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?MethodologyCross-vendor comparison

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38 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.

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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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38 of 38 assessments

8 assessed layersUpdated September 4, 2026
Portability24 components
Retained
2
Delegated
12
Ceded
10
Decision authority8 layers
Retained
0
Delegated
4
Ceded
3
Absent
1
8 assessed layersUpdated September 2, 2026
Portability38 components
Retained
3
Delegated
7
Ceded
28
Decision authority8 layers
Retained
0
Delegated
2
Ceded
6
Absent
0
8 assessed layersUpdated September 2, 2026
Portability32 components
Retained
4
Delegated
8
Ceded
20
Decision authority8 layers
Retained
0
Delegated
2
Ceded
6
Absent
0
8 assessed layersUpdated September 4, 2026
Portability36 components
Retained
0
Delegated
7
Ceded
29
Decision authority8 layers
Retained
1
Delegated
2
Ceded
4
Absent
1
8 assessed layersUpdated September 2, 2026
Portability41 components
Retained
2
Delegated
8
Ceded
31
Decision authority8 layers
Retained
0
Delegated
1
Ceded
7
Absent
0
8 assessed layersUpdated September 2, 2026
Portability36 components
Retained
2
Delegated
13
Ceded
21
Decision authority8 layers
Retained
1
Delegated
4
Ceded
3
Absent
0

Assessed Vendors

VendorStatusLayersLast UpdatedAssessment
Dell AI Factory with NVIDIAComplete8September 4, 2026Read assessment
HPE Private Cloud AIComplete8September 2, 2026Read assessment
AWS AI InfrastructureComplete8September 2, 2026Read assessment
VAST AI Operating SystemComplete8September 4, 2026Read assessment
Google Cloud AI InfrastructureComplete8September 2, 2026Read assessment
VMware Private AI CloudComplete8September 2, 2026Read assessment
Microsoft Azure AI InfrastructureComplete8September 2, 2026Read assessment
NVIDIA AI PlatformComplete8September 2, 2026Read assessment
IBM / Red Hat OpenShift AIComplete8September 4, 2026Read assessment
Oracle Cloud Infrastructure (OCI) AI InfrastructureComplete8September 2, 2026Read assessment
Cisco Secure AI Factory with NVIDIAComplete8September 2, 2026Read assessment
Palantir AIP + Foundry + ApolloComplete8September 2, 2026Read assessment
Kamiwaza AI Orchestration PlatformComplete8September 2, 2026Read assessment
Articul8 AI PlatformComplete8September 2, 2026Read assessment
CoreWeave AI CloudComplete8September 2, 2026Read assessment
Nutanix Cloud Platform with Enterprise AIComplete8September 2, 2026Read assessment
Databricks Data Intelligence PlatformComplete8September 4, 2026Read assessment
NetApp Intelligent Data InfrastructureComplete8September 2, 2026Read assessment
Intel AI Infrastructure PortfolioComplete8September 2, 2026Read assessment
Qlik (Cloud Analytics + Talend Cloud + Open Lakehouse)Complete8September 2, 2026Read assessment
Lenovo Hybrid AI Advantage with NVIDIAComplete8September 2, 2026Read assessment
Supermicro DCBBS & AI Data PlatformsComplete8September 2, 2026Read assessment
Salesforce (Agentforce 360 + Data 360 + Customer 360)Complete8September 2, 2026Read assessment
OpenAI (API Platform + ChatGPT Enterprise + Codex)Complete8September 2, 2026Read assessment
Anthropic (Claude Platform + Claude Enterprise + Claude Code)Complete8September 2, 2026Read assessment
AMD Instinct, EPYC & Enterprise AI SuiteComplete8September 2, 2026Read assessment
Perplexity (API Platform + Enterprise + Comet + Computer)Complete8September 2, 2026Read assessment
Mistral AIComplete8September 2, 2026Read assessment
Snowflake AI Data CloudComplete8September 4, 2026Read assessment
Elastic (Elasticsearch + Agent Builder + Security + Observability)Complete8September 4, 2026Read assessment
ServiceNow AI Platform (Now Assist + AI Control Tower + Workflow Data Fabric)Complete8September 5, 2026Read assessment
SAP Business AI Platform (Joule + Business Data Cloud + BTP)Complete8September 5, 2026Read assessment
Cohere (Command + Embed + Rerank + North)Complete8September 5, 2026Read assessment
MongoDB (Atlas + Enterprise Advanced + Community + Voyage AI)Complete8September 5, 2026Read assessment
Cloudflare (Workers AI + AI Gateway + Agents SDK + Developer Platform)Complete8September 5, 2026Read assessment
Cloudera (Anywhere Cloud + Data Services + Cloudera AI)Complete8September 5, 2026Read assessment
SUSE (Rancher Prime + SUSE AI + SUSE AI Factory with NVIDIA + SLES 16)Complete8September 5, 2026Read assessment
Redis (Redis Cloud + Redis Software + Redis Open Source + Redis Iris)Complete8September 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
strong
moderate
gap
partner
4+1 Layer AI Infrastructure Model · Vendor Assessment Series · The CTO Advisor LLC (DBA The Advisor Bench) · thectoadvisor.com