Brand Trajectory & Forecasting
See where the brand is heading, and plan for it.
We help you plan ahead with demand, revenue and margin forecasts by channel and product, scenarios you can plan against, and a Brand Trajectory Index that tracks the health of the brand beyond this month's sales.
What's included
Demand forecasting
Weekly unit forecasts by style, color and size for 13 to 52 weeks, built from sales history, seasonality, promotions, marketing plans and inventory constraints.
Revenue & margin outlook
Rolling forecasts of revenue, contribution margin and marketing spend by channel, compared to plan, with the gap explained.
Scenario planning
What-if models for budget changes, price increases, new channels, promotion depth and supply delays, so leadership can see the trade-offs before deciding.
A health check on the brand itself.
Sales can rise while the brand weakens, through heavier discounting, fewer new customers or falling search interest. The Brand Trajectory Index combines leading indicators into one score tracked monthly, with each component shown so you can see what is moving.
| Component | What it signals |
|---|---|
| Branded search demand | Awareness and intent growth vs category |
| New-customer share | Whether the brand is still recruiting |
| Full-price sell-through | Pricing power and promo dependence |
| Repeat rate by cohort | Product satisfaction and loyalty |
| Review rating and sentiment | Quality and experience perception |
| Social share of voice | Cultural relevance vs competitors |
| Return rate trend | Fit, quality and expectation gaps |
From forecast to decision.
- Open-to-buy and reorder quantities for core styles
- Marketing budget pacing by month and channel
- Cash planning for inventory purchases
- Staffing for CX peaks and live shows
- Promotion timing to clear inventory before it ages
Accuracy you can see
Every forecast is scored against actuals. We publish forecast error by horizon and product group in the monthly review, so you can judge how much confidence to place in each number.
Models range from seasonal baselines for small catalogs to machine-learning models for brands with deep history. Our aim is to pick the simplest model that is accurate enough for your decisions.
Plan next season with better numbers.
The diagnostic includes a baseline forecast and a first read of your Brand Trajectory Index.