🧠 Food for thought

Implications, context, and why it matters.

USDA certification allows limited distribution reach

• USDA cleared MEQ Camera V2 with two other camera grading systems in August 2025 1. The USDA Agricultural Marketing Service (AMS) list lacks market share or comparative performance data 1.
• Certification covers marbling scores (intramuscular fat that drives quality grade) and yield grades (estimated cutability) 1. JBT (John Bean Technologies), Marel, and E+V sell the VBG2000-7L with the same approvals 1. Global Meat Imaging LLC’s GMI Google Pixel 7a smartphone system won approval only for marbling score 1.
• JBS (a Brazilian meat giant), Tyson (a U.S. processor), and Cargill (a global agribusiness) hold much of the capacity 2. That concentration means MEQ must win a few sponsors in procurement or operations. Tyson plans to close its Lexington, Nebraska plant after an adjusted $426 million beef loss 3, which could slow new grading rollouts even with USDA approval.

Beef processors need data upgrades that favor systems integrators

• Vision grading approvals spur demand for third-party engineers who link equipment to IT systems 1. They must connect camera marbling predictions 1 to enterprise tools used by 554,000 industry employees 2.
• Cloud analytics vendors can pitch the top 12 global meat companies 4 using real-time grading data for pricing as livestock prices hit highs from shortages 3.
• Enterprise Resource Planning (ERP) and Manufacturing Execution System (MES) vendors can add traceability for quick-service and steakhouse suppliers 4 by tying grading data to origin records as buyers seek ethically sourced, grass-fed beef 2.