Lightspeed plus Ward: shrinkage detection for specialty retail
Specialty retailers on Lightspeed run shrinkage through Ward. 5,000+ SKUs over your boutiques, scans continuously around the clock.
How Ward turns Lightspeed data into specialty shrinkage
Here is shrinkage detection in plain terms. Ward identifies abnormal inventory loss patterns and distinguishes between theft, damage, spoilage, and administrative error.
Applied to Specialty Retail, the surface area is 5,000+ SKUs over boutiques. High-consideration purchases, curated assortments, and customer lifetime value. Ward tracks the metrics that matter for margin-rich retail.
The mechanism. Ward compares expected inventory against actual counts, segments loss by cause category, and flags store-level anomalies against your estate baseline.
Getting the data in. Ward connects via Lightspeed Retail API. OAuth-based authentication. Read-only access.
Capabilities
- Receiving dock anomaly detection
- Pattern recognition across time
- Cause-level shrinkage attribution
- Store-vs-estate benchmarking
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…
Reporting
Pinned views built from saved data-lake queries. Every number re-derivable from its SQL.
| Model | Horizon | MAPE |
|---|---|---|
holt_winters | 4wk | 4.1% |
arima_sarimax | 13wk | 8.9% |
gbm_demand | 1wk | 2.1% |
bayes_hier | new store | 11.4% |
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" |
Why Shrinkage matters for Specialty retail
With manageable SKU counts, specialty retail can track inventory discrepancies at the individual item level, revealing patterns tied to specific shelf positions, staffing configurations, or time windows that aggregate reporting would never surface. Per-unit loss is high enough that each incident matters.
What Ward has eyes on.
The shrinkage model runs every morning, not on a reporting calendar. It catches the pattern, explains what caused it, and attaches a recommended move before the number reaches a review deck.
Every one of your boutiques gets its own baseline. Ward watches CLV, conversion rate, units per transaction against it and pulls forward only the deviations that hold up. The two that show up most in specialty retail are assortment curation and customer lifetime value, and both are baseline problems before they are P&L problems.
Ward pulls from sales transactions, inventory counts, customer profiles from Lightspeed Retail on a read-only connection. Nothing is written back, and your POS configuration does not change. Lightspeed stays the system of record.
At the metric level. Ward uses item-level tracking feasible at the 5K-SKU scale, maps loss to store layout and traffic flow, and monitors high-value item movement between floor and backroom.
Why this combination
is its own problem.
Lightspeed Retail is the system of record for most specialty operators of your size, which means the signals Ward needs are already there. The gap is not data collection. It is that nobody has time to read sales transactions and inventory counts every morning across every store.
- 01 Specialty per-unit shrink dollar exposure is high enough that loss patterns affecting just 5-15 units per store per quarter still represent meaningful margin loss, but periodic counts can't detect at that frequency.
- 02 High-traffic mall and tourist locations have fundamentally different staffing-to-traffic ratios than standalone stores; loss patterns track to the staffing density rather than the brand or category.
Benchmarks. Specialty retail shrink: 1.0-2.0% standalone, 1.8-3.5% mall and tourist locations. High-value, easily concealable categories (premium fragrance, jewelry, small electronics) drive 40-65% of dollar shrink despite 5-15% of unit volume.
What the first 90 days
actually look like.
-
01
Week 1: read-only connection
Ward plugs into Lightspeed Retail with read-only credentials and begins ingesting sales transactions and inventory counts. No config changes on your side. First daily cards arrive within 48 hours.
-
02
Weeks 2 to 3: calibration
Baselines stabilize per store and per category. Ward stops flagging normal variance and starts flagging exceptions. This is the window where the false positive rate drops sharply.
-
03
Weeks 4 to 12: steady state
Ward delivers daily cards on a daily cycle, each with what caused it and a recommended move. Volume settles at a level a single person can read over coffee. The measure of success is not how many findings arrive, it is how many get acted on.
How Ward connects to Lightspeed Retail
Ward integrates with Lightspeed Retail POS for specialty and boutique retailers. In-store transaction data powers customer behavior and assortment insight cards.
Setup: Ward connects via Lightspeed Retail API. OAuth-based authentication. Read-only access.
Data Ward reads from Lightspeed
Impact metrics with Lightspeed
Data lake enrichment
Ward enriches Lightspeed data with: Sales transactions, Customer profiles, Weather & events, Competitor data, Demographic data
Specialty KPI impact
Frequently asked questions
Ward identifies abnormal inventory loss patterns and distinguishes between theft, damage, spoilage, and administrative error. For Specialty retail specifically, Ward monitors 5,000+ SKUs across your boutiques and delivers automated insight cards with root cause analysis and recommended actions.
Ward tracks CLV, Conversion rate, Units per transaction, Repeat purchase rate, Sell-through by tier at the store-category level. Ward compares expected inventory against actual counts, segments loss by cause category, and flags store-level anomalies against your estate baseline.
Ward connects via Lightspeed Retail API. OAuth-based authentication. Read-only access. Data points include: Sales transactions, Inventory counts, Customer profiles, Purchase orders, Employee performance.
Yes. Ward reads Lightspeed data and combines it with contextual signals (weather, events, demographics) to generate Specialty-specific insight cards. No custom development required.
Ward uses item-level tracking feasible at the 5K-SKU scale, maps loss to store layout and traffic flow, and monitors high-value item movement between floor and backroom.
Ward flags premium fragrance shrinkage running far above average at high-traffic mall locations. The loss concentrates on tester-adjacent units during weekend afternoons when staff-to-customer ratios drop. Ward recommends relocating premium fragrances behind the counter and adding floor coverage during peak windows. Implementation brings shrinkage back toward standalone-store levels.
First insight cards arrive within 48 hours of data connection. Ward needs approximately 2 weeks to establish stable baselines for your specific operation.
No. Ward sits on top of your existing stack. It is the proactive intelligence layer that watches your data continuously and delivers insight cards, so your team acts on findings instead of hunting for them.
Related solutions
See what Specialty shrinkage problems Ward catches.
Root causes, not just alerts. See it on your data.
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