Skip to content
MarketScale
‹ Back to IndustriesEngineering & Construction

The Mechanics of VCO: Modeling Constraints, Costs, and Markets

Aaron Berg explains River Logic's VCO engine's ability to model operational and financial variables. Unlike traditional static models, the VCO engine adapts costs dynamically as decisions evolve. This provides leaders with real-time financial impact insights for smarter planning.

This story was produced through MarketScale. See how Engineering & Construction teams put it to work with Partner & Channel Enablement.

Promoted content from River Logic on MarketScale.

By Building Management · Aaron BergCostsMarketsModeling Constraints
Share

Key takeaways

01

VCO models the full spectrum of operational and financial variables.

02

The engine adapts costs dynamically as decisions evolve.

03

VCO provides real-time financial insights for smarter planning.

Aaron Berg

breaks down how

River Logic

’s value chain optimization (VCO) engine models the full spectrum of operational and financial variables—from manufacturing constraints to supplier contracts and dynamic market conditions. Unlike traditional models that rely on static costs, VCO captures how costs evolve as decisions change—giving leaders real-time insight into the true financial impact of production shifts, sourcing strategies, and capacity adjustments. It’s the engine behind smarter, more adaptive planning.

River Logic

Part of this channel

River Logic

Supply chain leaders on sustainability, resilience, and the future of value chains.

Visit the channel

About the author

BM
Building Management

Engineering & Construction: are you visible to AI?

Before they reach out, Engineering & Construction buyers ask AI engines which vendors to trust. See how AI describes your company today, and where competitors show up instead.

Free workspace

You just read one Engineering & Construction expert. Imagine publishing your whole team.

This article was produced through MarketScale. Create a free workspace and turn your own team's Engineering & Construction expertise into the articles, video, and social content B2B marketing buyers in your industry are searching for. No credit card, no demo required.

NPS +73 · 1,000+ creators · 38+ countries

What you get, free

Your own MarketScale Studio workspace
One video edit a month, on us
AI writing, editing, and publishing tools
In-platform coaching to learn the system

More Engineering & Construction Insights

U.S. warehouse construction jumps 18% as data-center supply chains drive industrial real estate recovery

U.S. warehouse construction jumps 18% as data-center supply chains drive industrial real estate recovery

Industrial real estate construction in the U.S. reached over 305 million square feet in the second quarter of 2026, an 18% increase from the previous year. The surge is largely driven by demand from data-center equipment suppliers. This trend highlights the growing influence of data centers on industrial real estate recovery.

  • 01U.S. industrial real estate construction increased by 18% year-over-year in Q2 2026.
  • 02Demand for new constructions is primarily driven by data-center equipment suppliers.
  • 03Over 305 million square feet of industrial space is under development.

Aug 1, 2026

U.S. industrial vacancy falls below 7% as Q2 2026 leasing hits its strongest pace since mid-2022

U.S. industrial vacancy falls below 7% as Q2 2026 leasing hits its strongest pace since mid-2022

Cushman & Wakefield's Q2 2026 report reveals a net absorption of 62.1 million square feet in the U.S. industrial market, with vacancy rates falling below 7%. This trend is significantly impacting lease negotiation leverage for industrial occupants.

  • 01Net absorption in the U.S. industrial market reached 62.1 million square feet in Q2 2026.
  • 02Vacancy rates in the U.S. industrial sector have tightened to below 7%.
  • 03Strong leasing activity is reshaping negotiation leverage for industrial tenants.

Aug 1, 2026

U.S. warehouse construction is up 18% as data-center supply chains drive the industrial real estate rebound

U.S. warehouse construction is up 18% as data-center supply chains drive the industrial real estate rebound

U.S. warehouse construction has seen an 18% increase in Q2 2026 compared to the previous year. This growth is predominantly propelled by demand from data-center equipment suppliers. With over 305 million square feet of warehouse space currently under construction, the industrial real estate market is experiencing a significant rebound.

  • 01U.S. warehouse construction has increased by 18% year over year in Q2 2026.
  • 02Over 305 million square feet of warehouse space is currently under construction.
  • 03The rise in construction is driven by demand from data-center equipment suppliers.

Aug 1, 2026

Explore More Engineering & Construction Insights

Read more expert perspectives from across Engineering & Construction.

Browse Engineering & Construction Hub

About the Expert

BM
Building Management

Building Management at River Logic

Aaron Berg is a professional specializing in value chain optimization in the engineering and construction industry. He provides insights into modeling operational and financial variables to enhance business decision-making. He focuses on real-time financial impact analysis to optimize efficiency in sourcing strategies and capacity adjustments.

For B2B teams

Your experts could be publishing here

Stories like this one run on content MarketScale captures from real practitioners. See how your team's expertise becomes coverage in Engineering & Construction and beyond.

Book a 15-minute demo

Or call us. No forms required. We pick up. 214-945-2512