Dell AI Factory with NVIDIA
Complete- Retained
- 3
- Delegated
- 10
- Ceded
- 14
- Retained
- 4
- Delegated
- 3
- Ceded
- 1
- Absent
- 2
Layer2C is an independent AI infrastructure assessment resource from The CTO Advisor LLC. It evaluates AI infrastructure vendors using the 4+1 Layer AI Infrastructure Model across compute and network fabric, data storage and governance, context management and retrieval, data movement and pipelines, infrastructure orchestration, application runtime and execution, agentic infrastructure and the reasoning plane, and the AI application layer. Each component is scored for portability using the Decision Authority Placement Model (DAPM): Retained, Delegated, or Ceded. Each layer also carries a decision-authority reading: who makes the runtime tradeoff, and whether you can see it and override it.
Full plain-text data: llms.txt (index) and llms-full.txt (complete assessments). Overview: What Is Layer 2C? — Methodology — Cross-vendor comparison
51 vendor assessments across the 4+1 Layer AI Infrastructure Model.
Layer2C helps enterprise technology leaders evaluate where AI infrastructure vendors actually operate — across compute, data, orchestration, runtime, reasoning, and applications — and where your organization still owns governance, cost, evidence, and accountability.
Each assessment maps vendor capabilities against the 4+1 Layer AI Infrastructure Model and scores every component on portability using the Decision Authority Placement Model (DAPM): Retained, Delegated, or Ceded, and reads every layer for decision authority (who decides, visible, overridable; Absent where nothing is offered). Learn more at thectoadvisor.com.
Decision Authority Placement Model (DAPM): Retained, Delegated, Ceded. Portability counts components. Decision authority counts layers, including Absent where nothing is offered or inherited. These are profiles, not vendor scores.
Choose a focus layer and capability status to find matching assessments. Every card keeps its complete layer profile.
51 of 51 assessments
| Vendor | Status | Layers | Last Updated | Assessment |
|---|---|---|---|---|
| Dell AI Factory with NVIDIA | Complete | 10 | October 19, 2026 | Read assessment |
| HPE Private Cloud AI | Complete | 10 | October 19, 2026 | Read assessment |
| AWS AI Infrastructure | Complete | 10 | October 19, 2026 | Read assessment |
| VAST AI Operating System | Complete | 10 | October 19, 2026 | Read assessment |
| Google Cloud AI Infrastructure | Complete | 10 | October 19, 2026 | Read assessment |
| VMware Private AI Cloud | Complete | 10 | October 19, 2026 | Read assessment |
| Microsoft Azure AI Infrastructure | Complete | 10 | October 19, 2026 | Read assessment |
| NVIDIA AI Platform | Complete | 10 | October 19, 2026 | Read assessment |
| IBM (watsonx + IBM Storage + Confluent + Power/Z) | Complete | 10 | October 19, 2026 | Read assessment |
| Red Hat (OpenShift AI + RHEL AI + Ansible) | Complete | 10 | October 19, 2026 | Read assessment |
| Oracle Cloud Infrastructure (OCI) AI Infrastructure | Complete | 10 | October 19, 2026 | Read assessment |
| Cisco Secure AI Factory with NVIDIA | Complete | 10 | October 19, 2026 | Read assessment |
| Palantir AIP + Foundry + Apollo | Complete | 10 | October 19, 2026 | Read assessment |
| Kamiwaza AI Orchestration Platform | Complete | 10 | October 19, 2026 | Read assessment |
| Articul8 AI Platform | Complete | 10 | October 19, 2026 | Read assessment |
| CoreWeave AI Cloud | Complete | 10 | October 19, 2026 | Read assessment |
| Nutanix Cloud Platform with Enterprise AI | Complete | 10 | October 19, 2026 | Read assessment |
| Databricks Data Intelligence Platform | Complete | 10 | October 19, 2026 | Read assessment |
| NetApp Intelligent Data Infrastructure | Complete | 10 | October 19, 2026 | Read assessment |
| Intel AI Infrastructure Portfolio | Complete | 10 | October 19, 2026 | Read assessment |
| Qlik (Cloud Analytics + Talend Cloud + Open Lakehouse) | Complete | 10 | October 19, 2026 | Read assessment |
| Lenovo Hybrid AI Advantage with NVIDIA | Complete | 10 | October 19, 2026 | Read assessment |
| Supermicro DCBBS & AI Data Platforms | Complete | 10 | October 19, 2026 | Read assessment |
| Salesforce (Agentforce 360 + Data 360 + Customer 360) | Complete | 10 | October 19, 2026 | Read assessment |
| OpenAI (API Platform + ChatGPT Enterprise + Codex) | Complete | 10 | October 19, 2026 | Read assessment |
| Anthropic (Claude Platform + Claude Enterprise + Claude Code) | Complete | 10 | October 19, 2026 | Read assessment |
| AMD Instinct, EPYC & Enterprise AI Suite | Complete | 10 | October 19, 2026 | Read assessment |
| Perplexity (API Platform + Enterprise + Comet + Computer) | Complete | 10 | October 19, 2026 | Read assessment |
| Mistral AI | Complete | 10 | October 19, 2026 | Read assessment |
| Snowflake AI Data Cloud | Complete | 10 | October 19, 2026 | Read assessment |
| Elastic (Elasticsearch + Agent Builder + Security + Observability) | Complete | 10 | October 19, 2026 | Read assessment |
| ServiceNow AI Platform (Now Assist + AI Control Tower + Workflow Data Fabric) | Complete | 10 | October 19, 2026 | Read assessment |
| SAP Business AI Platform (Joule + Business Data Cloud + BTP) | Complete | 10 | October 19, 2026 | Read assessment |
| Cohere (Command + Embed + Rerank + North) | Complete | 10 | October 19, 2026 | Read assessment |
| MongoDB (Atlas + Enterprise Advanced + Community + Voyage AI) | Complete | 10 | October 19, 2026 | Read assessment |
| Cloudflare (Workers AI + AI Gateway + Agents SDK + Developer Platform) | Complete | 10 | October 19, 2026 | Read assessment |
| Cloudera (Anywhere Cloud + Data Services + Cloudera AI) | Complete | 10 | October 19, 2026 | Read assessment |
| SUSE (Rancher Prime + SUSE AI + SUSE AI Factory with NVIDIA + SLES 16) | Complete | 10 | October 19, 2026 | Read assessment |
| Redis (Redis Cloud + Redis Software + Redis Open Source + Redis Iris) | Complete | 10 | October 19, 2026 | Read assessment |
| Dataiku (DSS 15 + LLM Mesh + Agent Hub + Govern + Dataiku Cloud) | Complete | 10 | October 19, 2026 | Read assessment |
| Confluent, an IBM company (Confluent Cloud + Confluent Platform + Confluent Private Cloud + WarpStream + Confluent Intelligence) | Complete | 10 | October 19, 2026 | Read assessment |
| Hugging Face (Hub + Team and Enterprise Plans + Storage Buckets + Inference Endpoints + Inference Providers + Jobs + Spaces + the Open-Source Libraries) | Complete | 10 | October 19, 2026 | Read assessment |
| Everpure, formerly Pure Storage (Everpure Platform: FlashArray + FlashBlade + Purity + Fusion + Pure1 + Evergreen + Portworx + Data Intelligence + Data Stream) | Complete | 10 | October 19, 2026 | Read assessment |
| WEKA (NeuralMesh + NeuralMesh Axon + WEKApod + Augmented Memory Grid + the WEKA Operator, CSI Plugin, App Store, and AI Data Platform) | Complete | 10 | October 19, 2026 | Read assessment |
| Cerebras Systems (CS-3 and CS-4 Systems + Cerebras Cloud Inference and Training + the Model Zoo) | Complete | 10 | October 19, 2026 | Read assessment |
| Nebius (Nebius AI Cloud: GPU Compute, Managed Kubernetes and Soperator, Storage, Virtual Networks + Token Factory Inference and Fine-Tuning + the Applications Marketplace) | Complete | 10 | October 19, 2026 | Read assessment |
| Groq (GroqCloud on the LPU + Compound + Server-Side Web Retrieval; Independent Under a Non-Exclusive NVIDIA Technology License) | Complete | 10 | October 19, 2026 | Read assessment |
| IBM Cloud | Complete | 10 | October 19, 2026 | Read assessment |
| DDN (EXAScaler on AI400X Appliances + Infinia + the NIXL KV-Cache Backend + the EXAScaler and Infinia CSI Drivers) | Complete | 10 | October 19, 2026 | Read assessment |
| Nokia | Complete | 10 | October 19, 2026 | Read assessment |
| Arista | Complete | 10 | October 19, 2026 | Read assessment |
| VENDOR | 0A Compute | 0B Fabric | 0C Storage | 1A Data | 1B Retrieval | 1C Pipelines | 2A Orchestration | 2B Runtime | 2C Reasoning | L3(+1) Applications |
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| Arista |