GreyOrange, Google Cloud collaborate on GreyMatter DeepNav warehouse AI system

GreyOrange, a global provider of hyper-intelligent warehouse orchestration software, announced a collaboration with Google Cloud to develop GreyMatter DeepNav, an AI-powered offering for dynamically managing and optimizing autonomous robotic operations at scale.

The companies said that GreyMatter DeepNav will bring unprecedented levels of automation, efficiency and accuracy to warehouse management for retail, logistics and supply chain companies worldwide.

GreyMatter DeepNav will be available in early 2026.

Multi-agent orchestration, powered by AI

Large warehouses use Autonomous Mobile Robots (AMRs) to streamline and accelerate operations across the work floor, from receiving to storage, picking, packing and shipping. But despite the clear benefits of AMRs, GreyOrange said many companies struggle with the lengthy ramp-up time of new deployments.

Most warehouse robots are governed by hand-crafted rules, with minimal assistance from machine learning. Adding or adjusting AMRs requires expensive, time-consuming human intervention, which discourages innovation and prevents operators from fully adopting and scaling robotic systems, according to GreyOrange.

“We view the warehouse as a living ecosystem,” said Akash Gupta, co-founder and CEO, GreyOrange. “GreyMatter doesn’t just connect hardware. It applies AI to orchestrate robots, people, and systems in real time. This new solution, trained on billions of real-world actions, will bring next-level intelligence to that layer - helping operators innovate without waiting months for payback.”

Built on Google Cloud’s Vertex AI platform, GreyOrange said GreyMatter DeepNav will address these challenges by enhancing the company’s proven, proprietary multi-agent orchestration capabilities to dramatically reduce the time and effort required to train new AMRs on intelligent path planning across fleets of robots from multiple vendors.

With Google Cloud’s reinforcement learning capabilities, GreyOrange said that AMRs will be able to achieve optimal navigation and task execution paths within weeks rather than months, even in dynamic and high-density settings. Unlike traditional systems that struggle to scale beyond a few hundred units, GreyOrange added that GreyMatter DeepNav will effortlessly handle significantly larger robot operations - well beyond the industry-standard ceiling of 300 units - with ease and precision. 

"The future of warehouse operations is intelligent, adaptive, and seamlessly orchestrated,” said Paula Natoli, global director, supply chain & logistics strategy and solutions, Google Cloud. “With Google Cloud's Vertex AI, we're providing the foundational machine learning capabilities, including advanced reinforcement learning, that allow innovative partners like GreyOrange to develop solutions that can accelerate AMR deployment and scale to thousands of robots. This represents a monumental leap in warehouse optimization, turning complex data into real-time operational excellence and unlocking unprecedented efficiency for global supply chains."

GreyOrange highlighted the following GreyMatter DeepNav capabilities:

• AI-based path planning for real-time navigation in dynamic warehouse layouts
• Real-time decision making across heterogeneous agent types
• Reinforcement learning–powered navigation and task assignment
• Support for dynamic task linking, interleaving, and Service Level Agreement (SLA)-sensitive execution
• Scalable control of thousands of agents in structured and unstructured environments.

“Together with Google Cloud, we’re not just accelerating robotics - we’re shaping the next generation of warehouse intelligence,” Gupta said. “Our GreyMatter warehouse orchestration platform optimizes up to 1 million AMR operations per minute, and with each action, we gain deeper insights into how robotic systems behave under real-world conditions. For the first time, we’re capturing that learning in a way that OEMs and integrators can use directly - especially around how robots move and respond in real-world settings - the critical foundation for safe, scalable path planning. Together with Google Cloud, we’re unlocking a new era of accelerated deployment and smarter warehouse automation.”