LM    Topics     Technology    Software

The Supply Chain Control Tower: Myth and reality

The vision of achieving 360-degree visibility in the supply chain, though promising, is hindered by the complexity and multifaceted nature of global supply chain management, resulting in incomplete data and inefficiencies despite advances in AI-based solutions.


Once upon a time, as all good stories begin, there was a vision. It called for the achievement of 360-degree visibility for product in the supply chain.

There were variations on how broad or narrow that scope should be: Should it cover just the product shipment from birth to death? Or, should it go further up the chain to the actual beginning, such as design, prototyping, order entry, production and then shipment through to delivery to the end-user?

The notion of some version of what is commonly called a Supply Chain Control Tower or Command Center dates back to sometime in the last century. Like many new concepts, there was no “ah ha” moment when it emerged from the primordial ooze into prime time.

The company i2 (remember them?) developed a conceptually brilliant software solution called “Global Logistics Manager” that was designed to keep track of both the physical flow of goods and the documents related to moving those goods.

So, what could possibly go wrong?

Well, for one, supply chain management isn’t a monolithic series of events, but rather a complicated and multi-faceted set of activities engaged in by a large number of trading partners. Depending on what source you use, Walmart, for example, lists approximately 400 million SKUs.

And while not every SKU has its own distinct supply chain, the grouping of supply chain-distinct SKUs is extremely large. This means one product with multiple colors and sizes does not necessarily mean individual supply chains to manage, but rather one for the group (e.g., Jimmy Choo patent leather pumps made in a single city in Asia would likely have a unified supply chain, regardless of the number of styles and colors).

However, this raises the conundrum of obtaining the requisite data that’s timely and accurate across the entire spectrum of players, from producers to various transportation service providers and modes, 3PLs, warehouse and cross-dock operators, along with documentation necessary for shipment and customs requirements.

Failing to achieve 100% of the requisite data leaves an incomplete view—black holes—in the supply chain visibility, with the resulting lack of trust and reliance on the system, making the it largely ineffective.

Complex global networks can have a long list of trading partners and activities for moving such products once the shipment leaves the manufacturer’s dock:

  •  loading in an export container;
  • trucking to the port;
  • loading on container ship (or cargo plane) and moved across the Pacific;
  • off-loading in LA/Long Beach;
  • loading on a container chassis;
  • trucking to a transload facility in the LA Basin;
  • transloading into a domestic container;
  • trucking to the railhead;
  • railing on stack train to Chicago (BNSF or UP);
  • railing beyond Chicago to New York (NS or CSX);
  • off-loading in North Jersey;
  • loading on another container chassis;
  • transporting to DC for unloading;
  • staging product on DC racks;
  • responding to customer order (picked, packed, and shipped); and
  • transporting product to store or end-use customer.

AI-based solutions will undoubtedly help solidify a more stable and accurate supply chain from a data management, data-integrity and visibility standpoint, but it won’t be easy, nor will it be fast.

To date, Command Center/Control Tower concepts have not delivered on the promise of their vision. In fact, we’re planning a deeper dive in the near future, delving into the problems, issues and potential solutions for this critical aspect of supply chain. More to come.


Article Topics

Magazine Archive
Technology
Software
Artificial Intelligence
Control Tower
Loading Dock
   All topics

Artificial Intelligence News & Resources

Examining AI’s role in modernizing the freight procurement process
2025: Groundhog Day all over again
Emerging trends in logistics technology adoption
Engineering the future of logistics—from the inside out
Rail and Intermodal in the Spotlight: Will AI drive a new era?
2025 Digital Freight Matching Roundtable: From spot chaos to smart capacity
Looking at how Uber Freight is using AI to redefine logistics
More Artificial Intelligence

Latest in Logistics

FTR’s Shippers Conditions Index shows modest growth
Trucking executives are set to anxiously welcome in New Year amid uncertainty regarding freight demand
ASCM’s top 10 supply chain trends highlight a year of intelligent transformation
Tariffs continue to cast a long shadow over freight markets heading into 2026
U.S.-bound imports see November declines, reports S&P Global Market Intelligence
FTR Trucking Conditions Index shows slight gain while remaining short of growth
AAR reports mixed U.S. carload and intermodal volumes, for week ending December 6
More Logistics

Subscribe to Logistics Management Magazine

Subscribe today!
Not a subscriber? Sign up today!
Subscribe today. It's FREE.
Find out what the world's most innovative companies are doing to improve productivity in their plants and distribution centers.
Start your FREE subscription today.

December 2025 Logistics Management

December 1, 2025 · Persistent volatility, policy whiplash, and uneven demand left logistics managers feeling trapped in a loop - where every solution seemed temporary, and every forecast came with an asterisk. From tariffs and trucking to rail and ocean freight, the year's defining force was disruption itself

Latest Resources

The Warehouse Efficiency Playbook
Warehouse leaders are under pressure to move faster, scale smarter, and keep teams engaged, all while dealing with labor shortages and rising customer expectations.
Drive Agility and Resilience Across Your Supply Chain
November Edge Report: What’s shaping freight now
More resources

Latest Resources

The Warehouse Efficiency Playbook
The Warehouse Efficiency Playbook
Warehouse leaders are under pressure to move faster, scale smarter, and keep teams engaged, all while dealing with labor shortages and rising...
Drive Agility and Resilience Across Your Supply Chain
Drive Agility and Resilience Across Your Supply Chain
Today’s supply chains face nonstop disruption—from global tensions to climate events and labor shortages. Avoiding volatility isn’t an option,...

November Edge Report: What’s shaping freight now
November Edge Report: What’s shaping freight now
Stay informed and ready for what’s next with the November Edge Report from C.H. Robinson.
Worried About Supplier Risk? This Template Helps You Stay Ahead
Worried About Supplier Risk? This Template Helps You Stay Ahead
We all know how stressful it gets when a supplier issue catches you off guard - late delivery, a missed order, or...
Close the warehouse labor gap with overlooked talent pools
Close the warehouse labor gap with overlooked talent pools
The warehouse workforce has more than doubled between 2015 and 2025. However, the labor gap is still growing, with the U.S. deficit projected...