• VuGraph: Enrich your models with knowledge graph signals that have the highest predictive influence.

Get from 0 to 60 in your demand planning use case with VuGraph's insights


Humans can handle perhaps 10--20 variables, however machine learning forecasting models can take in hundreds of external signals. If your demand planning model is only taking a few external signals that you've hand curated for it, you could be missing numerous signals that maybe even more influencial in affecting your demand planning, and in fact maybe leading indicators of the next supply chain shock! Enter VuGraph!
Green Supply Chain
Home Sales Supply Chain Graph

Example: Housing VuGraph comprised of New Home Sales + Existing Home Sales + Steel Production + Lumber

Macro Economic Signals

In a year like 2022, it's very clear that inflation affects everything ranging from consumer demand for FMCG and vehicle sales to B2B transactions and supplier prices. VuGraph includes the entire set of macro economic signals such as CPI, PPI, Unemployment rate, US GDP to Current Account ratio, interest rates, and currency exchange rates among many others.

  • US New Home Sales

  • US Real Consumer Spending

  • US Chain Store Sales

Manufacturing Services Image
Commodities Markets

Commodities are the key ingredients in very manufactured product. If you can't get steel and aluminum the automotive factories stop, just like if you can't get memory chips, sensors, and semiconductor components. We've all seen this already happen in 2021 due to the semiconductor shortages that disrupted both the electronics and automotive industries. If your models don't take into account whats happening in the commodities markets, then they are blind to the foundational layer of the supply chain. VuGraph includes all major commodities that are traded in Chicago Merchantile Exchange CME and Shanghai Futures markets.


  • Crude Oil and Natural Gas

  • Industrial metals such as Steel, Alumninum, Copper, and Silver

  • Agricultural crops such as cotton, corn, rice, and soybeans

Manufacturing Services Image
Global Trade Indicators

Unless you're manufacturing a very simple product sourced entirely from local ingredients, global trade constraints, tariffs and port performance metrics will impact your procurement, production capacity, and distributation.


  • Current account to GDP ratio for US and other G7 nations

  • US Total Exports

  • US Total Imports

logistics shipping
Kick the tires to see how VuGraph signals can boost the accuracy of your demand planning models. No credit card needed!
Advantages of an AI Powered Supply Chain


Real-Time Decision Making

Move faster and save time by always having relevant, real-time intelligence for decision making.


Intelligent Dynamic Insights

Deep learning continuously improves over time and dynamically adapts to your growing business.


Automated Efficiencies

AI automates processes and analytics enabling you to focus on customer satisfaction.


See how DeepVu can maximize your margins



Request a Demo