AI Visibility Index · July 2026

Platform Engineering: Rancher, Backstage, Port lead the AI rankings

How visibly ChatGPT, Claude, Gemini & Grok recommend each platform engineering brand, across 11continuously re-polled “best X” leaderboards. Grades use the same A+–D scale as the brand checker; every ranking links to its full audit trail.

#	Brand	Grade	#1s	Podiums	Boards	Models	Best result
1	Rancher	A+	3	3	3	4/4	#1 · Kubernetes control planes for managing clusters across clouds
2	Backstage	A+	2	4	4	4/4	#1 · golden-path template tools for platform engineering teams
3	Port	A+	2	3	3	4/4	#1 · developer portals for self-service infrastructure provisioning
4	Argo CD	A+	2	2	3	4/4	#1 · GitOps tools for managing infrastructure and applications together
5	Karpenter	A+	2	2	2	4/4	#1 · Kubernetes autoscaling tool
6	Red Hat OpenShift	B	—	2	6	4/4	#2 · Kubernetes management platforms for multi-cluster operations
7	GKE Autopilot	B	—	2	5	4/4	#2 · Kubernetes control planes for managing clusters across clouds
8	Cortex	B	—	2	4	4/4	#3 · golden-path template tools for platform engineering teams
9	Spectro Cloud Palette	B	—	2	3	3/4	#3 · Kubernetes control planes for managing clusters across clouds
10	CAST AI	B	—	2	2	4/4	#2 · Kubernetes cluster autoscalers for cost optimization
11	Flux	B	—	2	2	4/4	#2 · GitOps tools for managing infrastructure and applications together
12	Roadie	B	—	1	4	4/4	#2 · service catalog tools for Backstage-based developer portals
13	Cluster Autoscaler	B	—	1	3	4/4	#3 · Kubernetes cluster autoscalers for cost optimization
14	Humanitec	B	—	1	3	4/4	#3 · developer portals for self-service infrastructure provisioning
15	Rancher Fleet	B	—	1	2	4/4	#3 · GitOps tools for multi-cluster Kubernetes deployments
16	KEDA	B	—	1	1	4/4	#2 · Kubernetes autoscaling tool
17	Crossplane	B	—	1	1	3/4	#3 · GitOps tools for managing infrastructure and applications together
18	SSpotify Portal	B	—	1	1	4/4	#3 · service catalog tools for Backstage-based developer portals
19	Harness	C	—	—	4	4/4	#5 · GitOps tools for managing infrastructure and applications together
20	Azure Arc	C	—	—	3	4/4	#5 · Kubernetes control planes for managing clusters across clouds
21	Atlassian Compass	D	—	—	2	1/4	#5 · internal developer platform
22	ScaleOps	C	—	—	2	2/4	#5 · Kubernetes autoscaling tool
23	Kratix	D	—	—	2	1/4	#6 · internal developer platform
24	VMware Tanzu Mission Control	D	—	—	2	1/4	#6 · multi-cluster Kubernetes management platform
25	CCluster API	D	—	—	2	1/4	#7 · Kubernetes control planes for managing clusters across clouds
26	OpsLevel	D	—	—	2	1/4	#7 · internal developer platform
27	Akuity	C	—	—	1	2/4	#4 · GitOps tools for multi-cluster Kubernetes deployments
28	RRed Hat Developer Hub	C	—	—	1	3/4	#4 · service catalog tools for Backstage-based developer portals
29	Spacelift	C	—	—	1	3/4	#4 · GitOps tools for managing infrastructure and applications together
30	SSpot Ocean	C	—	—	1	3/4	#4 · Kubernetes cluster autoscalers for cost optimization

+ 24 more ranked brands below the top 30.

Method: brands are rolled up by homepage domain and ranked by #1 finishes, podiums, then board coverage across this industry's leaderboards — data updated 2026-07-19. All industries → · Source: modelsagree.com · CC BY 4.0