Data through September 27, 202613d lag
La Petite Robe Noire leads in desirability amidst cooling category
La Petite Robe Noire is outperforming its peers with an alpha score of 1.66, indicating a strong market-steal position despite the overall category cooling. The product's ADI score of 77.4, ranking it first among peers, confirms its high desirability. However, the bearish trend and cooling regime suggest a need for strategic caution to maintain this lead.
Key Tactics
Media Response
Lean into editorial and social placement: the product is generating organic search momentum, and paid amplification now compounds a real signal rather than manufacturing one.
Demand Reading
Demand pressure is rising: the product is outperforming the category and search interest is accelerating. This is a signal to review pricing power with commercial data: attention alone does not confirm elasticity, but it removes one objection.
Attribution
Product-specific desirability(high confidence)
Recommendation
Reduce & Audit
Risk
Stable: cooling. Current evidence suggests brand energy is established and unlikely to shift without a material trigger. Seasonal context has been adjusted for the Women's Fragrance calendar. Analyst note: persistence=93%, confidence=100%, topology=k=2 (adaptive bayesian fallback).
Commercial Timing
Pricing action is inadvisable - the brand is in confirmed structural decline.
Desirability trend with regime transitions· Attention: Worldwide
Smoothed equity signal (EMA 8 weeks)
Falling (-9.4% / 12w)
Desirability Index
Above-average desirability within the category.
Healthy desirability. Maintain current strategy.
as of Oct 2, 2026
Momentum Score
Last monthMomentum slowing. Consider intervention.
Desirability is surging. Capture the window.
Rank 1 of 7 brands
Based on last 4 weeks · as of Sep 27, 2026
Alpha Score
Last monthSignificantly outperforming the category trend.
Outperforming category by 1.7x. Structural breakout.
Based on last 4 weeks of velocity data
Attention share and momentum softmax share are comparative metrics and should be read against peer brands, not standalone.
Open Compare ViewThree lenses: clarity, direction, staying power
Signal Clarity
NormalSignal adequate -- hedge position sizing on tactical shifts.
Trend Direction
↘ BearishConviction
Trend favors defensive posture -- protect margin and brand equity.
Trend Sustainability
SustainableNo exhaustion signals -- current trend has room to run.
Trajectory points toward heating - prepare capture tactics for a compounding window.
Most likely transition: heating (8% probability)
Transition Probabilities
Quiet outperformance
Momentum appears weak but the brand is significantly outperforming its category peers. The market is declining - your relative position is strong. This is a defensible moat, not a crisis.
Brand vs Category (Last month)
Signal Readings
Critical moments that shifted the brand's trajectory, based on the latent (denoised) signal
Trend rate changed by -5.06% (structural, 6w check)
Rationale Signals
seasonal_cyclical(medium)
Recurring seasonal lifts and troughs with rationales
Window: Nov 15 – Nov 29
Black Friday / Cyber Week promotions
Window: Jun 28 – Jul 12
Recurring seasonal trough / post-peak normalization
Current week seasonal lift/drag relative to baseline