Top Service Mesh Brands by AI Memory Score

Ranked by AI Visibility Score across 10 AI platforms

Microservices communication layer

77 brands measured using consensus sampling methodology

👑

Category Monster Rankings

Brands that own AI recommendations in Service Mesh

🏆
Category Monster
Service Mesh Interface
service-mesh.io
95%
AI Visibility Score
5/10 models
Category Monster rankings based on AI Visibility Score • week_2025_50
Rank
Brand
AI Memory Score
Model Coverage
Consensus
1
Service Mesh Interface
service-mesh.io
95%
5/10
100%
2
Service Mesh Interface
servicemesh.io
95%
5/10
100%
3
Linkerd 2
linkerd2.readthedocs.io
95%
9/10
100%
4
Service Mesh Interface
servicemeshinterface.github.io
95%
3/10
100%
5
Aspen Mesh
aspnetmesh.com
95%
8/10
99%
6
Linkerd 2
linkerd2.io
94%
10/10
90%
7
Tetrate
tetratelabs.io
94%
9/10
93%
8
AWS App Mesh
appmesh.aws
93%
9/10
89%
9
Open Service Mesh
osm.community
92%
8/10
78%
10
Gloo Mesh
solo.io
91%
9/10
89%
11
AWS App Mesh
appmesh.amazonaws.com
91%
10/10
87%
12
Istio
istio.io
90%
10/10
89%
13
Flomesh
flomesh.io
89%
6/10
91%
14
Aspen Mesh
aspendotnet.com
89%
7/10
72%
15
Oracle
oracle.com
88%
7/10
69%
16
Aspen Mesh
aspenmesh.com
88%
10/10
69%
17
Service Mesh Interface (SMI)
smi-spec.io
86%
7/10
68%
18
Envoy
getenvoy.io
86%
4/10
96%
19
Kubernetes Native Service Mesh
k8s.io
85%
7/10
65%
20
VMware Tanzu Service Mesh
docs.vmware.com
84%
8/10
63%
21
Maesh
containo.io
83%
4/10
63%
22
Linkerd
linkerd.io
83%
10/10
84%
23
Cisco Systems
Cisco.com
82%
4/10
49%
24
Service Mesh Hub
servicemeshhub.io
82%
5/10
42%
25
Kong
kong.com
81%
5/10
83%
26
HashiCorp
hashiCorp.com
81%
8/10
77%
27
Greymatter.io
greymatter.io
79%
4/10
70%
28
Microsoft Dapr
aspendotnet.microsoft.com
79%
5/10
72%
29
Layer5
layer5.io
78%
7/10
53%
30
Ambassador (now Emissary-ingress)
emissary-ingress.io
78%
4/10
85%
31
Consul
consul.io
77%
10/10
82%
32
Google Analytics
google.com
77%
3/10
66%
33
ServiceComb
servicecomb.io
77%
9/10
77%
34
Datawire
datawire.io
76%
7/10
71%
35
Gloo
gloo.solo.io
75%
6/10
44%
36
Microservices.io
microservices.io
75%
4/10
72%
37
KrakenD
krakenhq.com
75%
4/10
82%
38
Nacos
nacos.io
74%
4/10
76%
39
Ambassador Edge Stack
getambassador.io
73%
6/10
85%
40
KrakenD
krakend.io
72%
3/10
77%
41
Express Gateway
express-gateway.io
71%
4/10
89%
42
Envoy
envoyproxy.io
70%
9/10
66%
43
HashiCorp Consul
hashicorp.com
69%
10/10
52%
44
Traefik Mesh
traefik.io
69%
10/10
63%
45
KubeMQ
kubemq.io
69%
3/10
90%
46
KrakenD
krakenD.io
68%
3/10
77%
47
Open Service Mesh
openservicemesh.io
68%
10/10
50%
48
Maesh
containo.us
67%
3/10
50%
49
Gravitee.io
gravitee.io
66%
4/10
95%
50
Apache APISIX
apisix.apache.org
66%
7/10
79%
51
NGINX Service Mesh
nginx.com
66%
10/10
56%
52
Meshery
meshery.io
66%
6/10
60%
53
Aspen Mesh
aspenmesh.io
65%
10/10
46%
54
Red Hat OpenShift
openshift.com
65%
8/10
46%
55
Service Proxy
serviceproxy.io
65%
3/10
82%
56
Avi Networks
avinetworks.com
65%
3/10
80%
57
Network Service Mesh
networkservicemesh.io
65%
8/10
43%
58
Kong
konghq.com
62%
9/10
59%
59
Maesh
maesh.io
61%
6/10
40%
60
Kuma
kuma.io
60%
10/10
66%
61
Citrix
citrix.com
59%
5/10
54%
62
Solo.io Gloo Mesh
Solo.io
59%
10/10
52%
63
Traefik Labs
traefiklabs.com
58%
8/10
73%
64
Isovalent
isovalent.com
57%
3/10
79%
65
Tetrate
tetrate.io
57%
10/10
48%
66
Kiali
kiali.io
56%
4/10
46%
67
AWS Step Functions
aws.amazon.com
56%
10/10
61%
68
Cilium
cilium.io
53%
9/10
47%
69
Google Cloud Workflows
cloud.google.com
50%
9/10
53%
70
Red Hat
redhat.com
46%
7/10
57%
71
VMware
vmware.com
46%
6/10
64%
72
Buoyant
buoyant.io
44%
8/10
62%
73
Microsoft
Microsoft.com
44%
3/10
59%
74
Azure DevOps
azure.microsoft.com
41%
5/10
68%
75
F5 Networks
f5.com
40%
6/10
68%
76
Cisco
cisco.com
38%
4/10
68%
77
Tigera Secure
tigera.io
36%
3/10
47%

Related Categories

Data from LLMPageRank.com • Methodology: consensus sampling across 10 AI platforms • Updated weekly

AI memory score reflects how often brands appear in AI model recommendations. Model coverage indicates contextual emergence across platforms. Consensus measures prompt affinity agreement between models.