Originally published by:IndustryWeek
M4S Take

AI Pricing Model Shift: A new, outcomes-based pricing model is recommended for industrial AI to ensure success.

  • Investment in US Production: Toyota invests $3.6 billion in Texas, moving production from Mexico to increase capacity by 150,000 units.
  • Workforce Disconnect: Despite interest and aptitude, a gap exists between potential workers and the industries needing them.
  • Labor Tensions: UAW members at Woodward MPC in Niles vote to authorize a strike, reflecting ongoing labor-management tensions.

In a significant move to strengthen its manufacturing footprint in the US, Toyota has announced a $3.6 billion investment in its San Antonio facility. This strategic decision involves the construction of a second assembly line, which will increase the plant's annual production capacity by 150,000 units.

Investment and Relocation

Toyota's commitment to the US market is underscored by its plan to move production from Mexico to Texas. This shift is expected to bolster the company's presence in North America and align with evolving trade and production strategies.

"Toyota plans to build a second assembly line at its San Antonio factory, increasing annual production capacity at the plant by 150,000 units, the company said in a statement."

Policy and Trade Implications

The decision comes amidst a backdrop of changing trade policies and negotiations. This uncertainty could impact supply chains and manufacturing operations across the continent.

"The trade pact decision likely will fuel uncertainty for businesses in North America, given the deep integration across supply chains in sectors like automobiles."

Workforce and Industry Challenges

The manufacturing workforce remains a critical area of focus. While there is interest and aptitude within the labor pool, a disconnect persists between potential employees and the industries that need them. This misalignment poses challenges for companies seeking to expand their operations.

"The interest and aptitude exist. What's missing is the connection between what students are already doing and the industries that desperately need them to do it."

AI and Procurement

In the realm of technology, the role of AI in procurement is gaining attention. However, the current pricing model for industrial AI services, which is based on consumption, is deemed unsustainable. Industry experts advocate for a shift to an outcomes-based pricing model to ensure the success of AI implementations.

"Manufacturers offering AI services should be charging based on outcomes, not consumption."

Labor Relations and Strikes

Labor relations are also in the spotlight, with UAW members at Woodward MPC in Niles voting to authorize a strike. This development highlights the ongoing tensions between labor and management in the manufacturing sector.

"UAW members voted to authorize a strike at Woodward MPC in Niles."

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SM

Simon Morton

Editor, M4SNews

With a background in heavy engineering, process engineering, digital marketing & AI. My mission, to cut through the news and make it easy to digest.

M4SNews marks eighteen years of independent operation, connecting manufacturers and engineers with the intelligence that actually matters on the factory floor.

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