resources
Operational intelligence for warehouse and supply chain leaders.
CrateOS news and blog posts on agentic warehouse execution, inventory coordination, and rollout strategy.
Warehouse AI Agents: A Reality Check on Agent Washing
Our review of seven warehouse AI agent offerings reveals different capabilities, operating controls and sovereignty options behind a shared label.
How to Use a Research Agent to Find AI Use Cases Worth Building
A hypothesis-driven guide to using a research agent for AI use-case discovery.
GXO and Exotec deploy 127 robots for Guess fulfillment
GXO reports a Skypod deployment at its Venlo facility serving Guess across EMEA and Asia. The installation connects robotic storage with picking and conveyor operations to support seasonal demand.
NVIDIA and Palantir connect supply-chain AI with scenario planning
NVIDIA and Palantir announced a supply-chain AI collaboration starting with NVIDIA’s own operations. The approach combines operational data, customized models and optimization to support materials allocation and scenario planning.
Maersk’s September outlook highlights overlapping network disruptions
Maersk’s Europe update reports typhoon-related schedule disruption, port congestion and reduced Rhine barge capacity. Its limited Suez service changes underline why planners need route-specific lead-time assumptions.
Yusen Logistics Deploys Destro AI to Coordinate People and Robots in Transload
Yusen Logistics Americas partnered with Destro AI on a physical AI platform that reads warehouse conditions continuously and assigns work across both employees and autonomous mobile robots. It starts with cart movement in transload and is slated to extend to pallets and workflow verification.
KUKA and Contoro Automate Floor-Loaded Trailer Unloading at a California 3PL
States Logistics paired a KUKA KR IONTEC arm with Contoro Robotics' AdaptAI software to unload floor-loaded semi-trailers at a California distribution center, taking people off one of the building's hardest jobs. A year in, the pair report 450 trailers offloaded and more units planned.
Honeywell's Warehouse Automation Business Changes Hands
American Industrial Partners completed its acquisition of Honeywell's Warehouse and Workflow Solutions unit, which includes Intelligrated and Transnorm. For operators, an ownership change at a major integrator is a support-and-roadmap question long before it is a market-structure one.
DeepFabric Ships More Than 50 Supply Chain Execution Agents to General Availability
DeepFabric moved its supply chain execution agent platform to general availability with more than 50 specialized agents and named enterprise customers already in production, citing large reductions in freight audit spend and RFP response time. The numbers are vendor-reported, and the interesting question is what they were measured against.
Symbotic Buys ARMS Innovations and Names the Category 'Warehouse Operations Optimization'
Symbotic acquired ARMS Innovations, a UK software company building real-time operational intelligence for automated warehouses, and framed the deal as moving from automation execution to intelligence across the whole warehouse ecosystem. An automation vendor buying the layer that watches the automation is the most telling deal of the year so far.
Gartner Names Its Top Supply Chain Technology Trends for 2026
Gartner published its annual list of supply chain technology trends for 2026, with agentic AI, decision intelligence and digital twins moving from the speculative end of the list toward the operational one. The useful signal is not the trend names; it is that the analyst framing has shifted from adopting AI to governing what it decides.
Databricks Bets the Hard Part of Agents Is the 99% Around the Loop
At Data + AI Summit 2026, Databricks expanded Agent Bricks into a full developer agent platform, arguing the core agent loop is just 1% of the work and the other 99% — context, governance, cost, monitoring — is where projects stall. The operator takeaway: agents are only as trustworthy as the governed data and controls underneath them.
Celonis on the Agentic AI Flywheel: Costs Jump When Agents Go Autonomous
Celonis Field CTO Manuel Haug describes a cost curve that bends sharply as enterprises move agents from human-in-the-loop to 'human on the loop.' Token-based pricing behaves like compute, not seats — and the same flywheel that drives productivity drives the budget. The operator question is whether each autonomous decision is worth its tokens.
Gallo Layers Agentic Decision Intelligence Over Its ERP With Aera
GALLO, the world's largest wine producer, deployed agentic decision intelligence from Aera Technology on top of its existing ERP and roughly 400 boundary systems — not to add software, but to close what its supply chain VP calls a 'signal deficit.' The operator takeaway: the value was sitting in the boundaries between silos.
Walmart Unloads Trucks in Minutes With AI-Coordinated Warehouse Robots
Walmart US says AI-coordinated robots that build 'intelligently layered' pallets have cut trailer unloading from hours to minutes, with 16 next-generation distribution centers planned by year-end. The operator lesson is that the win came from sequencing and store-level data, not the robots alone.
KPMG Puts 276,000 People — and Its Agents — Under Microsoft Agent 365
KPMG will use Microsoft Agent 365 to manage, monitor and secure AI agents across its 138-country network and roll Microsoft 365 Copilot out to its entire 276,000-person workforce. The signal for operators: the enterprise agent conversation has moved from 'can it work' to 'can you govern it.'
Amazon's Next-Gen Proteus Takes Plain-Language Orders on the Warehouse Floor
At its Delivering the Future event in London, Amazon unveiled a next-generation Proteus robot that employees direct with conversational language, part of a €10 billion European fulfillment investment. The shift worth watching is the instruction layer — natural language over the hardware — not the robot itself.
Coupa Launches Agentic Procurement Runtime with Compose and Catalyst
At Inspire 2026, Coupa launched Coupa Compose — a full agentic runtime for procurement, finance, and supply chain — plus Catalyst deployment services and the Rossum acquisition for intelligent document processing. The platform runs 20+ specialized agents on a foundation of ten trillion dollars in spend data.
Manhattan Associates Brings Agents and a Marketplace to WMS at Momentum 2026
Manhattan Associates announced Manhattan Marketplace and Solution Design Studio at Momentum 2026, giving WMS operators a shared ecosystem to discover and deploy certified agents and an AI workspace that auto-translates natural-language blueprints into live warehouse configurations.
Oracle Launches 12 Fusion Agentic Applications for Finance and Supply Chain
Oracle made 12 Fusion Agentic Applications generally available across Oracle Fusion Cloud ERP and SCM in April 2026, covering logistics execution, maintenance operations, and process manufacturing — each acting within existing approval guardrails and escalating only when human judgment materially changes the outcome.
Gartner Warns of 'Agent Washing' in Supply Chain Planning Software
Gartner used its Supply Chain Symposium press cycle to call out the gap between vendor agent-AI claims and what actually changes a decision. The recommendation to SCP leaders is unglamorous: build the operational discipline, data, and governance to make autonomy land — and stop buying the badge.
Anthropic Ships Self-Hosted Sandboxes and MCP Tunnels for Claude Managed Agents
At Code with Claude London, Anthropic moved the agent tool-execution boundary inside the customer perimeter — self-hosted sandboxes in public beta, MCP tunnels in research preview. For enterprises that have been blocked by 'where does the agent actually run code and reach our systems?', the answer just got cleaner.
Blue Yonder and NVIDIA Open a 'Model Training Factory' for Supply Chain Agents
Blue Yonder unveiled a Model Training Factory built on NVIDIA Nemotron to fine-tune domain-specialized supply chain agents that execute multi-step workflows across warehouse, planning, transportation, and merchandising. The CEO's framing — owned intelligence, not rented — is the part operators should underline.
SAP Unveils the Autonomous Enterprise at Sapphire 2026
SAP positioned an end-to-end agentic enterprise at Sapphire 2026, packaging 50+ Joule Assistants and 200+ specialized agents across finance, supply chain, procurement, HR, and CX. The trade-off for operators is the same one the AWS Connect Decisions release surfaced — how much of the daily operating motion lives inside one vendor's roadmap.
ServiceNow and Accenture Bet on Forward-Deployed Engineers to Close the Agentic AI Delivery Gap
ServiceNow and Accenture announced a joint forward-deployed engineering program at Knowledge 2026, pairing customer-embedded teams with 300+ pre-built agent skills. The premise — only 32% of leaders report sustained enterprise-wide AI impact — names the real problem out loud: this is a delivery gap, not a model gap.
AWS Launches Amazon Connect Decisions for Supply Chain Planning
AWS released a packaged suite of 25 supply chain agents trained on Amazon's own retail operations. The decision for operators is how much of their orchestration layer they want owned by one vendor.
SAS Expands Agentic AI Platform with Governance Controls
SAS expanded its agentic AI platform with built-in policy, traceability, and accountability controls. Most enterprises remain stuck in pilots, and governance is the most-cited reason.
GE Appliances Runs 800 Gemini Agents in Production
GE Appliances disclosed 800 Google AI agents now run across manufacturing, logistics, and supply chain. One of them cut backorders by 25% across more than 600 suppliers.
OpenAI Signals the Next Enterprise Agent Phase
What OpenAI's latest enterprise roadmap signal means for operator-facing automation platforms.
Gartner Forecasts Rapid Agentic AI Spend Growth in Supply Chain Software
A quick breakdown of the April 7, 2026 Gartner forecast and what it implies for execution-layer investments.
KION, NVIDIA, and Accenture Train Autonomous Forklift Fleets in Digital Twins for GXO
At GTC, NVIDIA tied together a warehouse-specific physical AI stack: Omniverse digital twins from KION, NVIDIA Jetson-based autonomous forklifts, and Accenture systems work, with GXO as the named operator. The story is the first credible answer to 'where does the simulated agent meet the actual forklift?'