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NEC Generative AI – Automating Enterprise Workflows
NEC is a pioneer of large language models (LLMs) and is at the forefront of developing innovative AI solutions for industry. Our expertise in building models and flexible AI pipelines enables the creation of generative AI applications at scale for our customers, helping us greatly improve their productivity.
Harnessing the power of AI for high risk, enterprise-grade operations
As AI systems become more powerful and increasingly autonomous, organizations need absolute confidence that these technologies remain transparent, trustworthy and aligned with human intent. NEC’s AI Harness helps provide that assurance.
Built to meet enterprise‑grade requirements, the AI Harness enables NEC to deliver AI solutions that let its customers monitor, understand and guide complex AI behavior, helping ensure that AI decisions remain verifiable, controllable and aligned with their organizational values. This foundation is essential for deploying AI safely in high‑risk environments such as medicine, finance, and digital government, where reliability and accountability are non‑negotiable.
With its AI Harness framework, NEC is setting the standard for responsible, future‑ready AI – establishing the guardrails necessary as the world moves toward increasingly autonomous systems and, eventually, Artificial General Intelligence.
Intelligent assistants for complex tasks
While LLMs can revolutionize industries, they are limited in their use as autonomous assistants. To overcome this, we are building generative AI agents that act as intelligent assistants, performing complex tasks in knowledge-intensive industries that previously only people could perform.
Traditional versus generative AI – what’s the difference?
Traditional AI systems excel at analyzing data and making predictions, while generative AI creates new data similar to its training data, moving from pattern recognition to pattern creation.
Generative AI agents from NEC enhance LLMs by utilizing long-term memory retention, which enables them to follow complex directives and carry out tasks independently. Imbued with traceable memory processes, these agents can review and adjust their learning to independently improve their task actions.
Typically, AI systems are trained for specific tasks and need to be extensively retrained for new ones. This is not the case with NEC generative AI agents. Using available LLMs, a flexible AI pipeline can quickly train domain-specific agents to perform tasks as needed in a scalable, cost-efficient way.
Figure 1: NEC generative AI agent pipeline for dynamic and complex tasks
Closer AI-human collaboration
LLMs and generative AI are prone to bias and hallucinations – a leading reason users distrust them.
At NEC, we are at the forefront of providing safe AI frameworks by developing technology that limits bias and hallucinations while helping lay a foundation for using AI in high-risk scenarios, in a reliable way.
Figure 2: LLM Explainer by NEC (part of NEC’s Safe LLM Framework)
