| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Customer identity and access management | Identity and access | 0% | 47 of 74 | 30% | 10 | criticized challenger |
| Workforce identity and SSO | Identity and access | 0% | 14 of 48 | 10% | 10 | accepted challenger |
| Multi-factor authentication | Identity and access | 0% | 72 of 78 | 50% | 2 | under 10 labels · led by Cisco Duo at 42% |
| Identity governance | Identity and access | 0% | 52 of 77 | 0% | 1 | under 10 labels · led by Lumos at 20% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 1 | 2 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 3 | 0 | 3 |
| Grok 4.1 Fast | 0 | 0 | 3 | 1 | 4 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 2 | 1 | 3 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 1 | 2 |
| Kimi K2 | 0 | 0 | 2 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 2 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“Choose IBM Verify if compliance, hybrid complexity, and unified IAM are top priorities.” GPT-5.4 mini · Workforce identity · comparative 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.
“Legacy On-Premise IAM Platforms (Avoid Where Possible)” Gemini 3.5 Flash · Workforce identity · negative prompt · hard negative
“While not a platform to completely avoid, users have reported concerns. IBM Verify CIAM has a steep learning curve and initial complexity during setup” Claude Haiku 4.5 · CIAM · negative prompt · soft negative
“you may not need—or want—the rigid processes of an enterprise-level giant like IBM Security or Oracle” Qwen 3.7 Flash · CIAM · scale prompt · soft negative
“Some enterprise options like Ping/IBM are overkill at 500 people.” DeepSeek V4 Flash · MFA · scale prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 58 of the 65 answers that named IBM Verify and are not a share of its labels.
200 of the 200 domain citations in answers naming IBM Verify came from somebody else's page.
Pages are listed as the models cited 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 IBM Verify'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 IBM Verify, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at ibm.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.