What AI assistants actually recommend when buyers ask about self-hosted sso and identity management — measured weekly across 5 engines, published as open data.
Updated 2026-08-02 · 73 sampled answers · rolling 4-week window · methodology
Rankings are measured from sampled AI answers — never editorial, never paid. Orbator builds AI-visibility tooling; when Orbator itself appears in any category, it is measured by the same rules as everyone else.
Sample: 73 AI answers · Window: Jul 5, 2026 – Aug 2, 2026 (4-week rolling) · trend vs prior 4 weeks (21 answers)
Across 73 sampled AI answers from 5 engines, Keycloak is recommended most often — appearing in 93.2% of recommendations, followed by Authentik (79.5%) and Authelia (54.8%).
This is a measurement of share of voice across 5 AI engines — not an editorial pick. See the full ranking below.
| # | Product | Share | Trend | Engines | |
|---|---|---|---|---|---|
| 1 | Keycloak keycloak.org | 93.2% 95% CI 84.9–97% 68 mentions · avg pos 2.6 first pick 61.8% | — | GROK 100%GEMINI 96.3%CHATGPT 100%CLAUDE 85.7%PERPLEXITY 88.9% | Claim |
| 2 | Authentik goauthentik.io Best for: AI recommends Authentik most when buyers ask “best open-source identity provider for SAML and OIDC authentication on-premise” (92.3% of those answers) | 79.5% 95% CI 68.8–87.1% 58 mentions · avg pos 6.2 first pick 6.9% | — | GROK 100%GEMINI 81.5%CHATGPT 100%CLAUDE 71.4%PERPLEXITY 70.4% | Claim |
| 3 | Authelia Best for: AI recommends Authelia most when buyers ask “best self-hosted SSO solution for a company that needs single sign-on without sending auth data to the cloud” (100% of those answers) | 54.8% 95% CI 43.4–65.7% 40 mentions · avg pos 11 first pick 0% | — | GROK 80%GEMINI 48.1%CHATGPT 71.4%CLAUDE 28.6%PERPLEXITY 59.3% | Claim |
| 4 | Gluu gluu.org Best for: AI recommends Gluu most when buyers ask “open-source SSO alternatives to expensive enterprise identity and access management platforms” (92.3% of those answers) | 52.1% 95% CI 40.8–63.1% 38 mentions · avg pos 9.5 first pick 5.3% | — | GROK 80%GEMINI 81.5%CHATGPT 42.9%CLAUDE 14.3%PERPLEXITY 29.6% | Claim |
| 5 | Active Directory Best for: AI recommends Active Directory most when buyers ask “how do I set up a self-hosted identity provider that supports MFA and directory sync” (92.3% of those answers) | 46.6% 95% CI 35.6–57.9% 34 mentions · avg pos 7.2 first pick 14.7% | — | GROK 100%GEMINI 51.9%CHATGPT 85.7%CLAUDE 14.3%PERPLEXITY 29.6% | Claim |
| 6 | Zitadel Best for: AI recommends Zitadel most when buyers ask “open-source SSO alternatives to expensive enterprise identity and access management platforms” (69.2% of those answers) | 46.6% 95% CI 35.6–57.9% 34 mentions · avg pos 8.9 first pick 2.9% | — | GROK 80%GEMINI 48.1%CHATGPT 85.7%CLAUDE 28.6%PERPLEXITY 33.3% | Claim |
| 7 | Kubernetes kubernetes.io Best for: AI recommends Kubernetes most when buyers ask “how do I set up a self-hosted identity provider that supports MFA and directory sync” (69.2% of those answers) | 46.6% 95% CI 35.6–57.9% 34 mentions · avg pos 12.3 first pick 8.8% | — | GROK 100%GEMINI 63%CHATGPT 85.7%CLAUDE 28.6%PERPLEXITY 14.8% | Claim |
| 8 | Docker docker.com Best for: AI recommends Docker most when buyers ask “how do I set up a self-hosted identity provider that supports MFA and directory sync” (100% of those answers) | 41.1% 95% CI 30.5–52.6% 30 mentions · avg pos 7.7 first pick 6.7% | — | GROK 100%GEMINI 59.3%CHATGPT 42.9%CLAUDE 28.6%PERPLEXITY 14.8% | Claim |
| 9 | FreeIPA Best for: AI recommends FreeIPA most when buyers ask “open-source SSO alternatives to expensive enterprise identity and access management platforms” (76.9% of those answers) | 34.2% 95% CI 24.4–45.7% 25 mentions · avg pos 16.2 first pick 0% | — | GROK 80%GEMINI 37%CHATGPT 57.1%CLAUDE 14.3%PERPLEXITY 22.2% | Claim |
| 10 | SuperTokens supertokens.com Best for: AI recommends SuperTokens most when buyers ask “open-source SSO alternatives to expensive enterprise identity and access management platforms” (76.9% of those answers) | 24.7% 95% CI 16.2–35.6% 18 mentions · avg pos 6.4 first pick 0% | — | GROK 40%GEMINI 22.2%PERPLEXITY 37% | Claim |
| 11 | NGINX nginx.org Best for: AI recommends NGINX most when buyers ask “how do I set up a self-hosted identity provider that supports MFA and directory sync” (53.8% of those answers) | 21.9% 95% CI 14–32.7% 16 mentions · avg pos 10.8 first pick 0% | — | GROK 60%GEMINI 29.6%CHATGPT 14.3%CLAUDE 14.3%PERPLEXITY 11.1% | Claim |
| 12 | WSO2 wso2.com Best for: AI recommends WSO2 most when buyers ask “best open-source identity provider for SAML and OIDC authentication on-premise” (53.8% of those answers) | 21.9% 95% CI 14–32.7% 16 mentions · avg pos 15.9 first pick 6.3% | — | GROK 80%GEMINI 14.8%CHATGPT 28.6%CLAUDE 14.3%PERPLEXITY 18.5% | Claim |
| 13 | Gluu Server Best for: AI recommends Gluu Server most when buyers ask “self-hosted SSO for a healthcare company that needs HIPAA-compliant authentication — what are the options” (33.3% of those answers) | 20.5% 95% CI 12.9–31.2% 15 mentions · avg pos 4 first pick 13.3% | — | GEMINI 51.9%PERPLEXITY 3.7% | Claim |
| 14 | PostgreSQL postgresql.org Best for: AI recommends PostgreSQL most when buyers ask “how do I set up a self-hosted identity provider that supports MFA and directory sync” (84.6% of those answers) | 19.2% 95% CI 11.8–29.7% 14 mentions · avg pos 14.9 first pick 14.3% | — | GROK 60%GEMINI 11.1%CHATGPT 28.6%CLAUDE 28.6%PERPLEXITY 14.8% | Claim |
| 15 | WSO2 Identity Server Best for: AI recommends WSO2 Identity Server most when buyers ask “open-source SSO alternatives to expensive enterprise identity and access management platforms” (53.8% of those answers) | 19.2% 95% CI 11.8–29.7% 14 mentions · avg pos 19.3 first pick 7.1% | — | GROK 40%GEMINI 14.8%CHATGPT 28.6%CLAUDE 14.3%PERPLEXITY 18.5% | Claim |
| 16 | Authgear authgear.com Best for: AI recommends Authgear most when buyers ask “open-source self-hosted SSO vs hosted identity-as-a-service — when does each make sense” (55.6% of those answers) | 17.8% 95% CI 10.7–28.1% 13 mentions · avg pos 5.9 first pick 0% | — | GROK 20%GEMINI 22.2%PERPLEXITY 22.2% | Claim |
| 17 | CAS Best for: AI recommends CAS most when buyers ask “open-source SSO alternatives to expensive enterprise identity and access management platforms” (61.5% of those answers) | 16.4% 95% CI 9.7–26.6% 12 mentions · avg pos 5.9 first pick 0% | — | GROK 20%GEMINI 11.1%PERPLEXITY 29.6% | Claim |
| 18 | Ory ory.sh Best for: AI recommends Ory most when buyers ask “open-source SSO alternatives to expensive enterprise identity and access management platforms” (69.2% of those answers) | 16.4% 95% CI 9.7–26.6% 12 mentions · avg pos 16.1 first pick 0% | — | GROK 20%GEMINI 14.8%CHATGPT 28.6%CLAUDE 14.3%PERPLEXITY 14.8% | Claim |
| 19 | Apache Hop apache.org Best for: AI recommends Apache Hop most when buyers ask “best open-source identity provider for SAML and OIDC authentication on-premise” (46.2% of those answers) | 13.7% 95% CI 7.6–23.4% 10 mentions · avg pos 4 first pick 20% | — | GROK 60%GEMINI 14.8%CHATGPT 14.3%CLAUDE 14.3%PERPLEXITY 3.7% | Claim |
| 20 | Okta okta.com Best for: AI recommends Okta most when buyers ask “open-source SSO alternatives to expensive enterprise identity and access management platforms” (53.8% of those answers) | 13.7% 95% CI 7.6–23.4% 10 mentions · avg pos 14.3 first pick 0% | — | GROK 40%GEMINI 3.7%CHATGPT 42.9%PERPLEXITY 14.8% | Claim |
| 21 | WorkOS workos.com Best for: AI recommends WorkOS most when buyers ask “open-source self-hosted SSO vs hosted identity-as-a-service — when does each make sense” (55.6% of those answers) | 13.7% 95% CI 7.6–23.4% 10 mentions · avg pos 16.7 first pick 0% | — | GROK 40%CHATGPT 14.3%PERPLEXITY 25.9% | Claim |
| 22 | Auth0 auth0.com Best for: AI recommends Auth0 most when buyers ask “open-source SSO alternatives to expensive enterprise identity and access management platforms” (46.2% of those answers) | 12.3% 95% CI 6.6–21.8% 9 mentions · avg pos 24.2 first pick 0% | — | GROK 20%GEMINI 3.7%CHATGPT 42.9%CLAUDE 14.3%PERPLEXITY 11.1% | Claim |
| 23 | Cerbos cerbos.dev Best for: AI recommends Cerbos most when buyers ask “best open-source identity provider for SAML and OIDC authentication on-premise” (38.5% of those answers) | 11% 95% CI 5.7–20.2% 8 mentions · avg pos 22.3 first pick 0% | — | GROK 40%CHATGPT 28.6%PERPLEXITY 14.8% | Claim |
| 24 | WebAuthn | 9.6% 95% CI 4.7–18.5% 7 mentions · avg pos 10.7 first pick 0% | — | GEMINI 14.8%PERPLEXITY 11.1% | Claim |
| 25 | miniOrange miniorange.com | 8.2% 95% CI 3.8–16.8% 6 mentions · avg pos 7.7 first pick 0% | — | GEMINI 11.1%PERPLEXITY 11.1% | Claim |
| 26 | LemonLDAP::NG Best for: AI recommends LemonLDAP::NG most when buyers ask “open-source SSO alternatives to expensive enterprise identity and access management platforms” (30.8% of those answers) | 8.2% 95% CI 3.8–16.8% 6 mentions · avg pos 8.5 first pick 0% | — | GROK 40%GEMINI 3.7%PERPLEXITY 11.1% | Claim |
| 27 | Terraform terraform.io | 8.2% 95% CI 3.8–16.8% 6 mentions · avg pos 8.6 first pick 0% | — | GROK 60%GEMINI 11.1% | Claim |
| 28 | IdentityServer Best for: AI recommends IdentityServer most when buyers ask “self-hosted SSO for a healthcare company that needs HIPAA-compliant authentication — what are the options” (33.3% of those answers) | 8.2% 95% CI 3.8–16.8% 6 mentions · avg pos 8.7 first pick 0% | — | GEMINI 11.1%PERPLEXITY 11.1% | Claim |
| 29 | Traefik traefik.io Best for: AI recommends Traefik most when buyers ask “how do I set up a self-hosted identity provider that supports MFA and directory sync” (30.8% of those answers) | 8.2% 95% CI 3.8–16.8% 6 mentions · avg pos 13.3 first pick 0% | — | GEMINI 11.1%CHATGPT 14.3%CLAUDE 14.3%PERPLEXITY 3.7% | Claim |
| 30 | FusionAuth | 8.2% 95% CI 3.8–16.8% 6 mentions · avg pos 14.5 first pick 0% | — | GEMINI 11.1%CHATGPT 14.3%PERPLEXITY 7.4% | Claim |
| 31 | Duo duo.com Best for: AI recommends Duo most when buyers ask “how do I set up a self-hosted identity provider that supports MFA and directory sync” (30.8% of those answers) | 8.2% 95% CI 3.8–16.8% 6 mentions · avg pos 15.7 first pick 16.7% | — | GROK 40%GEMINI 11.1%CHATGPT 14.3% | Claim |
| 32 | SSOJet ssojet.com Best for: AI recommends SSOJet most when buyers ask “open-source self-hosted SSO vs hosted identity-as-a-service — when does each make sense” (44.4% of those answers) | 8.2% 95% CI 3.8–16.8% 6 mentions first pick 0% | — | PERPLEXITY 22.2% | Claim |
| 33 | MySQL mysql.com Best for: AI recommends MySQL most when buyers ask “how do I set up a self-hosted identity provider that supports MFA and directory sync” (38.5% of those answers) | 6.8% 95% CI 3–15.1% 5 mentions · avg pos 4.8 first pick 20% | — | GROK 20%GEMINI 7.4%CLAUDE 14.3%PERPLEXITY 3.7% | Claim |
| 34 | CAS (Central Authentication Service) apereo.org | 6.8% 95% CI 3–15.1% 5 mentions · avg pos 6.7 first pick 0% | — | GROK 20%GEMINI 3.7%PERPLEXITY 11.1% | Claim |
| 35 | Ping Identity Best for: AI recommends Ping Identity most when buyers ask “open-source SSO alternatives to expensive enterprise identity and access management platforms” (30.8% of those answers) | 6.8% 95% CI 3–15.1% 5 mentions · avg pos 7.5 first pick 0% | — | GROK 20%GEMINI 3.7%CHATGPT 14.3%PERPLEXITY 7.4% | Claim |
| 36 | SimpleSAMLphp Best for: AI recommends SimpleSAMLphp most when buyers ask “open-source SSO alternatives to expensive enterprise identity and access management platforms” (30.8% of those answers) | 6.8% 95% CI 3–15.1% 5 mentions · avg pos 8.3 first pick 0% | — | GEMINI 11.1%PERPLEXITY 7.4% | Claim |
| 37 | OpenLDAP Best for: AI recommends OpenLDAP most when buyers ask “how do I set up a self-hosted identity provider that supports MFA and directory sync” (30.8% of those answers) | 5.5% 95% CI 2.2–13.3% 4 mentions · avg pos 11.3 first pick 0% | — | GROK 40%GEMINI 7.4% | Claim |
| 38 | Redis redis.io | 4.1% 95% CI 1.4–11.4% 3 mentions · avg pos 2 first pick 33.3% | — | GEMINI 3.7%PERPLEXITY 7.4% | Claim |
| 39 | Caddy caddyserver.com | 4.1% 95% CI 1.4–11.4% 3 mentions · avg pos 2.7 first pick 0% | — | GEMINI 3.7%CLAUDE 14.3%PERPLEXITY 3.7% | Claim |
| 40 | Casdoor casdoor.github.io | 4.1% 95% CI 1.4–11.4% 3 mentions · avg pos 7.3 first pick 0% | — | GEMINI 7.4%PERPLEXITY 3.7% | Claim |
| 41 | Google Workspace workspace.google.com | 4.1% 95% CI 1.4–11.4% 3 mentions · avg pos 12 first pick 0% | — | CHATGPT 14.3%PERPLEXITY 7.4% | Claim |
| 42 | Authy Best for: AI recommends Authy most when buyers ask “how do I set up a self-hosted identity provider that supports MFA and directory sync” (30.8% of those answers) | 4.1% 95% CI 1.4–11.4% 3 mentions · avg pos 16 first pick 0% | — | GEMINI 3.7%CLAUDE 14.3%PERPLEXITY 3.7% | Claim |
| 43 | Google Authenticator Best for: AI recommends Google Authenticator most when buyers ask “how do I set up a self-hosted identity provider that supports MFA and directory sync” (30.8% of those answers) | 4.1% 95% CI 1.4–11.4% 3 mentions · avg pos 28.7 first pick 0% | — | CHATGPT 14.3%CLAUDE 14.3%PERPLEXITY 3.7% | Claim |
| 44 | Open Identity Platform openidentityplatform.org | 2.7% 95% CI 0.8–9.5% 2 mentions · avg pos 2 first pick 0% | — | PERPLEXITY 7.4% | Claim |
| 45 | miniOrange Self-hosted SSO | 2.7% 95% CI 0.8–9.5% 2 mentions · avg pos 6.5 first pick 0% | — | GEMINI 7.4% | Claim |
| 46 | Imprivata OneSign imprivata.com | 2.7% 95% CI 0.8–9.5% 2 mentions · avg pos 8 first pick 0% | — | GEMINI 7.4% | Claim |
| 47 | Red Hat SSO | 2.7% 95% CI 0.8–9.5% 2 mentions · avg pos 8 first pick 0% | — | GROK 20%CHATGPT 14.3% | Claim |
| 48 | Logto blog.logto.io | 2.7% 95% CI 0.8–9.5% 2 mentions · avg pos 9 first pick 0% | — | PERPLEXITY 7.4% | Claim |
| 49 | FreeOTP | 2.7% 95% CI 0.8–9.5% 2 mentions · avg pos 9.5 first pick 50% | — | GEMINI 7.4% | Claim |
| 50 | Shibboleth | 2.7% 95% CI 0.8–9.5% 2 mentions · avg pos 10 first pick 0% | — | GROK 20%PERPLEXITY 3.7% | Claim |
| 51 | Apache Syncope syncope.apache.org | 2.7% 95% CI 0.8–9.5% 2 mentions · avg pos 11.5 first pick 0% | — | GROK 20%GEMINI 3.7% | Claim |
| 52 | VoidAuth | 2.7% 95% CI 0.8–9.5% 2 mentions · avg pos 21 first pick 0% | — | GEMINI 3.7%PERPLEXITY 3.7% | Claim |
| 53 | Microsoft microsoft.com | 2.7% 95% CI 0.8–9.5% 2 mentions · avg pos 38 first pick 0% | — | GEMINI 3.7%CHATGPT 14.3% | Claim |
| 54 | YubiKey yubico.com | 2.7% 95% CI 0.8–9.5% 2 mentions · avg pos 38.5 first pick 0% | — | CHATGPT 14.3%PERPLEXITY 3.7% | Claim |
| 55 | Dex | 2.7% 95% CI 0.8–9.5% 2 mentions first pick 0% | — | GEMINI 3.7%PERPLEXITY 3.7% | Claim |
| 56 | Paubox Forms paubox.com Best for: AI recommends Paubox Forms most when buyers ask “self-hosted SSO for a healthcare company that needs HIPAA-compliant authentication — what are the options” (33.3% of those answers) | 2.7% 95% CI 0.8–9.5% 2 mentions first pick 0% | — | PERPLEXITY 7.4% | Claim |
| 57 | Scalekit scalekit.com Best for: AI recommends Scalekit most when buyers ask “open-source SSO alternatives to expensive enterprise identity and access management platforms” (30.8% of those answers) | 2.7% 95% CI 0.8–9.5% 2 mentions first pick 0% | — | PERPLEXITY 7.4% | Claim |
| 58 | Wire wire.com | 2.7% 95% CI 0.8–9.5% 2 mentions first pick 0% | — | PERPLEXITY 7.4% | Claim |
| 59 | 3scale redhat.com | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 1 first pick 100% | — | GEMINI 3.7% | Claim |
| 60 | Fedora | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 1 first pick 100% | — | CLAUDE 14.3% | Claim |
| 61 | RHEL | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 1 first pick 100% | — | CLAUDE 14.3% | Claim |
| 62 | Janssen Project | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 4 first pick 0% | — | PERPLEXITY 3.7% | Claim |
| 63 | Podman | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 4 first pick 0% | — | GEMINI 3.7% | Claim |
| 64 | Red Hat OpenShift openshift.com | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 4 first pick 0% | — | GEMINI 3.7% | Claim |
| 65 | Ory stack | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 5 first pick 0% | — | GROK 20% | Claim |
| 66 | 389 Directory Server | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 6 first pick 0% | — | GEMINI 3.7% | Claim |
| 67 | Imprivata OneSign Single Sign-On | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 9 first pick 0% | — | GEMINI 3.7% | Claim |
| 68 | GitLab gitlab.com | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 19 first pick 0% | — | CHATGPT 14.3% | Claim |
| 69 | LLDAP | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 21 first pick 0% | — | PERPLEXITY 3.7% | Claim |
| 70 | SSSD | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 25 first pick 0% | — | GEMINI 3.7% | Claim |
| 71 | SoloKey solokeys.com | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 57 first pick 0% | — | CHATGPT 14.3% | Claim |
| 72 | Aegis | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 58 first pick 0% | — | CHATGPT 14.3% | Claim |
| 73 | Ente Auth ente.io | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 58 first pick 0% | — | CHATGPT 14.3% | Claim |
| 74 | HAProxy haproxy.org | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 60 first pick 0% | — | CHATGPT 14.3% | Claim |
| 75 | Let's Encrypt letsencrypt.org | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 62 first pick 0% | — | CHATGPT 14.3% | Claim |
| 76 | Prometheus prometheus.io | 1.4% 95% CI 0.2–7.4% 1 mentions · avg pos 65 first pick 0% | — | CHATGPT 14.3% | Claim |
| 77 | AWS aws.amazon.com | 1.4% 95% CI 0.2–7.4% 1 mentions first pick 0% | — | PERPLEXITY 3.7% | Claim |
| 78 | AccountableHQ accountablehq.com Best for: AI recommends AccountableHQ most when buyers ask “self-hosted SSO for a healthcare company that needs HIPAA-compliant authentication — what are the options” (33.3% of those answers) | 1.4% 95% CI 0.2–7.4% 1 mentions first pick 0% | — | PERPLEXITY 3.7% | Claim |
| 79 | Gluu (Janssen) | 1.4% 95% CI 0.2–7.4% 1 mentions first pick 0% | — | GROK 20% | Claim |
| 80 | HealthVault hipaavault.com | 1.4% 95% CI 0.2–7.4% 1 mentions first pick 0% | — | PERPLEXITY 3.7% | Claim |
| 81 | JumpCloud jumpcloud.com | 1.4% 95% CI 0.2–7.4% 1 mentions first pick 0% | — | PERPLEXITY 3.7% | Claim |
| 82 | Kestra kestra.io | 1.4% 95% CI 0.2–7.4% 1 mentions first pick 0% | — | PERPLEXITY 3.7% | Claim |
| 83 | Plane plane.so | 1.4% 95% CI 0.2–7.4% 1 mentions first pick 0% | — | CLAUDE 14.3% | Claim |
| 84 | Pulumi Self-Hosted pulumi.com | 1.4% 95% CI 0.2–7.4% 1 mentions first pick 0% | — | PERPLEXITY 3.7% | Claim |
| 85 | Sysdig sysdig.com | 1.4% 95% CI 0.2–7.4% 1 mentions first pick 0% | — | PERPLEXITY 3.7% | Claim |
| 86 | WSO2 IS | 1.4% 95% CI 0.2–7.4% 1 mentions first pick 0% | — | GROK 20% | Claim |
| 87 | orbator.ioCustomer orbator.io | 1.4% 95% CI 0.2–7.4% 1 mentions first pick 0% | — | PERPLEXITY 3.7% | Claim |
Reading the numbers: Share is a point estimate on 73 sampled answers, so each row also shows its 95% CI — the Wilson score interval around that share. When two products' intervals overlap, the gap between them isn't statistically meaningful at this sample size. First pick is the share of a product's recommending answers where it was named first, which separates “always mentioned” from “usually the top recommendation”. Full methodology.
Independence: Orbator customers are badged for disclosure. Customer status does not affect prompts, sampling, extraction, or ranking — see the methodology. Your product on this list? Claim it to see the prompts behind your rank and track it weekly.
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