per-channel saturation-curve cross- MMM-source sit above the per-platform MMM primitive.

Per-platform attribution — Northbeam, Triple Whale, Hyros, Wicked Reports, Rockerbox, AnyTrack, Lifesight

Strong at per-platform per-attribution + per- platform per-MTA + per-platform per-pixel + per- platform per-server-side + per-platform per- channel-attribution-rollup + per-platform per- iOS-14-recovery + per-platform per-cookie- recovery. Per-platform per-attribution per- vendor-isolation per-portfolio per-cross-vendor- attribution-canonical-merge per-portfolio per- quarter. The per-portfolio per-attribution- canonical-merge + per-attribution-canonical- confidence + per-attribution-canonical-channel- ROI-baseline sit above the per-platform attribution primitive.

Per-corporate-rollup-Excel status quo

The status quo at most multi-location-operator marketing-budget-planning programs. Per- corporate-rollup-Excel per-2-to-4-week-budget- planning-cycle per-corporate-CMO-analyst- judgment per-recommendation-confidence-interval- blind per-recommendation-baseline-blind per-MMM- vendor-isolation per-attribution-vendor-isolation per-recommendation-scenario-baseline-blind per- board-deck-defense-breaks-at-third-slide per- quarter.

The pipeline, end to end

Position on the per-location-rollup-reporting agent. Forward-looking-recommendations is part of the bundle on per-location-rollup-reporting in the measure swarm (alongside per-location-attribution- models + per-cohort-framed-kpi-rollup + per- quarterly-board-deck-generation + per-CMO-dashboard + per-LP-reporting).
Per-portfolio per-MMM-canonical-merge. Per-Meta-Robyn + per-Google-Meridian + per-Recast + per-Marketing-Evolution + per-Analytic-Partners + per-Nielsen-MMO + per-Origin-AI + per-Cassandra + per-MASS-Analytics per-portfolio per-MMM-vendor- data-pull + per-vendor-canonical-mapping per- portfolio per-MMM-canonical-merge.
Per-portfolio per-attribution-canonical-merge. Per-Northbeam + per-Triple-Whale + per-Hyros + per- Wicked-Reports + per-Rockerbox + per-AnyTrack + per- Lifesight per-portfolio per-attribution-vendor- data-pull + per-vendor-canonical-mapping per- portfolio per-attribution-canonical-merge.
Per-portfolio per-prior-quarter-actual ingestion. Per-portfolio per-market per-channel per-prior- quarter-actual-spend + per-prior-quarter-actual- ROI + per-prior-quarter-anomaly + per-prior- quarter-stockout-event + per-prior-quarter- promotion + per-prior-quarter-competitor-launch per- portfolio per-canonical per-prior-quarter-actual- substrate.
Per-portfolio per-cohort-canonical ingestion. Per-portfolio per-market per-cohort-canonical per- DMA-cohort + per-vertical-cohort + per-banner- cohort + per-prior-quarter-actual-cohort per- portfolio per-canonical-cohort.
Per-portfolio per-market per-channel allocation recommendation computation. Per-portfolio per-market per-channel per-MMM- canonical-saturation-curve + per-decay-curve + per-attribution-canonical-ROI-baseline + per-prior- quarter-actual-baseline + per-cohort-canonical- baseline per-portfolio per-market per-channel allocation per-portfolio per-quarter.
Per-portfolio per-recommendation-confidence- interval computation. Per-portfolio per-recommendation per-prior-quarter- actual-back-test precision + per-MMM-canonical- confidence + per-attribution-canonical-confidence + per-cohort-canonical-confidence per-portfolio per- recommendation-source-confidence-aggregation per- portfolio per-recommendation-final-confidence- interval.
Per-portfolio per-recommendation-scenario decomposition. Per-portfolio per-baseline-scenario + per- conservative-scenario + per-aggressive-scenario + per-stockout-recovery-scenario + per-competitor- launch-defense-scenario per-portfolio per-quarter per-scenario-recommendation.
Per-portfolio per-recommendation-cohort- decomposition. Per-portfolio per-market per-DMA-cohort + per- vertical-cohort + per-banner-cohort + per-prior- quarter-actual-cohort per-portfolio per-quarter per-cohort-recommendation.
Per-portfolio per-recommendation-low-confidence- flag. Per-portfolio per-low-confidence-recommendation per-portfolio per-corporate-CMO-flag per-portfolio per-recommendation-scenario-analysis-extended per- corporate-CMO-supplemental-evidence-required per- portfolio per-quarter.
Per-portfolio per-recommendation-audit-trail. Per-portfolio per-quarter per-recommendation- canonical-source + per-canonical-MMM-source + per- canonical-attribution-source + per-canonical- confidence-interval + per-canonical-scenario per- portfolio per-quarter audit-trail.
Per-portfolio per-corporate-CMO + per-CFO + per- Marketing-VP board-deck-defense composition. Per-portfolio per-recommendation-canonical-source- citation per-board-deck-slide per-portfolio per- quarter per-board-deck-defense composition (sibling per-quarterly-board-deck-generation skill emission).
ROI measurement.Per-portfolio per-quarter per-recommendation-prior- quarter-actual-back-test precision-recall (per- prior-quarter-recommendation vs per-prior-quarter- actual). Per-portfolio per-quarter per-confidence- interval calibration. Per-portfolio per-quarter per-budget-iteration-cycle compression (sub-72-hour vs 2-4-week per-rollup-Excel baseline). Per- portfolio per-quarter per-scenario coverage. Per- portfolio per-quarter per-cohort-decomposition coverage. Per-portfolio per-quarter per-MMM- canonical-coverage + per-attribution-canonical- coverage. Per-portfolio per-quarter per- recommendation-audit-trail coverage. Per-portfolio per-quarter per-board-deck-defense citation rate. Per-portfolio per-quarter per-recommendation- driven-marketing-ROI improvement. Per-portfolio per-quarter per-FP&A per-marketing-budget-variance compression. Per-portfolio per-quarter per-board- meeting-recommendation-defense pass-rate. ROI dominated by per-budget-iteration-cycle compression + per-recommendation-driven-marketing-ROI + per- board-meeting-defense pass-rate.

Frequently asked

What are per-market budget recommendations?

Per-market budget recommendations run per-portfolio per-market per-quarter per-channel allocation recommendation + per-recommendation-confidence-interval per-portfolio. Per-portfolio per-market per-quarter per-channel-mix per-Google-Ads + per-Meta-Ads + per-TikTok-Ads + per-Performance-Max + per-Bing-Shopping + per-Pinterest + per-LinkedIn-Ads + per-direct-mail + per-local-broadcast + per-OOH + per-influencer + per-event + per-affiliate + per-SEO-content + per-PR + per-experiential per-portfolio per-market per-quarter allocation. The per-platform marketing-planning + budget-allocation category includes Anaplan, Pigment, Workday Adaptive Planning, Vena Solutions, Planful, Mosaic.tech, Cube Software, Causal, OneStream, Centage, Plannuh, Allocadia, Hive9, Aprimo, Hightouch. The per-platform per-MMM category includes Meta Robyn (open-source), Google Meridian (open-source), Recast, Mass-O-MMM, Marketing Evolution, Analytic Partners, Nielsen Media Mix Optimization, Origin AI, Cassandra, MASS Analytics. The per-platform per-attribution category includes Northbeam, Triple Whale, Hyros, Wicked Reports, Rockerbox, AnyTrack, Lifesight. The forward-looking-recommendations skill on the per-location-rollup-reporting agent (1 of the bundle on per-location-rollup-reporting in the measure swarm) — running per-portfolio per-market per-quarter per-channel allocation recommendation + per-recommendation-confidence-interval + per-MMM-driven + per-attribution-driven + per-recommendation-scenario + per-recommendation-cohort-decomposition + per-recommendation-audit-trail at multi-location-operator scale — is operator-side architecture above the per-platform marketing-planning + budget-allocation primitive.

Why does per-corporate-quarterly-Excel-rollup budget allocation break down at multi-location-operator scale?

A 110-location multi-vertical multi-banner operator (per-Restaurant + per-Beauty + per-Wellness + per-Fitness per-state) runs per-corporate-marketing per-quarterly-budget per-corporate-rollup-Excel per-portfolio. Per-portfolio per-corporate-marketing per-quarterly-budget per-rollup-Excel per-corporate-CMO-analyst per-2-to-4-week-budget-planning-cycle per-portfolio per-quarter. Per-portfolio per-corporate-rollup-Excel per-portfolio per-market-canonical per-Phoenix-DMA + per-Houston-DMA + per-Boston-DMA + per-Tampa-DMA per-portfolio per-market per-channel allocation per-corporate-analyst-judgment per-portfolio per-quarter per-market-baseline-blind per-portfolio per-quarter. Per-portfolio per-quarterly-budget per-prior-quarter-actual + per-prior-quarter-anomaly + per-prior-quarter-stockout-event + per-prior-quarter-promotion + per-prior-quarter-competitor-launch per-portfolio per-market per-corporate-analyst-spreadsheet per-portfolio per-quarter per-recommendation-baseline-blind. Per-portfolio per-quarterly-budget per-recommendation-confidence per-portfolio per-corporate-analyst-spreadsheet per-portfolio per-recommendation-confidence-interval-blind per-portfolio per-quarter per-corporate-CFO-CMO board-meeting per-recommendation-defense-blind per-portfolio per-quarter. Per-portfolio per-quarterly-budget per-MMM-driven per-portfolio per-corporate-rollup-Excel per-portfolio per-MMM-vendor-isolation per-portfolio per-MMM-vendor-coverage-per-corporate per-portfolio per-market-mix-modeling-coverage-per-portfolio per-quarter. Per-portfolio per-quarterly-budget per-attribution-driven per-portfolio per-corporate-rollup-Excel per-portfolio per-attribution-vendor-Northbeam + per-Triple-Whale + per-Hyros + per-Wicked-Reports + per-Rockerbox per-portfolio per-attribution-vendor-isolation per-portfolio per-cross-vendor-attribution-canonical-merge per-portfolio per-quarter. Per-portfolio per-quarterly-budget per-scenario-analysis per-portfolio per-corporate-rollup-Excel per-portfolio per-recommendation-scenario per-corporate-analyst-judgment per-portfolio per-quarter per-recommendation-scenario-baseline-blind. Per-portfolio per-quarterly-budget per-cohort-decomposition per-portfolio per-corporate-rollup-Excel per-portfolio per-market-cohort-canonical per-vertical-cohort + per-banner-cohort + per-DMA-cohort + per-prior-quarter-actual-cohort per-portfolio per-quarter per-cohort-decomposition-baseline-blind. Per-portfolio per-quarterly-budget per-corporate-rollup-Excel per-portfolio per-quarter-2-to-4-week-planning-cycle per-portfolio per-corporate-CMO + per-corporate-CFO + per-corporate-Marketing-VP + per-per-vertical-Marketing-VP per-portfolio per-rollup-Excel-iteration-cycle per-portfolio per-quarter. Per-market per-quarter per-channel allocation at AI-runtime closes the gap.

How is this different from Anaplan, Pigment, Workday Adaptive Planning, Vena, Planful, Mosaic.tech, Cube, Causal, OneStream, Centage, Plannuh, Allocadia, Hive9, Aprimo, Hightouch, Meta Robyn, Google Meridian, Recast, Marketing Evolution, Analytic Partners, Nielsen MMO, Origin AI, Cassandra, MASS Analytics, Northbeam, Triple Whale, Hyros, Wicked Reports, or Rockerbox?

Those platforms ship per-platform marketing-planning + budget-allocation + per-platform MMM + per-platform attribution primitives. Anaplan + Pigment + Workday Adaptive + Vena + Planful + Mosaic.tech + Cube + Causal + OneStream + Centage + Plannuh + Allocadia + Hive9 + Aprimo + Hightouch ship per-platform per-budget-planning + per-platform per-quarterly-budget-rollup + per-platform per-scenario-analysis + per-platform per-driver-based-planning + per-platform per-forecasting + per-platform per-FP&A-canonical. Meta Robyn (open-source) + Google Meridian (open-source) + Recast + Marketing Evolution + Analytic Partners + Nielsen MMO + Origin AI + Cassandra + MASS Analytics ship per-platform per-MMM + per-platform per-market-mix-modeling + per-platform per-channel-saturation-curve + per-platform per-channel-decay-curve + per-platform per-channel-ROI-attribution + per-platform per-channel-incrementality-estimation. Northbeam + Triple Whale + Hyros + Wicked Reports + Rockerbox + AnyTrack + Lifesight ship per-platform per-attribution + per-platform per-MTA + per-platform per-pixel + per-platform per-server-side + per-platform per-channel-attribution-rollup. They are excellent at the per-platform marketing-planning + budget-allocation + per-platform MMM + per-platform attribution primitive. The per-portfolio per-market per-quarter per-channel allocation recommendation (per-Google-Ads + per-Meta-Ads + per-TikTok-Ads + per-Performance-Max + per-Bing-Shopping + per-Pinterest + per-LinkedIn-Ads + per-direct-mail + per-local-broadcast + per-OOH + per-influencer + per-event + per-affiliate + per-SEO-content + per-PR + per-experiential per-portfolio per-market per-quarter allocation), the per-portfolio per-recommendation-confidence-interval (per-portfolio per-market per-quarter per-channel allocation per-recommendation per-confidence-interval + per-recommendation-prior-quarter-actual-back-test-precision + per-recommendation-projection-confidence-band per-portfolio per-quarter), the per-portfolio per-MMM-driven (per-portfolio per-market per-quarter per-channel saturation-curve + per-decay-curve + per-cross-channel-substitution + per-channel-incrementality per-portfolio per-MMM-canonical-coverage), the per-portfolio per-attribution-driven (per-portfolio per-Northbeam + per-Triple-Whale + per-Hyros + per-Wicked-Reports + per-Rockerbox per-portfolio per-attribution-canonical-merge per-portfolio per-market per-channel ROI-baseline), the per-portfolio per-recommendation-scenario decomposition (per-portfolio per-market per-quarter per-channel allocation per-baseline-scenario + per-conservative-scenario + per-aggressive-scenario + per-stockout-recovery-scenario + per-competitor-launch-defense-scenario per-portfolio per-quarter per-scenario-recommendation), the per-portfolio per-recommendation-cohort-decomposition (per-portfolio per-market per-cohort-canonical per-DMA-cohort + per-vertical-cohort + per-banner-cohort + per-prior-quarter-actual-cohort per-portfolio per-quarter per-cohort-recommendation), the per-portfolio per-quarterly-budget-iteration-cycle compression (per-portfolio per-corporate-CMO + per-corporate-CFO + per-corporate-Marketing-VP + per-vertical-Marketing-VP per-portfolio per-recommendation-iteration-cycle sub-72-hour), the per-portfolio per-recommendation-audit-trail (per-portfolio per-quarter per-recommendation-canonical-source + per-recommendation-canonical-MMM-source + per-recommendation-canonical-attribution-source + per-recommendation-canonical-confidence-interval + per-recommendation-canonical-scenario per-portfolio per-quarter audit), the per-portfolio per-CMO + per-CFO + per-Marketing-VP board-deck-defense at multi-location-operator scale are operator-side architecture above the per-platform marketing-planning + budget-allocation primitive.

How does per-portfolio per-recommendation-confidence-interval computation work?

Per-portfolio per-recommendation-confidence-interval computation runs per-portfolio per-market per-quarter per-channel allocation per-recommendation per-portfolio per-recommendation-confidence-canonical computation. Per-portfolio per-recommendation per-prior-quarter-actual-back-test precision (per-portfolio per-prior-quarter-recommendation per-prior-quarter-actual per-back-test-precision per-portfolio per-quarter trend per-portfolio per-market per-channel per-recommendation-confidence-baseline). Per-portfolio per-recommendation per-MMM-canonical-confidence (per-portfolio per-MMM per-channel saturation-curve + per-decay-curve per-portfolio per-MMM-canonical-confidence-interval per-portfolio per-channel per-recommendation-confidence-attribution). Per-portfolio per-recommendation per-attribution-canonical-confidence (per-portfolio per-attribution-vendor-canonical-merge per-channel ROI-baseline + per-channel ROI-projection-confidence-interval per-portfolio per-recommendation-confidence-attribution). Per-portfolio per-recommendation per-cohort-canonical-confidence (per-portfolio per-market per-cohort-canonical per-DMA-cohort-CLV-baseline + per-vertical-cohort-baseline + per-banner-cohort-baseline + per-prior-quarter-actual-cohort per-portfolio per-recommendation-cohort-canonical-confidence). Per-portfolio per-recommendation per-confidence-aggregation per-portfolio per-recommendation-source-confidence-aggregation (per-MMM + per-attribution + per-cohort + per-prior-quarter-actual-back-test per-confidence-source-aggregation per-portfolio per-recommendation-final-confidence-interval). Per-portfolio per-recommendation-confidence-baseline per-portfolio per-low-confidence-recommendation per-portfolio per-corporate-CMO-flag per-portfolio per-recommendation-scenario-analysis-extended per-portfolio per-corporate-CMO-supplemental-evidence-required per-portfolio per-quarter.

How does per-portfolio per-recommendation-scenario decomposition work?

Per-portfolio per-recommendation-scenario decomposition runs per-portfolio per-market per-quarter per-channel allocation per-portfolio per-scenario-canonical per-scenario-decomposition per-portfolio. Per-portfolio per-baseline-scenario (per-portfolio per-market per-quarter per-channel allocation per-baseline per-historical-rolling-average + per-MMM-canonical + per-attribution-canonical + per-cohort-canonical per-portfolio per-baseline-scenario). Per-portfolio per-conservative-scenario (per-portfolio per-market per-quarter per-channel allocation per-baseline-scenario per-budget-decrement per-portfolio per-conservative-scenario per-portfolio per-low-confidence-MMM-source per-conservative-scenario per-portfolio per-conservative-scenario-driven). Per-portfolio per-aggressive-scenario (per-portfolio per-market per-quarter per-channel allocation per-baseline-scenario per-budget-increment per-portfolio per-aggressive-scenario per-portfolio per-high-confidence-MMM-source per-aggressive-scenario per-portfolio per-aggressive-scenario-driven). Per-portfolio per-stockout-recovery-scenario (per-portfolio per-market per-prior-quarter-stockout-event per-channel allocation per-portfolio per-stockout-recovery-scenario per-portfolio per-paid-spend-waste-recovery + per-PDP-cart-abandonment-recovery + per-local-pack-impression-recovery per-portfolio per-stockout-recovery-scenario-driven). Per-portfolio per-competitor-launch-defense-scenario (per-portfolio per-market per-competitor-launch-event per-channel allocation per-portfolio per-competitor-launch-defense-scenario per-portfolio per-competitor-launch-defense per-paid-spend-shift + per-organic-share-of-voice-defense per-portfolio per-competitor-launch-defense-scenario-driven). Per-portfolio per-scenario-comparison per-portfolio per-corporate-CMO + per-CFO + per-Marketing-VP per-portfolio per-quarter per-scenario-canonical-comparison per-portfolio per-scenario-decision per-portfolio per-quarter.

How do you measure ROI on per-market per-quarter per-channel allocation recommendations?

Per-portfolio per-quarter per-recommendation-prior-quarter-actual-back-test precision-recall (per-portfolio per-prior-quarter-recommendation vs per-prior-quarter-actual per-channel allocation-precision-recall per-portfolio per-quarter trend). Per-portfolio per-quarter per-recommendation-confidence-interval calibration (per-recommendation-confidence-interval vs per-back-test-precision-calibration per-portfolio per-quarter trend). Per-portfolio per-quarter per-corporate-CMO + per-CFO + per-Marketing-VP + per-vertical-Marketing-VP per-portfolio per-budget-iteration-cycle compression (target sub-72-hour vs 2-to-4-week per-rollup-Excel-baseline). Per-portfolio per-quarter per-recommendation-scenario coverage rate (per-portfolio per-market per-baseline + per-conservative + per-aggressive + per-stockout-recovery + per-competitor-launch-defense per-quarter coverage). Per-portfolio per-quarter per-recommendation-cohort-decomposition coverage (per-portfolio per-market per-DMA-cohort + per-vertical-cohort + per-banner-cohort + per-prior-quarter-actual-cohort per-quarter coverage). Per-portfolio per-quarter per-MMM-canonical-coverage + per-attribution-canonical-coverage rate. Per-portfolio per-quarter per-recommendation-audit-trail coverage. Per-portfolio per-quarter per-corporate-CMO board-deck-defense per-recommendation-canonical-source citation rate. Per-portfolio per-quarter per-recommendation-driven-marketing-ROI improvement (per-portfolio per-quarter per-channel-actual-ROI vs per-prior-quarter-actual-ROI improvement per-portfolio per-quarter). Per-portfolio per-quarter per-corporate-FP&A per-marketing-budget-variance compression. Per-portfolio per-quarter per-corporate-CMO + per-CFO + per-Marketing-VP per-board-meeting per-recommendation-defense pass-rate. ROI dominated by per-portfolio per-quarter per-budget-iteration-cycle compression + per-recommendation-driven-marketing-ROI improvement + per-board-meeting-recommendation-defense pass-rate.

Hire the agent that turns “same as last quarter + 3 percent” into a defensible per-market per- channel allocation with a confidence interval the board can argue with

The per-location-rollup-reporting agent owns the bundle — forward-looking-recommendations + per- location-attribution-models + per-cohort-framed-kpi- rollup + per-quarterly-board-deck-generation + per- CMO-dashboard + per-LP-reporting — sitting on top of whichever marketing-planning source (Anaplan, Pigment, Workday Adaptive, Vena, Planful, Mosaic.tech, Cube, Causal, OneStream, Centage, Plannuh, Allocadia, Hive9, Aprimo, Hightouch), MMM source (Meta Robyn, Google Meridian, Recast, Marketing Evolution, Analytic Partners, Nielsen MMO, Origin AI, Cassandra, MASS Analytics), or attribution source (Northbeam, Triple Whale, Hyros, Wicked Reports, Rockerbox, AnyTrack, Lifesight) you license downstream. Per-MMM-canonical- merge + per-attribution-canonical-merge + per-prior- quarter-actual ingestion + per-cohort-canonical ingestion + per-market per-channel allocation recommendation + per-confidence-interval + per- scenario decomposition + per-cohort decomposition + per-low-confidence-flag + per-audit-trail + per-board- deck-defense composition.

Hire the per-location-rollup-reporting agent

We scope on the call and send a private checkout link after.