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Demand Signal Intelligence

GUYAV
Observatory/Champagne Krug
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ExecutiveAnalyst

Champagne Krug

Data through September 27, 202613d lag

dormant100%Model Confidence 100/100

Strategic Brief

UnderperformanceMedium Impact

Champagne Krug struggles as French interest remains dormant

Champagne Krug is currently in a dormant regime with a stability score of 0.95, indicating a well-established but stagnant position in the French market. The brand's alpha score of 0.97 suggests it is underperforming against category peers, such as Moët & Chandon and Ruinart, which are experiencing breakout attention. Despite recent product releases and events, Krug's momentum score of 37.5 reflects cooling interest, and the brand has not seen significant shifts in search interest since 2021. The current demand environment is neutral, with no immediate signals for change.

Key Tactics

-Activate a targeted PR campaign in France to reignite interest in Krug's new vintages and events.
-Collaborate with high-profile French cultural events to increase brand visibility and engagement.
-Review channel alignment to ensure distribution matches potential demand shifts in the French market.
-Commission a detailed analysis of competitor strategies, particularly focusing on Moët & Chandon and Ruinart, to identify potential areas for Krug to differentiate.

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

Lack of significant brand-specific triggers(low confidence)

Weekly Decision

Statedormant
Confidence95%
MomentumCooling
Alpha0.97
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 Champagne calendar. Analyst note: persistence=95%, confidence=100%, topology=k=2 (adaptive bayesian fallback).

Commercial Timing

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

Brand Journey

Desirability trend with regime transitions· Attention: France

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)

Falling (-11.2% / 12w)

Desirability Index

41
+24.0 vs last week
Neutral

Average desirability. Neither leading nor lagging.

Middle of the pack. Differentiation opportunity.

as of Oct 2, 2026

Momentum Score

Last month
50
Cooling

Momentum slowing. Consider intervention.

Desirability is softening. Monitor for renewed traction.

Rank 10 of 12 brands

Based on last 4 weeks · as of Sep 27, 2026

Alpha Score

Last month
0.97α
Market Follower

Keeping pace with the category.

Tracking with the market. No unique alpha.

Confidence low95% CI -0.99–2.93

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

Calm
9.5

Signal clear -- act decisively on current regime reading.

Trend Direction

→ Neutral
Up20%
Flat52%
Down28%
28%

Conviction

No clear directional signal -- maintain current course.

Trend Sustainability

Sustainable
13.4

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

What's Next

Signal may re-form at lower volume - watch for early validation before scaling.

Most likely transition: emerging (1% probability)

Transition Probabilities

dormant*97%

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
38low
alpha
0.97inline

Key Inflection Points

Critical moments that shifted the brand's trajectory, based on the latent (denoised) signal

+58%
July 27, 2025Positive ShiftStructural

Trend rate changed by +58.32% (structural, 6w check)

Rationale Signals

unknown(low)

Unclassified(low)No strong nearby seasonal or news evidence found for this changepoint window.
-22%
December 10, 2023Negative DecayStructural

Trend rate changed by -21.93% (structural, 6w check)

Rationale Signals

unknown(low)

Unclassified(low)No strong nearby seasonal or news evidence found for this changepoint window.
-16%
May 3, 2026Negative DecayStructural

Trend rate changed by -15.84% (structural, 6w check)

Rationale Signals

unknown(low)

Unclassified(low)No strong nearby seasonal or news evidence found for this changepoint window.
+14%
March 9, 2025Positive ShiftStructural

Trend rate changed by +13.84% (structural, 6w check)

Rationale Signals

unknown(low)

Unclassified(low)No strong nearby seasonal or news evidence found for this changepoint window.

Seasonal Timing Shift

Seasonal timing is tracking baseline.

As of October 2, 2026

Status

On Time

Phase Shift

0 weeks

Baseline Start

Week 2

Jan 5 - Jan 11

Current Year Start

Week 2

Jan 5 - Jan 11

Phase Shift Map

52-week baseline vs current year

Baseline
W2
Current
W2
W1W13W26W39W52

No clear timing arbitrage window versus baseline.

Anticipation: no material timing shift expected versus normal seasonality.

Confidencelowz=0.42

Seasonal timing is within expected range (shift=0 weeks, z=0.41759607614396355).

LLM Interpretation

Data is insufficient to infer any dynamic seasonal timing shifts for Krug.

Key Seasonal Points

Recurring seasonal lifts and troughs with rationales

Lift
Seasonal PeakDecember 13, 2026Weeks 49–51Seasonal effect +0.655

Window: Dec 6 – Dec 20

Christmas gifting and celebrations

Drag
Seasonal TroughFebruary 1, 2026Weeks 4–6Seasonal effect -0.430

Window: Jan 25 – Feb 8

Recurring seasonal trough / post-peak normalization

Lift
Current Seasonal PositionOctober 2, 2026Seasonal effect +0.193

Current week seasonal lift/drag relative to baseline