Specialty assortment, delivered as insight cards instead of dashboards.
Ward turns your Specialty data into assortment insight cards that explain what changed and why it matters.
Why assortment matters
in specialty retail.
In specialty, curation is the product, adding the wrong item dilutes the brand. Ward quantifies the curatorial instinct by scoring which items reinforce the store's point of view through customer fit and companion purchase patterns, and which are dilutive.
Benchmarks. Specialty assortment-coherence-aware planning typically delivers 15-30% higher full-price sell-through on new-item additions and reduces end-of-season markdown by 200-400 bps.
Brand coherence analysis, lifestyle retailer
A buyer evaluates 60 new SKUs for the fall assortment. Ward scores each on customer fit, basket affinity, and margin contribution after displacement. It separates high-coherence items from those that score well on margin but would attract the wrong customer segment. The buyer selects the high-coherence group and sees meaningfully higher sell-through than prior season additions.
Three pitfalls Ward catches
in specialty assortment.
- 01 Assortment additions get evaluated on standalone projected margin without modeling brand-coherence dilution, wrong-customer-segment items can damage long-term equity even when they sell well short-term.
- 02 Cannibalization between near-identical items in the existing assortment isn't modeled, so the "new addition" sometimes just shifts revenue from another SKU.
- 03 Customer-fit scoring requires loyalty data many specialty chains under-utilize; without segment-level signal, brand coherence becomes a guess.
How Ward runs assortment
for specialty retailers.
-
01
Build customer-fit and basket-affinity scoring
Ward scores potential additions against existing customer segments using basket affinity, browsing patterns, and brand-tier alignment.
-
02
Model the displacement each SKU causes
Cards expose the cannibalization and shelf-space displacement effects, producing a true incremental contribution rather than gross addition margin.
-
03
Flag dilution risk explicitly
High-margin but low-coherence items get a dilution-risk flag; buyers can override but must do so with the data visible.
What a Ward card looks like.
Chat
Ask anything. Ward routes to the right agent and returns cited answers.
I pulled traffic against conversion by hour for the four flagships. Traffic is fine. The gap is coverage and depth.
| Signal | Finding |
|---|---|
traffic_conversion | Conversion 18.4% vs. 23.1% chain, all of the gap in 12–2p and 5–7p |
labor.coverage | One associate on the floor through both peaks at 3 of 4 doors |
inventory.depth | Top 20 styles at 1.4 units per size, walk-away rate +9% |
Recommend: add floor coverage to both peak windows, deepen the top 20 styles to three per size at the flagships, and route the walk-away list to clienteling.
traffic_conversion…
Dashboards
Pinned views built from saved data-lake queries.
Sources
Connect external systems to the data lake.
| Name | Type | Last sync |
|---|---|---|
shopify_orders_daily | import | 2m ago |
lightspeed_store_sales | import | 2m ago |
netsuite_inventory_snapshot | import | 14m ago |
retail_customer_ltv | import | 1h ago |
retail_traffic_conversion | import | 1h ago |
retail_clienteling_log | import | 1h ago |
retail_ga4_website_daily | import | 1h ago |
Policies
Browse and manage Cedar access policies for your tenant.
| Policy ID | Effect | Resources |
|---|---|---|
ops-read-default | permit | Model::* |
crm-read-ltv | permit | Model::"customer_ltv" |
associate-pii-blocked | forbid | Model::"customer_pii" |
merch-read-assortment | permit | Model::"sales_by_tier" |
Specialty assortment:
the shift.
- ×Assortment curation
- ×Customer lifetime value
- ×Staff selling effectiveness
- ✓Store cluster segmentation
- ✓SKU rationalization recommendations
- ✓Whitespace opportunity detection
Specialty KPI impact.
Ward needs 3\u20136 months to reach statistical confidence at the individual store level. High-ticket, low-frequency retailers should expect longer baselines than replenishment-oriented specialty.
Questions about specialty assortment.
In specialty, curation is the product, adding the wrong item dilutes the brand. Ward quantifies the curatorial instinct by scoring which items reinforce the store's point of view through customer fit and companion purchase patterns, and which are dilutive.
A buyer evaluates 60 new SKUs for the fall assortment. Ward scores each on customer fit, basket affinity, and margin contribution after displacement.
Ward tracks assortment coherence, customer-fit scoring, incremental contribution beyond existing assortment, and curatorial dilution risk, the danger of adding items that weaken brand positioning.
First assortment insight cards arrive within 48 hours. Stable specialty baselines form within two weeks.
Specialty assortment
by data source.
More Specialty insight cards.
Specialty retailers: see what assortment problems Ward catches.
Root causes, not just alerts. See it on your data.
Read-only to start · your LLM keys · SOC 2 Type II underway · or book a call directly
Find out what your data has been hiding.
Tell us about your operation. We’ll show you the problems Ward catches, and the ones your current tools miss.