Independent assessments by The Advisor Bench

Layer2C — AI Infrastructure Vendor Assessments

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

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47 vendor assessments across the 4+1 Layer AI Infrastructure Model.

About the assessments

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.

What is the 4+1 Layer Model?·How to read these assessments·Compare all vendors side by side

Vendor assessments

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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.

Capability:StrongModerateGapPartner
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47 of 47 assessments

8 assessed layersUpdated October 5, 2026
Portability24 components
Retained
2
Delegated
12
Ceded
10
Decision authority8 layers
Retained
4
Delegated
3
Ceded
0
Absent
1
8 assessed layersUpdated October 5, 2026
Portability39 components
Retained
3
Delegated
7
Ceded
29
Decision authority8 layers
Retained
1
Delegated
3
Ceded
4
Absent
0
8 assessed layersUpdated October 5, 2026
Portability36 components
Retained
7
Delegated
8
Ceded
21
Decision authority8 layers
Retained
2
Delegated
4
Ceded
2
Absent
0
8 assessed layersUpdated October 5, 2026
Portability34 components
Retained
0
Delegated
5
Ceded
29
Decision authority8 layers
Retained
2
Delegated
2
Ceded
3
Absent
1
8 assessed layersUpdated October 5, 2026
Portability49 components
Retained
4
Delegated
11
Ceded
34
Decision authority8 layers
Retained
1
Delegated
3
Ceded
4
Absent
0
8 assessed layersUpdated October 5, 2026
Portability32 components
Retained
2
Delegated
11
Ceded
19
Decision authority8 layers
Retained
1
Delegated
5
Ceded
1
Absent
1

Assessed Vendors

VendorStatusLayersLast UpdatedAssessment
Dell AI Factory with NVIDIAComplete8October 5, 2026Read assessment
HPE Private Cloud AIComplete8October 5, 2026Read assessment
AWS AI InfrastructureComplete8October 5, 2026Read assessment
VAST AI Operating SystemComplete8October 5, 2026Read assessment
Google Cloud AI InfrastructureComplete8October 5, 2026Read assessment
VMware Private AI CloudComplete8October 5, 2026Read assessment
Microsoft Azure AI InfrastructureComplete8October 5, 2026Read assessment
NVIDIA AI PlatformComplete8October 5, 2026Read assessment
IBM (watsonx + IBM Storage + Confluent + Power/Z)Complete8October 5, 2026Read assessment
Red Hat (OpenShift AI + RHEL AI + Ansible)Complete8October 5, 2026Read assessment
Oracle Cloud Infrastructure (OCI) AI InfrastructureComplete8October 5, 2026Read assessment
Cisco Secure AI Factory with NVIDIAComplete8October 5, 2026Read assessment
Palantir AIP + Foundry + ApolloComplete8October 5, 2026Read assessment
Kamiwaza AI Orchestration PlatformComplete8October 5, 2026Read assessment
Articul8 AI PlatformComplete8October 5, 2026Read assessment
CoreWeave AI CloudComplete8October 5, 2026Read assessment
Nutanix Cloud Platform with Enterprise AIComplete8October 5, 2026Read assessment
Databricks Data Intelligence PlatformComplete8October 5, 2026Read assessment
NetApp Intelligent Data InfrastructureComplete8October 5, 2026Read assessment
Intel AI Infrastructure PortfolioComplete8October 5, 2026Read assessment
Qlik (Cloud Analytics + Talend Cloud + Open Lakehouse)Complete8October 5, 2026Read assessment
Lenovo Hybrid AI Advantage with NVIDIAComplete8October 5, 2026Read assessment
Supermicro DCBBS & AI Data PlatformsComplete8October 5, 2026Read assessment
Salesforce (Agentforce 360 + Data 360 + Customer 360)Complete8October 5, 2026Read assessment
OpenAI (API Platform + ChatGPT Enterprise + Codex)Complete8September 2, 2026Read assessment
Anthropic (Claude Platform + Claude Enterprise + Claude Code)Complete8October 5, 2026Read assessment
AMD Instinct, EPYC & Enterprise AI SuiteComplete8October 5, 2026Read assessment
Perplexity (API Platform + Enterprise + Comet + Computer)Complete8October 5, 2026Read assessment
Mistral AIComplete8October 5, 2026Read assessment
Snowflake AI Data CloudComplete8October 5, 2026Read assessment
Elastic (Elasticsearch + Agent Builder + Security + Observability)Complete8October 5, 2026Read assessment
ServiceNow AI Platform (Now Assist + AI Control Tower + Workflow Data Fabric)Complete8October 5, 2026Read assessment
SAP Business AI Platform (Joule + Business Data Cloud + BTP)Complete8October 5, 2026Read assessment
Cohere (Command + Embed + Rerank + North)Complete8October 5, 2026Read assessment
MongoDB (Atlas + Enterprise Advanced + Community + Voyage AI)Complete8October 5, 2026Read assessment
Cloudflare (Workers AI + AI Gateway + Agents SDK + Developer Platform)Complete8October 5, 2026Read assessment
Cloudera (Anywhere Cloud + Data Services + Cloudera AI)Complete8October 5, 2026Read assessment
SUSE (Rancher Prime + SUSE AI + SUSE AI Factory with NVIDIA + SLES 16)Complete8October 5, 2026Read assessment
Redis (Redis Cloud + Redis Software + Redis Open Source + Redis Iris)Complete8October 5, 2026Read assessment
Dataiku (DSS 15 + LLM Mesh + Agent Hub + Govern + Dataiku Cloud)Complete8September 10, 2026Read assessment
Confluent, an IBM company (Confluent Cloud + Confluent Platform + Confluent Private Cloud + WarpStream + Confluent Intelligence)Complete8October 5, 2026Read assessment
Hugging Face (Hub + Team and Enterprise Plans + Storage Buckets + Inference Endpoints + Inference Providers + Jobs + Spaces + the Open-Source Libraries)Complete8October 5, 2026Read assessment
Everpure, formerly Pure Storage (Everpure Platform: FlashArray + FlashBlade + Purity + Fusion + Pure1 + Evergreen + Portworx + Data Intelligence + Data Stream)Complete8October 5, 2026Read assessment
WEKA (NeuralMesh + NeuralMesh Axon + WEKApod + Augmented Memory Grid + the WEKA Operator, CSI Plugin, App Store, and AI Data Platform)Complete8October 5, 2026Read assessment
Cerebras Systems (CS-3 and CS-4 Systems + Cerebras Cloud Inference and Training + the Model Zoo)Complete8October 5, 2026Read assessment
Nebius (Nebius AI Cloud: GPU Compute, Managed Kubernetes and Soperator, Storage, Virtual Networks + Token Factory Inference and Fine-Tuning + the Applications Marketplace)Complete8October 5, 2026Read assessment
Groq (GroqCloud on the LPU + Compound + Server-Side Web Retrieval; Independent Under a Non-Exclusive NVIDIA Technology License)Complete8October 5, 2026Read assessment
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Part of the Layer2C research system · System map

■ Layer-by-Layer Status

VENDOR
L0
Compute
1A
Storage
1B
Retrieval
1C
Pipelines
2A
Orchestration
2B
Runtime
2C
Reasoning
L3(+1)
Applications
Dell
HPE
AWS
VAST
Google Cloud
VMware
Microsoft Azure
NVIDIA
IBM
Red Hat
Oracle Cloud
Cisco
Palantir
Kamiwaza
Articul8
CoreWeave
Nutanix
Databricks
NetApp
Intel
Qlik
Lenovo
Supermicro
Salesforce
OpenAI
Anthropic
AMD
Perplexity
Mistral AI
Snowflake
Elastic
ServiceNow
SAP
Cohere
MongoDB
Cloudflare
Cloudera
SUSE
Redis
Dataiku
Confluent
Hugging Face
Everpure
WEKA
Cerebras
Nebius
Groq
strong
moderate
gap
partner
4+1 Layer AI Infrastructure Model · Vendor Assessment Series · The CTO Advisor LLC (DBA The Advisor Bench) · thectoadvisor.com