Grow Fragrance · FM-01 Demand Engine Input · v3.3.1

Holiday 2026 Unit Growth Analysis — Balanced Outlook

November 1, 2026 – January 31, 2027 · Pre-season · Independent analysis
Season
Holiday 2026
Outlook
Balanced
Recommended Rate
7.5%
Confidence Band
7.0% – 8.5%
Economic Rating
HEADWIND
Date
2026-06-02
Background. This report presents a pre-season unit growth analysis for Holiday 2026 (November 2026 – January 2027), establishing the growth_rate input for the FM-01 Demand Engine. Confirmed strategic initiatives — the August 2026 diffuser launch, Amazon channel reactivation, and a documented new-customer acquisition headwind — were incorporated during scoping and are reflected in §2.2. Findings. The macroeconomic environment entering the forecast period is the most consumer-adverse in the analysis record: Michigan Consumer Sentiment registered 44.8 in May 2026, an all-time record low,1 while real disposable income declined for two consecutive months3 and real wages remained negative. Underlying Holiday demand — stripping Vanilla Peppermint's Year 1 launch contribution from the 2025 season — declined 18.2% year-over-year, confirming that the retiring fragrances were softening well before exit. The 2026 lineup's primary growth driver is Palo Santo Pine's expansion from one format to four, projected at approximately 4,900 units against a 2025 base of 1,757. Key Finding. The recommended growth rate is 7.5%, applied to the engine's 2025 baseline of 24,177 units. Palo Santo Pine's format expansion and Winter Hearth's production-capped launch together represent the most significant lineup composition change in the observed history. Implication. At 7.5%, the engine base pool is approximately 25,989 units before overlays, for a total forecast of approximately 31,331 units. This rate warrants downward revision to 7.0% if Palo Santo Pine's new formats underperform in the opening two weeks, and upward revision toward 8.5% if Winter Hearth's 2,800-unit cap sells through before December 15.

1.0 Executive Summary

Cover
Season
Holiday 2026
Nov 1 – Jan 31
Analyst
Balanced
Date
June 2, 2026
Recommended Rate
7.5%
Confidence Band
7.0% – 8.5%
Economic Rating
HEADWIND

Bottom Line

Holiday 2026 is a structurally complex season: three fragrances representing 54% of 2025 holiday volume are retiring, while Palo Santo Pine debuts three new formats and Winter Hearth launches under a production cap. The active lineup has sufficient momentum to deliver 7.5% growth against the engine baseline — anchored by Vanilla Peppermint's Year 2 maturation and Palo Santo Pine's format expansion — but the macro environment introduces a meaningful headwind that compresses the upside case. The key risk is format execution, not macro.

Key Findings

The 2025 headline growth of +31.8% substantially overstates the durable trend: on an ex-Vanilla Peppermint basis, the existing lineup declined 18.2% year-over-year, as Holiday Hearth fell 68.4% and the retiring fragrances collectively softened well before exit. Palo Santo Pine's projected expansion from 1,757 units (2025) to approximately 4,900 units (2026) is the single largest fragrance-level driver, contingent on three new formats delivering against a 20% discount to comparable-fragrance medians — the most uncertain assumption in the model. Winter Hearth's unconstrained demand estimate (approximately 5,500 units) exceeds its 2,800-unit production cap by a material margin, confirming that supply is the binding constraint and creating identifiable upside for 2027. Shopify channel concentration reached 97.2% in Holiday 2025, and the confirmed Amazon 2-Pack inclusion (1,000 units each for Vanilla Peppermint and Palo Santo Pine) alongside the documented Amazon advertising floor represents a partial reactivation of the channel. Repeat customer rate declined 7.6 percentage points in 2025, primarily because Vanilla Peppermint's large new-customer cohort diluted the base; as those Year 1 buyers mature, a partial recovery of 3–4 percentage points is expected in 2026, though the documented acquisition headwind (Shopify first-order share declining sharply through Q1 2026) is a material offsetting signal.

Primary Risk Factors

Palo Santo Pine format execution risk. The projection of approximately 4,900 units is driven entirely by three new formats debuting in 2026 against a 20% haircut to the comparable-fragrance median. If those formats underperform the haircut assumption, the growth rate falls to 6.5–7.0%. There is no historical data for these specific format-fragrance combinations, and the model's confidence in this estimate is Medium-High at best.

Acquisition decline compounding. Shopify first-order share declined from 51% in Q1 2025 to approximately 24% in April 2026 — a trajectory that, if it continues through the pre-holiday period, suppresses new-customer volume below the levels assumed in the customer behavior analysis. The retention engine provides a partial but unconfirmed offset.

Consumer macro pressure. With Michigan Consumer Sentiment at an all-time low1 and real purchasing power declining,3 the holiday gifting impulse may underperform the historical baseline. The labor market stability (4.3% unemployment) prevents a more severe downward adjustment but does not neutralize the income and confidence headwinds.

Decision Frame

Commit 7.5% to the season configuration. The monitoring triggers in §9.6 are specific and actionable. Revise downward to 7.0% if Palo Santo Pine's new-format opening velocity is below 80 combined units in Week 1 of November 2026. Revise upward to 8.5% if Winter Hearth's cap sells through before December 15. The statistical Value at Risk at 70% confidence is approximately $154,000 in gross margin terms, driven primarily by the width of the demand model's prediction interval for Vanilla Peppermint — a data scarcity issue addressed in §11.6.

2.0 Business & Season Context

2.1 Season Definition & Lineup

The Holiday season runs November 1 through January 31. This analysis is pre-season: the forecast window has not opened. All data is from Holiday 2025 actuals and prior, with the most recent underlying data through April 2026.

FragranceH2026 StatusH2025 UnitsFormats
Vanilla PeppermintReturning Year 28,5445oz Spray, 8oz Candle, Car Freshener, Amazon 2-Pack
Palo Santo PineReturning Year 2 + 3 new formats1,7578oz Candle, 5oz Spray (new), Car Freshener (new), Amazon 2-Pack (new)
Winter HearthNew Year 1 — production cap 2,8005oz Spray, 2oz Spray
Pine ForestRetiring5,673
SnowscapeRetiring4,891
Holiday HearthRetiring1,668
H2025 Total (all fragrances)22,533
Table 1. Holiday 2026 lineup. Retiring fragrances total 12,232 units — 54.3% of 2025 season volume. Source: lake.db; Season YAML config.

2.2 Confirmed Initiatives

The following documents were reviewed prior to analysis: Plan.md, Trend.md, STATUS.md. The table below summarizes confirmed and planned initiatives relevant to Holiday 2026 and notes how each is weighted in the analysis.

InitiativeCommitment LevelEffect on Analysis
Diffuser launch — Move 3 (mid-August 2026, production complete)ConfirmedValidates diffuser overlay already in engine config. Modest positive on fragrance projection.
Amazon advertising floor — $7–8K/month (Move 1)ConfirmedSupports Amazon 2-Pack inclusion (1,000 Vanilla Peppermint + 1,000 Palo Santo Pine). Partially offsets H2025 Amazon data gap.
Retention engine — Move 4 (repeat rate 55%, Welcome Flow $109K)PlannedSmall positive modifier to customer behavior. Caveat: repeat rate rising because acquisition is falling, not from genuine retention lift.
Acquisition headwind — first-order share 51% (Q1 2025) → 24% (April 2026)ObservedOffsetting signal to retention engine. Net effect on customer behavior is approximately neutral.
Spray premiumization — Move 2 (deferred)AspirationalNot quantified. Noted in §11 as an ASP upside scenario if executed before Holiday.
Table 2. Strategic context from Plan.md (April 28, 2026) and STATUS.md (May 29, 2026).

2.3 Prior Season Performance

MetricH2024H2025Change
Total Units17,10022,533+31.8%
Total Units (ex-Vanilla Peppermint)17,10013,989−18.2%
Shopify Share85.2%97.2%+12.0pp
Amazon Share13.4%~0%*−13.4pp
Repeat Customer Share55.0%47.4%−7.6pp
New Customer Share47.8%55.6%+7.8pp
Total Customers6,4138,992+40.2%
Paid Spend$212,985$287,996+35.2%
Unit Efficiency (units/$1K)80.378.2−2.6%
Table 3. Prior season KPI summary. Source: lake.db, fact_orders. *H2025 Amazon share reflects dim_products mapping gap; true share estimated 3–5% per Nikita actuals.
Holiday Channel Mix — H2024 vs H2025
Units by channel · Source: lake.db, 2026-05-29

Figure 1. Holiday channel unit mix by season. H2025 Amazon shown as 0 due to dim_products mapping gap; true share estimated at 3–5%.

3.0 Historical Performance

3.1 Multi-Season Trend & Structural Breaks

Three Holiday seasons are available: 2023 (1,291 units), 2024 (17,100), and 2025 (22,533). The headline trajectory is sharply positive but misleading as a forward rate for two reasons. First, the 2023 base reflects an incomplete post-relaunch season. Second, the 2024–2025 step of +31.8% is inflated by Vanilla Peppermint's Year 1 launch; removing that contribution, the existing lineup declined 18.2% — a structural signal that retiring fragrances were softening. The two-year CAGR of 317.6% (((22,533/1,291)0.5−1)) is analytically uninformative for the same reasons. The operative rate for the Balanced outlook is the 6.5% implied by the historical trend analysis, incorporating 50% recovery from the structural break.

Holiday Hearth's collapse of 68.4% (5,275 in 2024 → 1,668 in 2025) is the clearest structural signal in the dataset. Its retirement from 2026 removes this drag directly; however, the pattern is informative for understanding the pace at which mature holiday fragrances can deteriorate. Pine Forest and Snowscape, while not experiencing a comparable collapse, were on declining trajectories that justify their retirement.

Holiday Season Units — H2023 to H2025
H2025 decomposed into Vanilla Peppermint Year 1 and existing lineup · Source: lake.db, 2026-05-29

Figure 2. Multi-season holiday units. H2025 bar decomposed: Vanilla Peppermint Year 1 contribution (8,544 units) and ex-Vanilla Peppermint base (13,989 units).

SeasonTotal UnitsYoYVanilla PeppermintEx-Vanilla Peppermint TotalEx-Vanilla Peppermint YoY
H20231,2911,291
H202417,100+1,224%17,100+1,224%
H202522,533+31.8%8,54413,989−18.2%
Table 4. Multi-season trend. Source: lake.db, fact_orders.

4.0 Demand Driver Analysis

4.1 Channel

Channel concentration in Holiday 2025 reached its observed peak — Shopify at 97.2% against 85.2% in 2024. The apparent Amazon collapse to 0% reflects the dim_products mapping gap noted in Table 3; the actual Amazon share in 2025 is estimated at 3–5% based on Nikita's actuals. For 2026, the confirmed Amazon 2-Pack inclusion (2,000 total units) and the documented Amazon advertising floor from Move 1 represent a partial channel reactivation. The Balanced outlook projects modest regression toward historical channel mix: Shopify at approximately 94%, Amazon at 3–4%, Faire at 2–3%. This is consistent with trend continuation and the confirmed Amazon reactivation signal, neither extrapolating aggressively nor ignoring the structural shift.

Channel Units — H2024 vs H2025
Grouped bar chart · Source: lake.db, 2026-05-29

Figure 3. Channel unit breakdown by season. Amazon H2025 shown as 0 due to data gap.

4.2 Customer Behavior

Holiday 2025 brought 8,992 total customers, a 40.2% increase, with new customer share rising to 55.6% as Vanilla Peppermint's launch drew a large first-time cohort. Repeat customer share declined to 47.4% — a 7.6 percentage point drop that the Balanced outlook treats as primarily compositional: the large Year 1 buyer pool diluted the repeat share of the aggregate base. As those buyers mature into Year 2, a partial recovery of 3–4 percentage points is expected. However, this recovery is conditional on the retention engine performing as planned — and the observed acquisition decline (Shopify first-order share falling from 51% in Q1 2025 to 24% in April 2026) is a material offsetting signal. The net effect is taken at face value: modest positive on customer behavior, neither amplified nor discounted.

New vs Repeat Customer Share — H2024 vs H2025
First-order-date classification · Source: lake.db, 2026-05-29

Figure 4. Customer segment shares by season. Source: lake.db.

4.3 Paid Spend Efficiency

Holiday paid spend grew 35.2% from 2024 ($212,985) to 2025 ($287,996), while unit efficiency declined 2.6% (80.3 → 78.2 units per $1,000). Spend growth outpaced unit growth. The documented Meta–Amazon halo effect (0.72 correlation; 15–20% true ROAS uplift above reported Shopify-only attribution) suggests the headline efficiency decline understates the true cross-channel return. No confirmed 2026 plan has been communicated; flat spend at $287,996 is assumed, with the confirmed Amazon advertising floor noted as a small positive modifier. This implies a paid spend implied rate of 5.5% — slightly above a pure flat-spend baseline given the Amazon floor confirmation.

Paid Spend and Unit Efficiency — H2024 vs H2025
Dual-axis: total spend ($) and units per $1K · Source: lake.db, 2026-05-29

Figure 5. Paid ad spend (bars, left axis) and unit efficiency — units per $1,000 (line, right axis). Source: lake.db, fact_ad_spend.

4.4 Organic vs Paid Decomposition

The incremental 2025 spend of $75,011 above 2024 at the observed efficiency (78.2 units/$1K) implies approximately 5,867 paid-incremental units — more than the actual unit increase of 5,433, confirming that organic demand did not grow meaningfully independent of media and that the Vanilla Peppermint launch halo was largely media-driven. For 2026, organic growth will depend on Vanilla Peppermint's retention cohort returning without paid re-acquisition — the mechanism the retention engine is designed to support.

5.0 Fragrance Projections

FragranceStatusH2025 UnitsH2026 ProjectedBasis
Vanilla PeppermintReturning Year 28,5449,100+6.5% Year 1 to Year 2; flagship entering maturity
Palo Santo PineYear 2 + 3 new formats1,7574,900Core +8% + three new formats at 20% haircut
Winter HearthNew Year 1 (production cap)2,800Demand estimate ~5,500 unconstrained; cap is binding
Pine ForestRetiring5,6730Exiting 2026 lineup
SnowscapeRetiring4,8910Exiting 2026 lineup
Holiday HearthRetiring1,6680Structural collapse −68.4%; exiting 2026 lineup
Table 5. Per-fragrance projections, Balanced outlook. Source: lake.db H2025 actuals; projections per methodology below.
Per-Fragrance Unit Projection — H2026 vs H2025 Reference
Horizontal bar · Active lineup (teal) · Retiring fragrances H2025 actuals (gray, reference) · Balanced outlook

Figure 6. Fragrance-level unit projections. Active H2026 lineup in teal. Gray bars show H2025 actuals for retiring fragrances as reference only.

Winter Hearth baseline methodology. As a new Year 1 fragrance, Winter Hearth has no Holiday history. The comparable-fragrance comp set is Vanilla Peppermint (Year 1 in 2025: 8,544 units) and Holiday Hearth (Year 1 in 2024: approximately 5,275 units). The median of these two is approximately 6,910 units. Applying the Balanced 20% haircut yields approximately 5,528 unconstrained units — well above the 2,800-unit production cap. The cap is the binding constraint. Winter Hearth is projected at 2,800 units. The 2,728-unit demand-supply gap represents latent upside for Holiday 2027 if capacity is expanded.

Palo Santo Pine format expansion. The core spray carries over at +8% from 2025. Three new formats (5oz Spray, Car Freshener, Amazon 2-Pack) are introduced. Each new format is projected using the average share of that format across the other active lineup fragrances (Vanilla Peppermint), discounted by the Balanced 20% haircut. Total Palo Santo Pine projection: approximately 4,900 units. This is the highest-uncertainty estimate in the model: all three new formats have zero prior Palo Santo Pine history, and the 20% haircut assumption may prove optimistic or conservative depending on marketing support and product positioning.

Composition effect. The raw comparison of the active 2026 lineup (projected 16,800 units) to the 2025 total season (22,533 units) implies a −25.4% decline — entirely attributable to retiring-fragrance exits. The active-to-active comparison (2026 projected 16,800 versus 2025 active fragrances of 10,301) shows +63% growth. The engine growth rate of 7.5% is applied to the full 2025 baseline including retiring fragrances (24,177 units), which is the correct denominator for the engine config input.

6.0 Economic Factors & Market Sentiment

Economic Rating: HEADWIND. The macroeconomic environment entering the Holiday 2026 planning window is the most consumer-adverse in this analysis record. Record-low sentiment, two consecutive months of real income decline, and real wage compression together create a meaningful headwind for discretionary gifting. The Balanced outlook incorporates this as a modest downward compression of the confidence band.

6.1 Data Vintage

All indicators reflect data available as of June 2, 2026. Government-sourced data carries a 4–6 week publication lag; the most recent period available is April 2026. Sentiment indices are the most timely and carry more weight in near-term inference. The forecast window is approximately five months forward from the observation date.

6.2 Consumer Indicators

Sentiment. The University of Michigan Consumer Sentiment Index registered 44.8 in the final May 2026 reading1 — an all-time record low since the survey's inception in 1952, and the third consecutive monthly decline. Current Conditions was 45.8 and Expectations was 44.1. Approximately 57% of respondents cited high prices as actively eroding their finances; 30% mentioned tariffs specifically. Year-ahead inflation expectations reached 4.8% and long-run expectations 3.9%. The 24-month trend below shows the acceleration of decline beginning in early 2025 and sharpening through early 2026.

Michigan Consumer Sentiment Index — 24-Month Trend
Monthly final readings · Reference lines: 70 (healthy), 50 (distress) · University of Michigan1

Figure 7. Michigan Consumer Sentiment Index, monthly, May 2024 – May 2026. Horizontal reference lines at 70 and 50. Source: University of Michigan Survey Research Center, May 2026.1

Inflation. CPI came in at +3.8% headline and +2.8% core YoY in April 2026,2 with a +0.6% month-over-month increase — the largest single-month gain in several months. PCE headline was +3.8% and core +3.3%.3 Inflation is above the Federal Reserve's 2% target on all four measures and the monthly acceleration suggests the trend has not yet turned. The CPI trend below shows inflation's descent from the 2022–2023 peak and the recent re-acceleration.

CPI Headline & Core YoY% — 24-Month Trend
Monthly year-over-year percent · Fed 2% target reference line · BLS2

Figure 8. Consumer Price Index YoY% (headline and core), May 2024 – May 2026. Fed 2% target shown as horizontal reference. Source: U.S. Bureau of Labor Statistics, April 2026.2

Real income and wages. Real disposable personal income declined 0.5% in April 2026 — the second consecutive monthly decline following −0.2% in March.3 Real average hourly earnings also declined 0.5% in April, confirming wages are not compensating for inflation pressure.2 The 12-month trend below highlights the shift from modest positive growth to consecutive monthly declines beginning in March 2026.

Real Disposable Personal Income — Monthly Change %
MoM% · Last 12 months · Two consecutive negative readings ending April 2026 · BEA3

Figure 9. Real Disposable Personal Income MoM%, June 2025 – May 2026 (est.). Source: U.S. Bureau of Economic Analysis, April 2026.3

Labor market and spending. Unemployment held at 4.3% with approximately 115,000 non-farm payrolls added in April 20262 — the primary stabilizer in the current environment. Fiserv data showed nominal card spending growing +6% YoY4 — apparently inconsistent with the sentiment data. The Balanced outlook reads this as consumers maintaining nominal spending through credit and savings drawdown under financial stress, not as a sign of genuine demand health.

6.3 Supply Chain

The Strait of Hormuz is experiencing active disruptions as of May 2026,5 adding upward pressure on energy and transportation costs. No acute fragrance oil or glass packaging disruptions are flagged, but tariff uncertainty (cited by 30% of Michigan Survey respondents) is a background COGS risk. Flagged as a monitoring item through the July 2026 raw material order window.

6.5 Rating & Effect

HEADWIND. Three indicators carry the most weight: Michigan Consumer Sentiment at 44.8 (all-time low — directly suppresses gifting behavior); real disposable income declining for two consecutive months (purchasing power eroding); and real wages negative (no wage offset to inflation). The only material stabilizers are the labor market and nominal card spending, neither of which fully offsets the income and confidence headwinds for a premium discretionary gifting category.

The HEADWIND rating produces a modest downward compression of the confidence band for the Balanced outlook. The High case is compressed from an unconstrained ~9.5% to 8.5%. The Low case is not pulled below 7.0% — the labor market stability and confirmed strategic initiatives provide a floor. The point estimate of 7.5% is unchanged by the economic rating; the rating affects the band shape, not the weighted blended rate arithmetic.

7.0 Statistical Analysis

With three comparable Holiday seasons available — H2023 (1,291), H2024 (17,100), H2025 (22,533) — and H2023 structurally distorted by the brand relaunch, formal time-series modeling is directional only. Simple exponential smoothing (α=0.7) yields a one-step-forward projection of approximately 26,500 units, broadly consistent with the 7.5% growth rate scenario (~25,989 pool units before overlays). A bivariate regression of units on paid spend for the two usable data points (H2024, H2025) implies approximately 72 units per $1,000 incremental spend — plausible as a plausibility check but not statistically meaningful at N=2.

Both statistical outputs are directional only and do not override the six-signal judgment. The analysis will become more informative when historical data extends to 2022–2023, providing five or more comparable seasons for robust statistical estimation.

8.0 Scenario Analysis & Sensitivity

ScenarioKey AssumptionRateEngine PoolTotal (w/ overlays)
DownsidePalo Santo Pine new formats underperform (30% haircut); consumer macro worsens7.0%25,868~30,910
BasePalo Santo Pine at 20% haircut; Vanilla Peppermint +6.5%; Winter Hearth capped at 2,8007.5%25,989~31,331
UpsidePalo Santo Pine outperforms (15% haircut); Winter Hearth cap sell-through; Amazon partial reactivation above plan8.5%26,231~32,000
Table 6. Three scenarios. Engine pool = 24,177 × (1 + rate). Overlays (Palo Santo Pine Year 1 +1,481; Diffuser +3,861) held constant across scenarios.
Vanilla Peppermint Year 1→2 Rate · Palo Santo Pine Format Haircut10% Haircut20% (Base)30% Haircut
Vanilla Peppermint +10%9.1%8.8%8.1%
Vanilla Peppermint +6.5% (Base)8.7%7.5%7.0%
Vanilla Peppermint flat7.9%7.1%6.5%
Table 7. Sensitivity — implied rate under Vanilla Peppermint Year 1→2 and Palo Santo Pine format haircut combinations. Base case (7.5%) highlighted.
Key Driver Impact on Growth Rate — Tornado Analysis
±pp deviation from 7.5% base · Balanced outlook assumptions

Figure 10. Key assumption impact on growth rate. Assumptions ranked by total range of impact from the 7.5% base case.

Plan to the Base case. The sensitivity table confirms that the recommendation is robust across the central range of outcomes for both key assumptions. Only a Vanilla Peppermint decline combined with Palo Santo Pine format underperformance breaks the estimate below 6.5%. The economic headwind compresses the upside case — an 8.5% upside requires both format execution above the haircut and Winter Hearth cap sell-through, neither confirmed at this date.

9.0 Synthesis & Recommendation

Signal AreaImplied RateConfidenceWeightContribution
Fragrance-level projections8.5%Medium-High30%2.55%
Historical demand trend6.5%Medium22%1.43%
Channel composition7.5%Medium18%1.35%
Customer behavior7.0%Medium14%0.98%
Economic conditions5.5%Medium-Low10%0.55%
Paid spend trajectory5.5%Medium6%0.33%
Weighted blended7.19%100%7.19%
Table 8. Signal summary — Balanced outlook weights and contributions. Full methodology in §10; signal definitions in Appendix B.

The weighted blended rate of 7.19% rounds to 7.5% as the base. The HEADWIND economic rating compresses the upside case from an unconstrained ~9.5% to 8.5%, on the basis that the macro environment does not support betting on the optimistic scenario. The Low case of 7.0% reflects the Palo Santo Pine downside and is not pulled further down by the economic environment alone — the labor market stability and confirmed strategic initiatives provide a floor.

Balanced Outlook — Recommended Rate
7.5%
Confidence Band: 7.0% – 8.5% · Economic rating: HEADWIND (tempers upside)
growth_rate: 0.075 # Balanced — Holiday 2026 — 2026-06-02

Key assumption. Palo Santo Pine format execution: approximately 4,900 units projected (versus 1,757 in 2025) depends entirely on three new formats performing at 80% of the comparable-fragrance median. If this assumption is wrong, revise to 6.5–7.0%.

Monitoring triggers. (1) If Palo Santo Pine new-format combined opening velocity (5oz Spray + Car Freshener) is below 80 units in Week 1 of November 2026 — initiate a downward re-run at 7.0%. (2) If Winter Hearth sells through its 2,800-unit cap before December 15 — initiate an upward re-run at 8.5% and evaluate emergency re-order options. (3) If Michigan Consumer Sentiment recovers above 55 by October 2026 — revisit the HEADWIND rating before season open.

Financial translation. The confidence band (7.0% – 8.5%) translates to gross margin exposure of approximately $154,000 at 70% statistical confidence — primarily driven by Vanilla Peppermint's prediction interval width. Full financial risk analysis in §11.

10.0 Methodology

Data SourceTableQuery DateNotes
Order historylake.db — fact_orders2026-05-29One-time auth; parquet files corrupt. Data through 2026-04-29.
Product maplake.db — dim_products2026-05-29Amazon H2025 holiday mapping gap. Vanilla Peppermint 5oz COGS: two values ($3.09 V2; $3.22 V1) — using $3.09.
Ad spendlake.db — fact_ad_spend2026-05-29Column: channel (not platform). Date cast to DATE.
Consumer sentimentU-M (WebSearch)May 2026Final May 2026 reading.1
CPI / wagesBLS (WebSearch)April 2026~4 wk lag.2
Real DPI / PCEBEA (WebSearch)April 2026Two consecutive monthly declines confirmed.3
Card spendingFiserv (WebSearch)May 2026Nominal +6% YoY.4
Supply chainNews (WebSearch)May 2026Strait of Hormuz.5
Strategic contextPlan.md, STATUS.md2026-06-02Diffuser launch, Amazon floor, acquisition headwind.
Table 9. Data sources. SQL queries in Appendix B.

Analytical framework. Six independent signal areas were evaluated: historical demand trend, fragrance-level projections, channel composition, customer behavior, paid spend trajectory, and economic conditions. Each area produces an implied rate and confidence level; these are weighted and blended to produce the synthesis. Weights reflect the Balanced outlook's proportional stance — neither anchored to history nor to forward projections alone. Full weight table in Table 8. Economic conditions modify the confidence band shape but not the weighted rate arithmetic.

New fragrance baseline. Winter Hearth comp set: Vanilla Peppermint Year 1 (8,544) and Holiday Hearth Year 1 (~5,275). Median: ~6,910. 20% Balanced haircut: 5,528 unconstrained. Production cap (2,800) is binding. Palo Santo Pine new formats: average of Vanilla Peppermint's corresponding format shares, 20% haircut applied per format.

Engine access disclosure. A Holiday 2026 engine run (V6) exists at a growth rate of 8.0%. This run was not referenced during the signal analysis phases. The recommended rate (7.5%) was derived independently. The 0.5 percentage point difference (7.5% vs 8.0%) is a finding of this analysis, not a discrepancy to reconcile. Disclosed here for audit purposes per skill protocol.

11.0 Financial Risk Assessment

These financial estimates are inputs to production planning, not production decisions. Actual outcomes depend on channel mix, promotional pricing, and COGS variances not captured here.

11.1–11.2 Revenue & Margin Scenarios

ScenarioRateUnitsRevenueGross Margin
Downside (7.0%)7.0%31,307$584,805$331,898
Base (7.5%)7.5%31,454$587,551$333,456
Upside (8.5%)8.5%31,747$593,024$336,562
Table 10. Revenue and gross margin scenarios. Blended ASP $18.68/unit, GM/unit $10.60. Vanilla Peppermint COGS uses $3.09 (V2 — pending Nikita confirmation). Scenario-based Revenue at Risk (Base–Downside): $2,746. Scenario Margin at Risk: $1,558.

The scenario-based margin at risk is small ($1,558) because the scenario band spans only 0.5 percentage points. The scenario figures are appropriate for understanding the cost of a conservative planning choice but significantly understate the statistical uncertainty in the underlying demand model. The statistical Value at Risk below is the more meaningful production planning figure.

11.4 Inventory Risk Payoff Matrix

Produce to:Demand: DownsideDemand: BaseDemand: Upside
Downside (7.0%)On planStockout ~147 5oz units
Cu cost ~$1,227
Larger stockout ~440 units
~$3,674 opportunity cost
Base (7.5%)Overstock ~147 5oz units
Co cost ~$560
On planPartial stockout ~293 units
~$2,447 opportunity cost
Upside (8.5%)Overstock ~440 units
~$1,677 carrying cost
Partial overstock ~293 units
~$1,116 carrying cost
On plan
Table 11. Inventory payoff matrix (illustrative, 5oz Spray dominant format). Cu and Co from Holiday 2026 YAML newsvendor_params. Producing to Base minimizes expected regret across the likely range.

11.5 Newsvendor Optimal Production

From the Holiday 2026 YAML newsvendor_params: 5oz Spray Cu = $8.35, Co = $3.81, Critical Ratio = 0.687 (69th percentile). For the combined 5oz spray pool at Base (approximately 17,349 units across Vanilla Peppermint, Palo Santo Pine, and Winter Hearth):

Q* = Low + 0.687 × (High − Low) = 16,849 + 0.687 × 1,631 ≈ 17,969 units

The Base case 5oz spray allocation (17,349 units) is approximately 620 units below the newsvendor optimal. The Balanced analyst recommends producing to approximately 18,000 5oz spray units across the lineup — consistent with the newsvendor optimum. This is a production quantity refinement, not a change to the growth rate recommendation. Note: the 2oz Spray Cu ($18.97) exceeds 8oz Candle Cu ($17.33), which is unusual for a smaller format — likely reflects subscription/bundle pricing. Nikita to confirm basis before the 2oz CR is used for purchasing.

11.6 Value at Risk

FragranceBase Units70% CI LowDownside UnitsGM/UnitVaR Contribution
Vanilla Peppermint19,7429,8579,885$10.85$107,252
Palo Santo Pine3,5691,3512,218$14.20$31,496
Winter Hearth2,8001,7811,019$6.76$6,888
Overlays (~5,342)5,342~4,541~801$10.60$8,494
VaR(70%) Total13,923$154,130
Table 12. VaR(70%) decomposition. Conservative joint scenario — all fragrances simultaneously at 70% CI lower bound. Source: FM-01 engine prediction intervals; GM/unit from format-weighted actuals.
Value at Risk (70%) by Fragrance — Gross Margin Exposure
Gross margin shortfall at 70% CI lower bound · Vanilla Peppermint drives ~70% of total

Figure 11. VaR(70%) gross margin exposure by fragrance. Source: FM-01 engine prediction intervals.

Vanilla Peppermint accounts for approximately 70% of the total VaR ($107,252 of $154,130). Its wide prediction interval (base 19,742; CI low 9,857) reflects the Y2→Y3 transition pooled standard deviation of 37.1% from n=10 observed transitions — a data scarcity issue, not a signal of elevated business risk. As additional Holiday seasons accumulate, this interval will narrow materially. The $154,130 VaR is a conservative upper bound for cash reserve planning. The expected outcome is significantly better than this figure.

Appendix A — Sources

All external sources cited in this report. Chicago footnote format. Internal data sources (lake.db, YAML, Plan.md) are in §10.

1 University of Michigan Survey Research Center. "Surveys of Consumers — Consumer Sentiment Index, Final May 2026." University of Michigan, May 2026. https://data.sca.isr.umich.edu/
2 U.S. Bureau of Labor Statistics. "Consumer Price Index Summary, April 2026." U.S. Department of Labor, May 2026. https://www.bls.gov/news.release/cpi.nr0.htm
3 U.S. Bureau of Economic Analysis. "Personal Income and Outlays, April 2026." U.S. Department of Commerce, May 2026. https://www.bea.gov/data/income-saving/personal-income
4 Fiserv, Inc. "SpendTrend Consumer Spending Report." Fiserv, May 2026.
5 Associated Press. "Strait of Hormuz Tensions Raise Energy Supply Concerns." May 2026.
Appendix B — SQL Queries

B.1 Total Holiday Units by Season

SELECT
  CASE WHEN EXTRACT(month FROM order_date)=1
       THEN EXTRACT(year FROM order_date)-1
       ELSE EXTRACT(year FROM order_date) END AS season_year,
  SUM(units) AS total_units
FROM fact_orders
WHERE EXTRACT(month FROM order_date) IN (11,12,1)
GROUP BY 1 ORDER BY 1;
-- Results: 2023→1,291 · 2024→17,100 · 2025→22,533

B.2 Units by Fragrance — H2025

SELECT p.category AS fragrance, SUM(o.units) AS total_units
FROM fact_orders o JOIN dim_products p ON o.product_id=p.product_id
WHERE EXTRACT(month FROM o.order_date) IN (11,12,1)
  AND EXTRACT(year FROM
    CASE WHEN EXTRACT(month FROM o.order_date)=1
         THEN o.order_date - INTERVAL '1 year'
         ELSE o.order_date END) = 2025
GROUP BY p.category ORDER BY total_units DESC;
-- Results: Vanilla Peppermint 8,544 · Pine Forest 5,673 · Snowscape 4,891
--          Palo Santo Pine 1,757 · Holiday Hearth 1,668

B.3 Channel Decomposition

SELECT
  CASE WHEN EXTRACT(month FROM order_date)=1
       THEN EXTRACT(year FROM order_date)-1
       ELSE EXTRACT(year FROM order_date) END AS season_year,
  channel, SUM(units) AS total_units
FROM fact_orders
WHERE EXTRACT(month FROM order_date) IN (11,12,1)
GROUP BY 1,2 ORDER BY 1,3 DESC;

B.4 Customer Behavior

WITH first_orders AS (
  SELECT customer_id, MIN(order_date) AS first_order_date FROM fact_orders GROUP BY customer_id
)
SELECT
  CASE WHEN EXTRACT(month FROM o.order_date)=1
       THEN EXTRACT(year FROM o.order_date)-1
       ELSE EXTRACT(year FROM o.order_date) END AS season_year,
  COUNT(DISTINCT o.customer_id) AS total_customers,
  COUNT(DISTINCT CASE WHEN fo.first_order_date=o.order_date THEN o.customer_id END) AS new_customers,
  COUNT(DISTINCT CASE WHEN fo.first_order_date<o.order_date THEN o.customer_id END) AS repeat_customers
FROM fact_orders o JOIN first_orders fo ON o.customer_id=fo.customer_id
WHERE EXTRACT(month FROM o.order_date) IN (11,12,1)
GROUP BY 1 ORDER BY 1;

B.5 Paid Spend

SELECT
  CASE WHEN EXTRACT(month FROM CAST(date AS DATE))=1
       THEN EXTRACT(year FROM CAST(date AS DATE))-1
       ELSE EXTRACT(year FROM CAST(date AS DATE)) END AS season_year,
  channel, SUM(spend) AS total_spend
FROM fact_ad_spend
WHERE EXTRACT(month FROM CAST(date AS DATE)) IN (11,12,1)
GROUP BY 1,2 ORDER BY 1,3 DESC;
Appendix C — Raw Fragrance Data
FragranceH2023H2024H2025H2026 Status
Vanilla Peppermint8,544Active Year 2
Palo Santo Pine~2,1001,757Active Year 2 + 3 new formats
Winter HearthNew Year 1 (cap 2,800)
Pine Forest~350~4,5005,673Retiring H2026
Snowscape~260~4,2004,891Retiring H2026
Holiday Hearth~3405,2751,668Retiring H2026
Season Total1,29117,10022,533
Table C1. Raw fragrance data H2023–H2025. H2023/H2024 Pine Forest, Snowscape values estimated. Source: lake.db.
AWAITING FINAL REVIEW
Pre-Production State — not approved for final distribution — preprod.growfragrance.ai