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Demand Signal Intelligence

GUYAV
Observatory/Champagne Krug
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ExecutiveAnalyst

Champagne Krug

Data through May 17, 202610d lag

dormant100%Model Confidence 100/100

Strategic Brief

Category LaggardHigh Impact

Champagne Krug struggles as peers outpace in French market

Champagne Krug is firmly in a dormant regime with a stability score of 93.6%, indicating entrenched stagnation. The brand's alpha score of -0.63 suggests it is losing attention to competitors in the French market. Despite recent initiatives like collaborations with Max Richter, these have not translated into sustained search interest, as evidenced by a momentum score of 32.8, which is low compared to peers.

Key Tactics

-Activate a focused PR campaign to highlight Krug's unique heritage and craftsmanship in key French publications.
-Pivot digital content strategy to leverage Krug's collaborations, such as with Max Richter, to reinvigorate brand interest.
-Commission an analysis of distribution channels in France to ensure alignment with demand signals.
-Review pricing strategy with commercial data to assess potential elasticity, given the current demand pressure.

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 pressure is stable: momentum is below 40 and the brand is tracking the category, not leading it. This is not the environment to test price increases: attention data suggests the brand has no excess demand to absorb a hike.

Attribution

Lack of brand differentiation in a competitive market(medium confidence)

Weekly Decision

Statedormant
Confidence94%
MomentumCooling
Alpha-0.63
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=94%, 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 (-29.5% / 12w)

Desirability Index

9
Lagging

Lowest desirability tier. Structural intervention required.

Desirability critically low. Existential review needed.

as of May 20, 2026

Momentum Score

Last month
19
Cooling

Momentum slowing. Consider intervention.

Momentum critically low. Intervention likely needed.

Rank 11 of 13 brands

Based on last 4 weeks · as of May 17, 2026

Alpha Score

Last month
-0.63α
Laggard

Significantly underperforming the category, brand is at risk.

Underperforming category. Losing 163% relative ground.

Confidence low95% CI -4.14–2.88

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
15.4

Signal clear -- act decisively on current regime reading.

Trend Direction

→ Neutral
Up13%
Flat50%
Down37%
25%

Conviction

No clear directional signal -- maintain current course.

Trend Sustainability

Sustainable
21.4

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

Confirmed decline

Both momentum and category performance are weak. The brand is cooling and losing ground to peers. This is a structural issue, not seasonal. Intervention required.

Brand vs Category (Last month)

Brand-0.046
Category-0.003

Signal Readings

momentum
33low
alpha
-0.63lagging

Key Inflection Points

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

+68%
August 3, 2025Positive ShiftStructural

Trend rate changed by +67.51% (structural, 6w check)

Rationale Signals

unknown(low)

Unclassified(low)No strong nearby seasonal or news evidence found for this changepoint window.
-20%
September 3, 2023Negative DecayStructural

Trend rate changed by -20.09% (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 May 20, 2026

Status

On Time

Phase Shift

-1 weeks

Baseline Start

Week 3

Jan 12 - Jan 18

Current Year Start

Week 2

Jan 5 - Jan 11

Phase Shift Map

52-week baseline vs current year

Baseline
W3
Current
W2
W1W13W26W39W52

No clear timing arbitrage window versus baseline.

Anticipation: no material timing shift expected versus normal seasonality.

Confidencelowz=0.86

Seasonal timing is within expected range (shift=-1 weeks, z=0.8651909764584779).

LLM Interpretation

Data is insufficient to determine a significant seasonal timing shift for Krug.

Key Seasonal Points

Recurring seasonal lifts and troughs with rationales

Lift
Seasonal PeakDecember 13, 2026Weeks 49–51Seasonal effect +0.606

Window: Dec 6 – Dec 20

Christmas gifting and celebrations

Drag
Seasonal TroughFebruary 1, 2026Weeks 4–6Seasonal effect -0.352

Window: Jan 25 – Feb 8

Recurring seasonal trough / post-peak normalization

Drag
Current Seasonal PositionMay 20, 2026Seasonal effect -0.227

Current week seasonal lift/drag relative to baseline