IT AI Index
Edition 01 · September 2026

5,374 products from 4,574 vendors

Every product the twelve models named in the September 2026 Edition, and every product in the vendor table they did not. 841 carry enough labels to rank, 4,027 were named too few times to rank and are shown with their labels counted exactly, and 506 were not named in any answer in the categories they belong to. A vendor can claim its page free; claiming changes nothing in the data. A product the table is missing can be proposed for the next edition.

All products

5,374 products · 841 ranked
Showing, ordered by
Product · categoriesBest standingFirst choicesLabelsModelsAll twelve unless noted
GitHub CopilotAI coding 95%in AI codingEnterpriseConsensus
95209
GitHub ActionsCI/CDIaC 93%in CI/CDSmall businessClear leader
81180
Huntress Managed EDRMDREDREndpoint protectionXDR 88%in MDRSmall businessClear leader
82240
SentryError monitoringAPMObservabilityIncidents 82%in Error monitoringMid-marketClear leader
101270
Google BigQueryData warehousesETL 80%in Data warehousesSmall businessClear leader
64208
GitHubSource controlCI/CD 78%in Source controlSmall businessClear leader
106242
Microsoft IntuneUEMPatchingITAMZTNA 78%in UEMEnterpriseClear leader
84253
MongoDBNoSQL 77%in NoSQLSmall businessClear leader
96206
HashiCorp VaultSecretsPAMPassword managersContainer security 75%in SecretsEnterpriseClear leader
50231
SnowflakeData warehousesETLML platforms 72%in Data warehousesEnterpriseClear leader
55209
SemgrepSASTSCAVuln management 70%in SASTSmall businessClear leader
55183
Action1PatchingRMMUEMVuln management 68%in PatchingSmall businessClear leader
59182
KnowBe4Awareness trainingEmail security 65%in Awareness trainingEnterpriseClear leader
59182
Microsoft Defender XDRXDREDRAwareness training 63%in XDRMid-marketClear leader
52163
ServiceNow IT Asset ManagementITAM 62%in ITAMEnterpriseClear leader
29121
Recorded FutureThreat intel 61%in Threat intelEnterpriseClear leader
32138
Fortinet FortiGateFirewallsZTNA 61%in FirewallsMid-marketClear leader
59110
Kong GatewayAPI gatewaysAPI management 61%in API gatewaysMid-marketClear leader
99405
NinjaOneRMMPatchingUEMITAMBackup and DRITSM+1 more 61%in RMMEnterpriseClear leader
80407
Backblaze B2Object storageBackup and DR 60%in Object storageSmall businessClear leader
54157
Confluent CloudStreamingETL 60%in StreamingEnterpriseClear leader
53158
IntruderASMVuln managementPTaaS 59%in ASMMid-marketClear leader
87184
LaunchDarklyFeature flags 59%in Feature flagsEnterpriseClear leader
42180
FreshserviceITSMITAMIncidents 58%in ITSMMid-marketClear leader
61255
WizCNAPPCSPMContainer securityVuln managementASMDLP 58%in CSPMEnterpriseClear leader
111523
TerraformIaC 58%in IaCEnterpriseClear leader
89220
CyberArkIGAPAMSecretsPassword managers 58%in PAMEnterpriseClear leader
24180
Amazon Web ServicesCloud hostingManaged databases 57%in Cloud hostingEnterpriseClear leader
44173
CoroXDRDLPEmail security 57%in XDRSmall businessClear leader
298811 of 12
Cloudflare OneZTNASASE 54%in SASESmall businessClear leader
86237
Checkmarx OneSAST 54%in SASTEnterpriseClear leader
26141
VantageFinOps 54%in FinOpsMid-marketClear leader
59138
PineconeVector databasesNoSQL 53%in Vector databasesEnterpriseClear leader
39190
UpGuardTPRMThreat intelVuln management 53%in TPRMMid-marketClear leader
53144
Microsoft Purview DLPDLP 52%in DLPEnterpriseClear leader
57161
PagerDutyIncidentsInfra monitoring 50%in IncidentsEnterpriseClear leader
35186
Zscaler Private AccessZTNASASE 50%in ZTNAEnterpriseClear leader
2195
BitwardenPassword managersMFAPAM 49%in Password managersMid-marketClear leader
59204
TinesSOAR 49%in SOARSmall businessClear leader
46124
FivetranETL 49%in ETLEnterpriseClear leader
41159
JumpCloudWorkforce identityUEMIGAMFAPAMCIAM+1 more 48%in Workforce identitySmall businessClear leader
47247
VantaCompliance automationGRCTPRMASM 48%in Compliance automationEnterpriseClear leader
91408
Microsoft Entra IDWorkforce identityMFAPAMCIAMIGAZTNA+2 more 47%in Workforce identityEnterpriseClear leader
120385
Auth0CIAMWorkforce identityMFAIGA 47%in CIAMEnterpriseClear leader
47239
ServiceNowITSMIncidentsTPRMOrchestrationFinOps 47%in ITSMEnterpriseClear leader
23235
pgvectorVector databases 46%in Vector databasesSmall businessClear leader
49160
DopplerSecrets 46%in SecretsSmall businessClear leader
47155
LiteLLMLLM gatewaysAPI gateways 46%in LLM gatewaysSmall businessClear leader
55166
Cisco Catalyst SD-WANSD-WANSASE 45%in SD-WANEnterpriseClear leader
29116
Rapid7 InsightVMVuln managementASMCSPM 45%in Vuln managementMid-marketClear leader
25109
IBM Apptio CloudabilityFinOps 45%in FinOpsEnterpriseClear leader
20113
Cisco DuoMFAWorkforce identityZTNAIGA 45%in MFASmall businessClear leader
67209
CobaltPTaaS 44%in PTaaSMid-marketClear leader
36108
Microsoft Defender for Office 365Email security 44%in Email securitySmall businessClear leader
57158
GitLab CI/CDCI/CD 44%in CI/CDEnterpriseClear leader
37196
Microsoft Defender for EndpointEDREndpoint protectionXDRVuln managementRMM 43%in Endpoint protectionEnterpriseClear leader
61216
ZuploAPI gatewaysAPI management 43%in API gatewaysSmall businessClear leader
57149
ConfigCatFeature flags 43%in Feature flagsSmall businessClear leader
35113
1PasswordPassword managersSecretsMFAPAM 42%in Password managersMid-marketClear leader
62289
Fortinet Secure SD-WANSD-WANSASE 41%in SD-WANMid-marketClear leader
45176
Microsoft SentinelSIEMSOARLogsMDR 41%in SIEMMid-marketClear leader
54268
Snipe-ITITAM 41%in ITAMSmall businessClear leader
31110
Proofpoint Email ProtectionEmail security 40%in Email securityEnterpriseClear leader
26158
DigitalOceanCloud hosting 40%in Cloud hostingSmall businessClear leader
25103
Cisco Meraki SD-WANSD-WANFirewalls 40%in SD-WANSmall businessContested
32106
NetSPIPTaaS 40%in PTaaSEnterpriseContested
2063
TrivySCAContainer securityCNAPPVuln managementSAST 40%in SCAMid-marketContested
61225
Cortex XSOARSOAR 40%in SOAREnterpriseContested
18142
OpenTofuIaC 39%in IaCMid-marketClear leader
52135
DigitalOcean KubernetesManaged Kubernetes 39%in Managed KubernetesSmall businessContested
33113
Google Kubernetes EngineManaged Kubernetes 39%in Managed KubernetesMid-marketContested
51184
Arctic Wolf Managed Detection and ResponseMDR 39%in MDRMid-marketContested
26115
QdrantVector databases 37%in Vector databasesMid-marketContested
44179
Acronis Cyber ProtectBackup and DRRMMEDRPatchingEmail securityXDR 37%in Backup and DRSmall businessContested
2296
CrowdStrike Falcon CompleteMDREndpoint protection 37%in MDREnterpriseContested
1693
DrataCompliance automationGRCTPRMASMCSPM 37%in Compliance automationMid-marketContested
48311
ApigeeAPI gatewaysAPI management 36%in API gatewaysEnterpriseClear leader
32276
AirbyteETLOrchestration 36%in ETLSmall businessContested
37162
AkamaiCDNWAFSASE 35%in CDNEnterpriseClear leader
19194
Cloudflare WAFWAF 34%in WAFMid-marketClear leader
2861
Hook SecurityAwareness training 34%in Awareness trainingSmall businessContested
1955
Better StackLogsIncidentsError monitoringObservabilityInfra monitoring 34%in LogsSmall businessContested
4821311 of 12
Snyk Open SourceSCA 33%in SCASmall businessContested
25144
Amazon RDSManaged databases 32%in Managed databasesMid-marketContested
46164
GrafanaObservabilityInfra monitoringAPMFinOps 32%in ObservabilitySmall businessContested
42244
TwingateZTNAFirewalls 31%in ZTNASmall businessClear leader
25124
Palo Alto Networks Prisma SASESASE 31%in SASEEnterpriseContested
1398
AteraRMMPatchingUEMITSMEndpoint protectionITAM 30%in RMMSmall businessContested
27222
Amazon AuroraManaged databases 30%in Managed databasesEnterpriseContested
2485
Amazon S3Object storageBackup and DR 30%in Object storageEnterpriseContested
19169
incident.ioIncidents 30%in IncidentsSmall businessContested
34141
RedpandaStreaming 30%in StreamingSmall businessContested
29146
Bar is the best standing's share, 0 to 100Categories are the product's own; six are shown and the rest open the product page.
All 5,374 products.
Best standing is the product's largest first-choice share in any one category and buyer segment, each computed within its segment and never pooled. First choices, labels and models count every segment. Ranked means at least 10 labels in a category or a top-five place. Vendor table vv2026-09.2. Missing a product?