Our team comes from logistics operations and supply chain data infrastructure. When you demo MLPipeLab, you're talking to people who've used similar tools — and built this one because they weren't satisfied.
We'll connect to a non-production WMS or TMS instance you provide, run a live schema discovery, and walk through the field mapping interface. Typically 45 minutes. No slides. No deck.
Use this if: You want to see the platform on real-ish data before evaluating further.
Talk through your specific integration scenario — WMS versions, TMS configurations, EDI partner formats, destination data warehouse. We'll tell you what MLPipeLab handles out of the box and what would require custom config.
Use this if: You have a complex multi-system setup and want to understand fit before running a demo.
For 3PLs, large distribution networks, or freight brokers with multi-tenant or high-volume requirements. We'll discuss custom connector development, dedicated infrastructure, and SLA terms.
Use this if: You're evaluating at an organizational level with procurement and legal involvement.
We respond to demo requests and technical inquiries within 4 business hours on weekdays. For inbound messages received Friday afternoon, expect a response Monday morning.
If your question is about a specific WMS or EDI integration, include the system name and version in your message — it lets us give you a more useful first response.
No. We recommend using a non-production WMS database with a representative schema — even a small sample of real table structures is sufficient. If your WMS is on-premises and you prefer no external access at all, we can run the demo using the self-hosted agent mode, which only makes outbound HTTPS connections from your network.
Our certified connector list is updated quarterly. Current certifications include Manhattan Associates Active WMS 2020-2024, SAP EWM 9.4/9.5, Oracle WMS Cloud (current), Blue Yonder WMS 2021+, HighJump v5.x, Infor CloudSuite WMS. If your WMS version isn't listed, mention it in your inquiry and we'll confirm support status.
For certified connectors with a standard WMS configuration: connector setup takes 30-90 minutes, schema mapping review takes 45-90 minutes, and the first pipeline run can complete within 4 hours of starting. For custom connector configurations or non-standard schemas, add 1-2 days for the field mapping review cycle.