Furniture · NetSuite · Head of Procurement

Ward and NetSuite for Furniture procurement

Your NetSuite feed covers 10,000+ SKUs over your locations. Ward reads it for procurement.

Ward and NetSuite for Furniture procurement

Applied to Furniture Manufacturing & Retail, the surface area is 10,000+ SKUs across locations. ERP-locked production data, long lead times, and margin erosion you don't see until quarter-end. Ward connects your internal systems and surfaces what matters.

Merchandising wants Ward. You sign the contract. Ward brings up the indicators that change a procurement decision.

Setup: Ward connects via SuiteTalk REST or SOAP APIs. Token-based authentication. Read-only access to your NetSuite instance.

app.getward.ai Live demo
Acme Furniture @Finance: Margin Analyst claude-sonnet default
A

Chat

Ask anything. Ward routes to the right agent and returns cited answers.

Why is upholstery margin down four points this quarter?
You · 9:42 AM
Schema Scout · routed to Margin Agent

I pulled upholstery cost of goods by BOM line against the last price file. Three quarters of the drop is material and freight, not discounting.

SignalFinding
bom_cost_actualsFoam and frame stock +9.2% since the March price file, never carried to list
freight.inboundInbound container cost +$412 per unit-equivalent on the Vietnam lane
channel.mixWholesale share up 6pp, and wholesale runs 11pp under DTC margin

Recommend: reprice the six affected SKUs at the next list cycle, quote the alternate foam vendor, and hold wholesale allocation flat until list catches up.

11 parallel queries 4 sources cited confidence 0.90
Show me the SKU-level margin waterfall.
You · 9:43 AM
Margin Agent · building waterfall
Querying bom_cost_actuals
Ask anything, Ward routes to the right agent. Cmd+K

Reporting

Pinned views built from saved data-lake queries. Every number re-derivable from its SQL.

7d13w52w
Revenue vs. forecast
$19.8M
+1.8% WoW
Gross margin, upholstery
42.1%
−4.1pp
Order-to-delivery, custom
14.2 wks
+1.9 wks
Aged inventory, 180+ days
$6.4M
+$1.2M
Revenue vs. forecast 13 weeks actual, 6 weeks forecast, 80% interval
Actual Forecast 80% interval
% of plan 106 94 100 forecast → W−13 W−5 today +6wk
Holt-Winters + weather regressor MAPE 4.1% at 4wk Backtested 24 months Crosses plan in 3 weeks
Forecast error by horizon MAPE, 24-month backtest
1wk 2.1%
2wk 3.0%
4wk 4.1%
8wk 6.3%
13wk 8.9%
Accuracy bar for promo decisions: ≤5% at 4wk
Models in production Every forecast ships a model card
ModelHorizonMAPE
holt_winters4wk4.1%
arima_sarimax13wk8.9%
gbm_demand1wk2.1%
bayes_hiernew store11.4%

Sources

Connect external systems to the data lake.

NameTypeLast sync
epicor_production_stage_logimport2m ago
epicor_bom_cost_actualsimport2m ago
sap_inventory_snapshotimport14m ago
netsuite_sales_ordersimport1h ago
retail_showroom_posimport1h ago
retail_freight_inboundimport1h ago
retail_dealer_ordersimport1h ago

Policies

Browse and manage Cedar access policies for your tenant.

TLS 1.3 AES-256 Read-only SOC 2 II
Policy IDEffectResources
finance-read-defaultpermitModel::*
sourcing-read-bompermitModel::"bom_cost_actuals"
dealer-blockedforbidModel::"bom_*"
plant-read-productionpermitModel::"production_stage_log"
for Furniture on NetSuite data, live product demo.

What Ward delivers

  • MSA, DPA, SOC 2 Type II underway, and architecture review available before signature
  • Month-to-month contracts. No multi-year lock-in. No auto-renew traps
  • Transparent pricing set by scope and store count
  • 14-day insight guarantee. If Ward doesn't deliver, month two is on us
  • AI strategy, orchestration and reporting-layer work in enterprise grocery at nine-figure revenue. Reference calls available before signature

Metrics Ward monitors

Inventory carrying cost
Order-to-delivery cycle
Gross margin by channel
Raw material cost variance
Custom order cycle time

Furniture challenges Ward solves

  • Disconnected ERP, warehouse, and POS systems
  • Custom/configurable SKUs that break standard reporting
  • 8–16 week lead times with no demand signal
  • Raw material cost drift invisible until P&L close
  • Channel mix shift between showroom, e-commerce, and wholesale

What Ward has eyes on.

The connection to Oracle NetSuite is read-only and runs on your schedule. Ward pulls from sales orders, inventory, and the rest of the feed, then cross-references it with external context your ERP does not carry: weather, local events, competitor pricing.

Every one of your locations gets its own baseline. Ward keeps a running read on inventory carrying cost, order-to-delivery cycle, gross margin by channel against it and surfaces only the deviations that hold up. The two that show up most in furniture retail are disconnected ERP, warehouse, and POS systems and custom/configurable SKUs that break standard reporting, and both are baseline problems before they are P&L problems.

Why this combination
is its own problem.

Oracle NetSuite is the system of record for most furniture operators of your size, which means the indicators Ward needs are already there. The gap is not data collection. It is that nobody has time to read sales orders and inventory every morning over every store.

What the first 90 days
actually look like.

  1. 01

    Week 1: read-only connection

    Ward reads from Oracle NetSuite with read-only credentials and begins ingesting sales orders and inventory. No config changes on your side. First daily cards arrive inside the first 48 hours.

  2. 02

    Weeks 2 to 3: baselines

    Ward needs roughly two weeks of history per store to separate a real deviation from normal variance. During this window the cards are directionally right and the thresholds are still moving.

  3. 03

    Weeks 4 to 12: steady state

    Ward delivers daily cards every morning, each with the driver and a recommended move. Volume settles at a level a single person can read over coffee. The measure of success is not how many insight cards arrive, it is how many get acted on.

How Ward connects to Oracle NetSuite

Ward integrates with NetSuite SuiteCommerce, inventory management, and financials. Mid-market retailers get enterprise-grade insight cards.

Setup: Ward connects via SuiteTalk REST or SOAP APIs. Token-based authentication. Read-only access to your NetSuite instance.

Data Ward reads from NetSuite

Sales orders
Inventory
Purchase orders
Customer records
Financial summaries
Item fulfillment

Impact metrics with NetSuite

Inventory Accuracy
Discrepancies reconciled live
POS and fulfillment data cross-checked against NetSuite counts.
Order Fill Rate
Stockouts preempted
Demand forecasting layered onto NetSuite purchase orders.
Gross Margin
Margin erosion flagged
Pricing drift and vendor cost creep caught across financials.
Cash Conversion Cycle
Days of supply reduced
Demand-inventory alignment frees tied working capital.

Data lake enrichment

Ward enriches NetSuite data with: Sales orders, Weather & events, Customer segments, Vendor performance, Market pricing data

Merchandising wants Ward. You sign the contract.

Pain points
  • ×Business sponsor saw the demo. You have a week to vet a vendor you didn't pick
  • ×AI vendors price by seats and tokens. Total cost is unknowable until invoice three
  • ×Multi-year commits with auto-renew. No exit if the pilot stalls
  • ×Renewals come back 30% higher, with no room to push back and no benchmark to cite
  • ×Security and DPA reviews start after the team has already committed
How Ward helps
  • MSA, DPA, SOC 2 Type II underway, and architecture review available before signature
  • Month-to-month contracts. No multi-year lock-in. No auto-renew traps
  • Transparent pricing set by scope and store count
  • 14-day insight guarantee. If Ward doesn't deliver, month two is on us
  • AI strategy, orchestration and reporting-layer work in enterprise grocery at nine-figure revenue. Reference calls available before signature

Enterprise SaaS spend grew 18% YoY. 53% of subscriptions are underused or duplicative. Source: Gartner

Furniture KPI impact

Inventory Carrying Cost
Aged stock flagged
Slow-moving SKUs identified before carrying costs compound.
Order-to-Delivery Cycle
Bottleneck visibility
Cycle time tracked by production stage against baselines.
Gross Margin
Real-time by channel
Material cost drift detected the week it starts.
Stockout Frequency
Advance warning
POS and e-commerce signals feed back into production.

Frequently asked questions

Ward connects via SuiteTalk REST or SOAP APIs. Token-based authentication. Read-only access to your NetSuite instance. Data points include: Sales orders, Inventory, Purchase orders, Customer records, Financial summaries, Item fulfillment.

Yes. Ward reads NetSuite data and combines it with contextual signals (weather, events, demographics) to generate Furniture-specific insight cards. No custom development required.

Merchandising wants Ward. You sign the contract. Ward solves this with automated insight cards: MSA, DPA, SOC 2 Type II underway, and architecture review available before signature. Month-to-month contracts. No multi-year lock-in. No auto-renew traps. Transparent pricing set by scope and store count.

Ward delivers daily insight cards covering Inventory carrying cost, Order-to-delivery cycle, Gross margin by channel, tailored for Procurement decision-making. Each card includes what changed, why it matters, and what to do next.

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.

See what Furniture 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.

Step 1 of 3
What are your goals?
Step 2 of 3
About your operation
Step 3 of 3
Your contact info