AI Agents and AI Systems Development, Testing in Manufacturing Supply Chains – Contract Manufacturing Consultants

Accelerate your AI system’s time-to-market, eliminate unexpected costs and avoid costly disruptions in your AI-driven projects. Whether its manufacturing pharmaceuticals or contract electronics manufacturing, there is limited deep understanding how functional groups support manufacturing production and the deeper problems facing enterprise supply chains when creating effective AI agents and AI systems for manufacturing supply chain operations. How do you know if an AI agent is good or not? Most LLMs outsource their category labeling to the lowest cost labor source – hoping categories selected for data models are accurate but they rarely are. Add to this only a small handful of people usually know the weights or understand the training.

Venture Outsource understands the complexity of extended manufacturing supply chains and unwritten codes of humans working in hyper-competitive manufacturing markets. We can help formulate and test AI agents, talk to AI agents, and evaluate AI agents output beyond conventional benchmarks. We know why agents work and how they work. The vast majority of AI agents today are system-to-people but systems-to-systems agents are where the big money savings remains as manufacturers come to realize Industry 4.0 did not deliver as promised.

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Venture Outsource has advised enterprise manufacturers and AI systems and AI agent vendors to better understand manufacturing supply chain problems and ways AI can be developed, tested and applied to solve these problems. We also work with AI vendors for positioning their AI products in terms of:

• Identifying AI agent features, functions and solutions important to manufacturing supply chains
• Assisting AI vendors in qualifying AI product requirements against market needs
• Testing AI agent weaknesses and pin pointing where further training is needed
• Participating as technical subject matter expert on AI vendor sales calls to help qualify customers and answer questions
• Framing AI vendor discussions with terms and concepts familiar to buyers seeking AI solutions

Learn how Venture Outsource becomes part of your AI agent and systems team as a systems development engineer (SDE). Fill in the form on this page to see how we help companies tasked with developing AI solutions in manufacturing supply chains.