| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Workforce identity and SSO | Identity and access | 0% | 6 of 44 | 23% | 35 | accepted challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Customer identity and access management | Identity and access | 0% | 15 of 70 | 24% | 29 | accepted challenger | ▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Multi-factor authentication | Identity and access | 0% | 10 of 77 | 0% | 14 | accepted challenger | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Identity threat detection and response | Identity and access | 0% | 28 of 105 | 0% | 4 | under 10 labels · led by Huntress Managed ITDR at 51% | |
| Intelligent document processing | Data platform | 0% | 26 of 89 | 0% | 2 | under 10 labels · led by Nanonets at 32% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| CIAM | 4% | 0% | ▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 7 → 15 of 70 |
| MFA | 2% | 0% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 6 → 10 of 77 |
| Workforce identity | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 8 → 6 of 44 |
| ITDR | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 28 of 105, unchanged |
| Document processing | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 26 of 89, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 2 | 1 | 5 |
| GPT-5.4 mini | 0 | 5 | 0 | 1 | 6 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 3 | 5 |
| Perplexity Sonar | 0 | 2 | 2 | 0 | 4 |
| Grok 4.20 | 0 | 6 | 1 | 4 | 11 |
| Mistral Small | 0 | 7 | 3 | 1 | 11 |
| DeepSeek V4 Flash | 0 | 2 | 4 | 1 | 7 |
| Llama 4 Maverick | 0 | 1 | 4 | 0 | 5 |
| Qwen 3.7 Flash | 0 | 5 | 2 | 1 | 8 |
| Kimi K2 | 0 | 2 | 2 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 3 | 1 | 3 | 7 |
| MiniMax M2.5 | 0 | 3 | 2 | 0 | 5 |
| GPT-6 Luna | 0 | 3 | 0 | 0 | 3 |
| Muse Glimmer 30B | 0 | 3 | 0 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“Ping Identity is federation-focused IAM and MFA ideal for large enterprises needing advanced SSO and hybrid deployment flexibility.” Muse Glimmer 30B · MFA · comparative prompt · alternative
“Choose Ping Identity if you are a bank or insurer that requires strict on-premise control and complex fraud detection logic.” GLM 4.7 FlashX · CIAM · comparative prompt · alternative
“Integrated Ecosystem Giants: Microsoft (Entra ID Protection + Defender), Okta (Identity Security Platform), Ping Identity.” Qwen 3.7 Flash · ITDR · scale prompt · alternative
“For enterprises or those needing advanced customization, LoginRadius or Ping Identity are excellent options.” Mistral Small · CIAM · paraphrase prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Avoid: Unpatched ForgeRock/Ping Identity, legacy DIY identity infrastructure, and unpatched SaaS identity platforms.” GLM 4.7 FlashX · CIAM · negative prompt · hard negative
“Verdict: Avoid unless you are a Fortune 500 company with highly complex legacy/on-premise hybrid environments” Gemini 3.5 Flash · CIAM · negative prompt · hard negative
“It is complex, has a steep learning curve, and usually requires professional services or a dedicated identity team to set up and maintain.” Gemini 3.5 Flash · CIAM · comparative prompt · soft negative
“You should be extremely cautious about organizations heavily reliant on these platforms due to their recent merger” Mistral Small · Workforce identity · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 251 of the 277 answers that named Ping Identity and are not a share of its labels.
788 of the 788 domain citations in answers naming Ping Identity came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Ping Identity's own pages state, read September 28, 2026: hub.pingidentity.com/briefs/4072-ping-google-cloud, hub.pingidentity.com/partners/4072-ping-google-cloud, hub.pingidentity.com/governance/4051-ping-identity-governance, hub.pingidentity.com/datasheets/4051-ping-identity-governance, hub.pingidentity.com/briefs/4405-ping-google-cloud-healthcare. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Ping Identity's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Ping Identity, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Ping Identity by email, built from the raw record of the edition. It shows: