AuralixAuralix
SCENARIO STUDIO

Scenario Studio
Constraint Optimization

AI-powered constraint optimizer that simulates what-if scenarios, calculates ROI deltas, and finds the optimal promotion parameters within policy guardrails.

Intelligent Scenario Analysis

Auralix's Scenario Studio uses constraint optimization to find the best promotion parameters while respecting all business rules and policy guardrails.

What-If Analysis

Simulate scenarios like "−1% price + 1wk display" and see the impact on ROI, margin, and other key metrics.

  • Real-time ROI calculations
  • Multi-variable optimization
  • Confidence scoring

Constraint Optimization

Find the optimal promotion parameters that maximize ROI while respecting margin floors, budget caps, and approval thresholds.

  • Policy-aware optimization
  • Cross-banner mix constraints
  • Approval routing logic

ROI Simulation

Calculate expected ROI deltas with confidence intervals and explain the drivers behind each recommendation.

  • ΔROI calculations
  • Driver attribution
  • Risk assessment

Example: Fix Drift on Live Promotion

See how Scenario Studio helps the Promo Agent optimize a live promotion that's experiencing drift.

PR-4JUL Promotion Drift

Amber Status

Distribution -3%, Competitor -5%

Scenario Analysis
  • • +1wk display: ΔROI +2.3%
  • • -1% price: ΔROI +1.8% (blocked by margin floor)
  • • Both: ΔROI +4.1% (recommended)
Policy Check

All scenarios pass margin floor and budget cap constraints

Scenario Comparison

Current PlanBaseline
-10% price, 2wk display
Option A: +1wk display+2.3% ROI
-10% price, 3wk display
Option B: -1% priceBlocked
-11% price, 2wk display (margin floor violation)
Option C: Both (Recommended)+4.1% ROI
-10% price, 3wk display

Ready to Optimize Your Promotions?

See how Scenario Studio can help you find the optimal promotion parameters and maximize ROI while staying within policy constraints.

Schedule a Demo