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Logistics Software Demo: What to Ask and Test

Logistics software demo preparation — the questions to ask vendors during WMS and TMS demos, what to test hands-on, and how to avoid the common demo pitfalls that lead to post-selection surprises.

LOW/CODE Agency Editorial·April 16, 2026·6 min read

Logistics software demos are designed to impress, not to reveal weaknesses. Vendors control the demo environment, the data, and the workflow sequence. An operations team that attends a demo passively will see polished slides and smooth workflow sequences that may not reflect how the system handles their specific operational requirements. A structured demo process that requires vendors to demonstrate specific scenarios with the buyer's data produces evaluations that predict implementation outcomes.

Key Takeaways

  • Require vendors to demonstrate specific scenarios from your operation — your SKU types, your integration requirements, your exception workflows — not generic demo scenarios.
  • The highest-value demo tests are exception handling (what happens when a carrier pickup is missed, a receiving discrepancy occurs, or a pick location is empty), not standard workflow sequences.
  • Integration demonstration is essential: ask vendors to show a live API connection to your ERP or carrier system, not a slide describing what the integration looks like.
  • Ask for access to a sandbox environment after the demo so your team can explore the system independently before the final decision.
  • Reference calls are more predictive than demos — vendors control demos; references provide independent accounts.

Step 1: Prepare a Demo Requirements Script

Before the demo, write a requirements script: a list of specific scenarios you want to see demonstrated. Send this to vendors one to two weeks before the scheduled demo so they can prepare (not so they can cherry-pick only favorable scenarios — they will do that anyway — but so you can compare vendors on the same scenarios).

Requirements script structure:

  • Core workflow scenarios (receiving an ASN, pick wave release, packing and label generation, shipment confirmation)
  • Integration scenarios (order download from ERP, inventory sync back to ERP, carrier label generation)
  • Exception scenarios (handling a receiving discrepancy, a short pick, an invalid address at shipment)
  • Reporting scenarios (KPI dashboard, user-role-specific report, custom report generation)
  • Access control demonstration (show what a specific user role can and cannot access)

Vendors who cannot demonstrate these scenarios in a demo environment are unlikely to deliver them in implementation.


Step 2: Exception Scenario Testing

Standard workflow demos show the happy path. Exception handling reveals how the system actually behaves under operational stress. Request demonstrations of:

Receiving exceptions: An inbound ASN with a quantity discrepancy (more or fewer units than the ASN). What workflow triggers? Who is notified? How is the inventory record updated?

Pick exceptions: A pick task directed to a location that shows zero inventory (empty location). What does the RF device display? What is the next-step workflow for the associate? How does the supervisor see and manage the exception?

Shipping exceptions: A shipment with an invalid address detected at label generation. What workflow triggers? How is the exception resolved before carrier pickup?

System exceptions: A carrier API connection failure during label printing. What does the operator see? Is there a manual fallback? How is the failure logged?

Vendors with strong exception handling have built these scenarios into their product through real operational experience. Vendors with weak exception handling will struggle to demonstrate these scenarios fluently.


Step 3: Integration Demonstration Requirements

Do not accept slide descriptions of integrations. Ask vendors to demonstrate:

Live ERP integration: Show an order download from a test ERP environment. The order should appear in the WMS within the committed latency period. Show the inventory sync back to ERP after a test warehouse transaction.

Live carrier integration: Generate a real test label for a configured carrier. Show the label printing workflow from pick completion through label generation to print confirmation.

API documentation access: Ask to see the vendor's public API documentation. Strong API programs have comprehensive, publicly accessible documentation. Vendors without public API documentation will require custom middleware for third-party integrations.

If a vendor cannot demonstrate live integrations in a demo environment, they will struggle to deliver them in implementation.


Step 4: Performance and Scale Questions

Ask vendors to demonstrate performance at your operation's scale:

Wave size: Release a pick wave at your typical peak wave size (number of orders, number of pick tasks). What is the wave release processing time? Does the system slow noticeably?

Concurrent users: How many simultaneous RF device users does the demo environment support? What happens to response time as concurrent users increase?

Reporting performance: Run the most complex report in the demo. How long does it take to generate? At your expected data volume (daily transactions after 2 years of operation), what is the projected report generation time?


Step 5: Ask the Questions Vendors Don't Volunteer

Implementation failure rate: "What percentage of your implementations experience significant delays or go over budget?" Vendors will not volunteer this. The honest answer is 20 to 40 percent for complex WMS implementations.

API version change policy: "When you release a new API version, how much advance notice do we receive? Do you maintain backward compatibility, and for how long?" For operations building custom analytics over the WMS API, this directly affects maintenance costs.

Reference contact access: "Can you provide three references we can contact directly, in the same vertical as our operation?" Insist on direct contact information, not vendor-facilitated reference calls.

Data export rights: "What data export capabilities are included in our contract? Can we export our complete operational history in a standard format if we switch platforms?"


Logistics Analytics Demo Considerations

For operations evaluating custom analytics development (rather than WMS platform demos), the demo process differs:

Request a demo using data from a comparable logistics operation (the agency's existing client, with permission). The demo should show a live Glide or Retool application pulling data from a WMS API — not a static mockup. Ask to see how the metric calculations are configured, how user roles are scoped, and what the integration architecture looks like.

LOW/CODE Agency provides demos of production logistics analytics applications built for distribution centers, 3PLs, and logistics service providers. With 350+ production applications, our demos show how WMS and TMS data surfaces as management analytics. Schedule a consultation with our Senior Partners to see our logistics analytics portfolio.

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Frequently Asked Questions

What should I ask vendors during a logistics software demo?

Ask for exception scenario demonstrations (empty pick locations, receiving discrepancies, carrier API failures), live integration demonstrations (not slides), performance demonstration at your scale, implementation failure rates, and direct reference contact information.

Should I send vendors a demo requirements script in advance?

Yes. Send a requirements script one to two weeks before the demo so vendors can prepare to demonstrate your specific scenarios. This forces vendors to demonstrate your requirements, not just their best features.

How do I test integration capability during a demo?

Ask vendors to demonstrate a live ERP order download and inventory sync, a live carrier label generation, and to show their API documentation. Avoid accepting slide descriptions of integration capability.

What exception scenarios should I require in a logistics software demo?

Receiving quantity discrepancies, empty pick location handling, address exception at shipment, and carrier API connection failure. Exception handling reveals how the system behaves under operational stress that standard workflow demos conceal.

Can I get sandbox access to a logistics software system before making a decision?

Yes, and you should request it. Sandbox access after the demo allows your operations team to explore the system independently, test additional scenarios, and validate that the demo matched the actual system behavior.

Are demos or reference calls more predictive of implementation success?

Reference calls are more predictive. Vendors control demos; references provide independent accounts of actual implementation experience. Treat demos as a feature qualification exercise and reference calls as the primary decision input.


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