Module 13 — Contextual Reporting & Root Cause AI

Reporting that explains what caused the numbers—and what to do next.

Traditional BI dashboards only display static historical graphs. LegisJurix deconstructs performance shifts into discrete causal drivers: mix changes, creative fatigue, bidding volatility, and audience saturation.

Experience Root Cause Query View Variance Breakdown

Causal Attribution

Multi-Variable

Deconstructs CAC shifts across 9 distinct econometric levers.

Automated Narrative

< 30 Seconds

Generates executive-ready Monday morning briefings for CMOs.

Data Reconciliation

99.4% Match

Reconciles Meta CAPI, Google Ads, GA4, and internal revenue logs.

Direct Action Coupling

1-Click Staging

Every diagnostic finding comes with pre-compiled corrective actions.

Natural Language Diagnostics

Interactive Root-Cause Deconstruction

Ask complex performance questions and receive verified econometric root-cause analysis backed by direct API telemetry.

Executive Natural Language Query

"Why did our blended CAC jump by 18.4% across the India Launch mission this week?" AI CAUSAL ENGINE: CONFIDENCE 96%

Primary Causal Contributors (Total CAC Delta: +₹680 from ₹3,700 to ₹4,380)

1. Creative Hook Saturation (Meta Ads Hero Video CR-084)

Audience frequency reached 4.2 in Mumbai/Bengaluru; CTR dropped 42% (2.8% → 1.6%).

+₹380 (+55.8%)

PRIMARY DRIVER

2. Competitive Bid Surge on Google Branded Search

Competitor began bidding aggressively on brand keywords, driving CPC up +31% (₹42 → ₹55).

+₹190 (+27.9%)

AUCTION VOLATILITY

3. Channel Mix Shift to DV360 Upper-Funnel CTV

Spend share increased from 12% to 22% before post-view attribution lag fully stabilized.

+₹110 (+16.3%)

ATTRIBUTION LAG

RECOMMENDED STAGED ACTIONS (EST. CAC RESTORATION: −₹540) Stage All in Action Center →

Rotate fatigued creative CR-084 to challenger variant CR-085 (High-intent benchmark case study).
Enable Google Search Impression Share bid guardrail to cap brand CPC at ₹46 max.
Rebalance ₹4,50,000 from DV360 upper funnel back into LinkedIn High-Intent Demand.

Diagnostic Anatomy

The 4 Layers of Contextual Explanation

Every metric movement is decomposed across four fundamental diagnostic dimensions before conclusions are drawn.

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Channel Mix Variance

Detects whether aggregate CAC rose simply because budget flowed into higher-cost upper-funnel awareness channels like CTV or LinkedIn ABM.

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Creative Saturation

Isolates the exact point where visual concept fatigue reduced click-through rates and caused platform bidding algorithms to penalize relevancy scores.

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Auction Volatility

Tracks macro clearing price fluctuations, CPM surges during festival sales (Diwali, Great Indian Festival), and competitor aggressive bid encroachment.

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Attribution Lag Calibration

Adjusts real-time reporting for enterprise sales cycle lag (e.g. 14-day B2B demo to purchase latency) so teams don't prematurely kill winning channels.

Zero Manual Reporting

Executive Narratives in Slack, Email, and Notion

Eliminate 15+ hours of weekly manual slide building. LegisJurix writes publication-grade commercial narratives automatically every Monday at 08:00 AM.

SCHEDULED BRIEFING #BR-4421

Weekly CMO Growth & Media Memo

"Across the ₹2.0 Crore India Launch budget, blended CAC held at ₹3,920 (−6.7% vs. target). Meta Lookalikes delivered 62% of volume, while LinkedIn ABM drove 38 qualified enterprise pipeline opportunities at ₹2,800 CPL. Three fatigued creatives were rotated autonomously without performance interruption."

Export PDF Sync Notion Post to Slack #exec-growth

Key Performance Metrics (Week-over-Week)

Total Media Spend: ₹48,20,000

Acquisition CAC: ₹3,920 (−6.7%)

Blended ROAS: 3.42x (+14.0%)

New Pipeline Generated: ₹1.64 Crore

Clear Commercial Visibility

Stop guessing why your advertising metrics moved.

Upgrade from static BI dashboards to conversational root-cause media intelligence with direct action staging.

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