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The State of Edge AI report

The State of Edge AI report

How far have organizations really come in bringing AI to the edge? Our new research reveals the edge AI trends you need to know about.

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The rise of the agentic restaurant: from hype to reality (National Restaurant Association, 2026)
Videos

The rise of the agentic restaurant: from hype to reality (National Restaurant Association, 2026)

agentic AI, edge AI, restaurant technology, National Restaurant Association, Spectro Cloud, AWS, Justin Swagler, Deborah Matteliano, edge infrastructure, drive-thru technology, personalized offers, latency, food tech, digital general manager, edge computing, Kubernetes at the edge, AI in production, retail AI, fleet management, pilot to production
Cloud
Edge Computing
EKS
Thought Leadership
agentic AI, edge AI, restaurant technology, National Restaurant Association, Spectro Cloud, AWS, Justin Swagler, Deborah Matteliano, edge infrastructure, drive-thru technology, personalized offers, latency, food tech, digital general manager, edge computing, Kubernetes at the edge, AI in production, retail AI, fleet management, pilot to production
PaletteAI 1.1: another leap forward in enterprise AI at speed and scale
Blogs

PaletteAI 1.1: another leap forward in enterprise AI at speed and scale

PaletteAI 1.1, PaletteAI release, enterprise AI, AI factory, NVIDIA AI Enterprise, ClearML, WEKA, F5, 6WIND, Aviz, ConfidentialMind, AI deployment, GPU infrastructure, Spectro Cloud, product release, AI tooling, AI at scale, secure AI, partner ecosystem, AI operations
No items found.
PaletteAI 1.1, PaletteAI release, enterprise AI, AI factory, NVIDIA AI Enterprise, ClearML, WEKA, F5, 6WIND, Aviz, ConfidentialMind, AI deployment, GPU infrastructure, Spectro Cloud, product release, AI tooling, AI at scale, secure AI, partner ecosystem, AI operations
Five things every neocloud and MSP needs to turn AI factories into a business that scales
Blogs

Five things every neocloud and MSP needs to turn AI factories into a business that scales

neocloud, MSP, AI factories, sovereign cloud, GPU as a service, control plane, AI infrastructure, multi-tenancy, GPU monetization, AI infrastructure business, Gartner AI spending, accelerated computing, Spectro Cloud, PaletteAI, AI service provider, governance, profitability, scalable AI, infrastructure automation, enterprise AI
No items found.
neocloud, MSP, AI factories, sovereign cloud, GPU as a service, control plane, AI infrastructure, multi-tenancy, GPU monetization, AI infrastructure business, Gartner AI spending, accelerated computing, Spectro Cloud, PaletteAI, AI service provider, governance, profitability, scalable AI, infrastructure automation, enterprise AI
Solution brief: Spectro Cloud and Portworx by Everpure
Product collateral

Solution brief: Spectro Cloud and Portworx by Everpure

Spectro Cloud Palette, Portworx by Everpure, Kubernetes management, VMware migration, VMware alternative, KubeVirt, VM modernization, stateful Kubernetes, persistent storage, container-native storage, Kubernetes data services, edge Kubernetes, edge computing at scale, AI infrastructure, GPU storage, disaster recovery, Kubernetes backup, PaletteAI, Kubernetes-as-a-Service, joint solution brief
Partner
Spectro Cloud Palette, Portworx by Everpure, Kubernetes management, VMware migration, VMware alternative, KubeVirt, VM modernization, stateful Kubernetes, persistent storage, container-native storage, Kubernetes data services, edge Kubernetes, edge computing at scale, AI infrastructure, GPU storage, disaster recovery, Kubernetes backup, PaletteAI, Kubernetes-as-a-Service, joint solution brief
Video: Shoptalk 2026 — retail in the age of AI, with AWS and Spectro Cloud
Videos

Video: Shoptalk 2026 — retail in the age of AI, with AWS and Spectro Cloud

retail edge AI, Shoptalk 2026, AWS retail, Spectro Cloud, edge computing retail, retail infrastructure, AI at the edge, Justin Swagler, Vidya Namasivayam, retail AI, AWS Consumer Industries, edge Kubernetes, retail technology, AWS partner, retail innovation, edge AI infrastructure, AI retail transformation, Shoptalk Spring 2026, retail digital transformation, edge cloud
AI
Edge Computing
retail edge AI, Shoptalk 2026, AWS retail, Spectro Cloud, edge computing retail, retail infrastructure, AI at the edge, Justin Swagler, Vidya Namasivayam, retail AI, AWS Consumer Industries, edge Kubernetes, retail technology, AWS partner, retail innovation, edge AI infrastructure, AI retail transformation, Shoptalk Spring 2026, retail digital transformation, edge cloud
How to stop wasting your GPUs and build secure self-service AI infra with MIG
Blogs

How to stop wasting your GPUs and build secure self-service AI infra with MIG

MIG, Multi-Instance GPU, GPU utilization, GPU partitioning, NVIDIA MIG, self-service AI infrastructure, GPU sharing, multi-tenancy, Kubernetes GPU, MSP, sovereign cloud, LLM inference, VRAM, GPU efficiency, Spectro Cloud, Palette, secure AI infrastructure, GPU scheduling, cost optimization, AI infrastructure
No items found.
MIG, Multi-Instance GPU, GPU utilization, GPU partitioning, NVIDIA MIG, self-service AI infrastructure, GPU sharing, multi-tenancy, Kubernetes GPU, MSP, sovereign cloud, LLM inference, VRAM, GPU efficiency, Spectro Cloud, Palette, secure AI infrastructure, GPU scheduling, cost optimization, AI infrastructure
Drive your clusters from your LLM: the Palette MCP server is here
Blogs

Drive your clusters from your LLM: the Palette MCP server is here

Palette MCP server, Model Context Protocol, MCP, LLM integration, Kubernetes management, AI agents, tech preview, Spectro Cloud Palette, cluster management, natural language operations, AI-driven operations, MCP protocol, LLM tooling, automation, Palette platform, generative AI, infrastructure management, AI clusters, MCP tech preview, conversational infrastructure
No items found.
Palette MCP server, Model Context Protocol, MCP, LLM integration, Kubernetes management, AI agents, tech preview, Spectro Cloud Palette, cluster management, natural language operations, AI-driven operations, MCP protocol, LLM tooling, automation, Palette platform, generative AI, infrastructure management, AI clusters, MCP tech preview, conversational infrastructure
Stories from the factory edge: real lessons scaling edge AI in manufacturing
Webinars

Stories from the factory edge: real lessons scaling edge AI in manufacturing

factory edge, manufacturing edge AI, industrial edge, VM modernization, legacy OT, software supply chain, Cyber Resilience Act, CRA, quality inspection, predictive maintenance, airgapped sites, edge Kubernetes, cloud-native manufacturing, CDW, Don Doyle, Kyle Jepson, Spectro Cloud, Palette, webinar
Edge Computing
AI
Virtual Machines
Security
Software supply chain
factory edge, manufacturing edge AI, industrial edge, VM modernization, legacy OT, software supply chain, Cyber Resilience Act, CRA, quality inspection, predictive maintenance, airgapped sites, edge Kubernetes, cloud-native manufacturing, CDW, Don Doyle, Kyle Jepson, Spectro Cloud, Palette, webinar
From commercial to combat-ready: AI infrastructure enables threat detection
Videos

From commercial to combat-ready: AI infrastructure enables threat detection

Domino, Domino Data Labs, AI infrastructure, defense AI, threat detection, mission-ready AI, combat-ready AI, edge AI, classified AI, federal AI, government AI, military AI, edge computing, tactical edge, national security, air-gapped AI, mission-critical AI, DoD AI, AI deployment, cloud to edge, scalable AI, Carahsoft
AI
Edge Computing
Public Sector
Partner
Domino, Domino Data Labs, AI infrastructure, defense AI, threat detection, mission-ready AI, combat-ready AI, edge AI, classified AI, federal AI, government AI, military AI, edge computing, tactical edge, national security, air-gapped AI, mission-critical AI, DoD AI, AI deployment, cloud to edge, scalable AI, Carahsoft
Accelerating ATO at the tactical edge
White papers

Accelerating ATO at the tactical edge

Authority to Operate, ATO acceleration, continuous ATO, cATO, tactical edge, Kubernetes at the tactical edge, Palette VerteX, ATO in a box, NIST 800-53 compliance, FIPS 140-3, Risk Management Framework, DevSecOps DoD, zero trust edge, disconnected operations, DDIL environments, edge AI military, Platform One, Tradewinds, DoD Kubernetes, government Kubernetes platform
Security
Edge Computing
Public Sector
Authority to Operate, ATO acceleration, continuous ATO, cATO, tactical edge, Kubernetes at the tactical edge, Palette VerteX, ATO in a box, NIST 800-53 compliance, FIPS 140-3, Risk Management Framework, DevSecOps DoD, zero trust edge, disconnected operations, DDIL environments, edge AI military, Platform One, Tradewinds, DoD Kubernetes, government Kubernetes platform
Why your well-governed infrastructure is still wasting 30% of your cloud budget (and how we’re working with Sedai to fix it)
Blogs

Why your well-governed infrastructure is still wasting 30% of your cloud budget (and how we’re working with Sedai to fix it)

Spectro Cloud, Sedai, Kubernetes optimization, Day 2 operations, cloud cost optimization, Palette, Cluster Profiles, autonomous optimization, FinOps, Kubernetes governance, infrastructure lifecycle, workload optimization, resource right-sizing, Sedai Smart Agent, platform engineering, Kubernetes stack, over-provisioning, configuration optimization, continuous optimization, cloud native integration
Partner
Cost
Day 2 ops
Spectro Cloud, Sedai, Kubernetes optimization, Day 2 operations, cloud cost optimization, Palette, Cluster Profiles, autonomous optimization, FinOps, Kubernetes governance, infrastructure lifecycle, workload optimization, resource right-sizing, Sedai Smart Agent, platform engineering, Kubernetes stack, over-provisioning, configuration optimization, continuous optimization, cloud native integration