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Demand Signal Intelligence

GUYAV
Observatory/La Petite Robe Noire
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ExecutiveAnalyst

La Petite Robe Noire

Data through April 5, 202652d lag

dormant94%Model Confidence 100/100

Strategic Brief

Modest OutperformanceMedium Impact

La Petite Robe Noire maintains modest alpha in dormant regime

La Petite Robe Noire is currently in a dormant regime with a stability score of 0.88 [0.81, 0.94], indicating a firmly established state. Despite being dormant, the product shows a modest alpha of 1.04, suggesting slight outperformance against the category. This stability, combined with moderate momentum, suggests that while the product is not experiencing significant growth, it maintains a steady presence in the market.

Key Tactics

-Activate a targeted PR campaign to sustain brand visibility during the dormant phase
-Brief the marketing team to explore collaborations with influencers to maintain engagement
-Commission an analysis of distribution channels to ensure alignment with current demand signals
-Review pricing power with commercial data to assess potential for strategic adjustments

Media Response

Hold current media mix: stability is high and the regime is not shifting. Rebalancing now risks disrupting what is working.

Demand Reading

Demand is stable and regime-consistent. No attention-side signal to prompt a pricing review.

Attribution

Stable product interest(medium confidence)

Weekly Decision

Statedormant
Confidence88%
MomentumModerate
Alpha1.04
Market EnvironmentNeutral

Recommendation

Hold or Exit

Risk

Stable: dormant. 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=88%, confidence=94%, topology=k=4 (fixed, bayesian).

Commercial Timing

Demand conditions are mixed - pricing action carries elevated risk and requires careful judgment.

Brand Journey

Desirability trend with regime transitions· Attention: Worldwide

Emerging
Heating
Cooling
Dormant
Legend:Emerging = low volume, positive velocityHeating = volume building with positive velocityCooling = negative velocityDormant = flat velocity

Smoothed equity signal (EMA 8 weeks)

Rising (+2.1% / 12w)

Desirability Index

66
+0.4 vs last week
Strong

Above-average desirability within the category.

Healthy desirability. Maintain current strategy.

as of May 21, 2026

Momentum Score

Last month
100
Moderate

Steady state. Maintain current strategy.

Desirability is surging. Capture the window.

Rank 1 of 7 brands

Based on last 4 weeks · as of Apr 5, 2026

Alpha Score

Last month
1.04α
Market Follower

Keeping pace with the category.

Tracking with the market. No unique alpha.

Confidence medium95% CI 0.88–1.19

Based on last 4 weeks of velocity data

Comparative Metrics

Attention share and momentum softmax share are comparative metrics and should be read against peer brands, not standalone.

Open Compare View

Signal Readout

Three lenses: clarity, direction, staying power

Signal Clarity

Normal
37

Signal adequate -- hedge position sizing on tactical shifts.

Trend Direction

→ Neutral
Up22%
Flat50%
Down27%
26%

Conviction

No clear directional signal -- maintain current course.

Trend Sustainability

Sustainable
6.8

No exhaustion signals -- current trend has room to run.

What's Next

Trajectory points toward heating - prepare capture tactics for a compounding window.

Most likely transition: heating (4% probability)

Transition Probabilities

dormant*91%
heating4%
cooling4%

Signal Check

Signals Aligned

Signals aligned

Momentum and category performance are broadly consistent. No significant divergence detected between signals.

Brand vs Category (Last month)

Brand-0.001
Category-0.002

Signal Readings

momentum
51moderate
alpha
1.04inline

Key Seasonal Points

Recurring seasonal lifts and troughs with rationales

Lift
Seasonal PeakNovember 22, 2026Weeks 46–48Seasonal effect +0.624

Window: Nov 15 – Nov 29

Black Friday / Cyber Week promotions

Drag
Seasonal TroughJuly 19, 2026Weeks 28–30Seasonal effect -0.261

Window: Jul 12 – Jul 26

Recurring seasonal trough / post-peak normalization

Drag
Current Seasonal PositionMay 21, 2026Seasonal effect -0.173

Current week seasonal lift/drag relative to baseline