IBM InfoSphere Optim Data Privacy
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Data masking and test data management | Data platform | 0% | 24 of 140 | 0% | 4 | under 10 labels · led by DATPROF at 17% |
Movement
By model
How each model treated IBM InfoSphere Optim Data Privacy across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Other good options include Informatica Data Privacy Tool and IBM Infosphere Optim Data privacy, although they are more suited for large enterprises.” Llama 4 Maverick · Data masking · direct prompt · alternative
“is a budget-savvy option for companies that have already invested in IBM technologies” Claude Haiku 4.5 · Data masking · budget prompt · alternative
“Mainframe + legacy system coverage | IBM InfoSphere Optim” DeepSeek V4 Flash · Data masking · comparative prompt · alternative
“Real-time production protection | IBM InfoSphere” Kimi K2 · Data masking · comparative prompt · alternative
And against it
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.
Named alongside
The products named in the same answers as IBM InfoSphere Optim Data Privacy, over the 17 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and IBM InfoSphere Optim Data Privacy was named but was not.ShowHide
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 17 of the 17 answers that named IBM InfoSphere Optim Data Privacy and are not a share of its labels.
Domains cited
Ninety-two of the ninety-two domain citations in answers naming IBM InfoSphere Optim Data Privacy came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
Where IBM InfoSphere Optim Data Privacy stands in Google search beside where it stands in the models' answers.ShowHide
Search and answers
In search
Google, US estimates- Searches for its name, Google
- 10 a month (“ibm infosphere optim data privacy”)
- AI search demand for its name, est.
- 0 a month
- Its own site
- It sits on IBM's site (ibm.com), so there are no site figures for it alone
In answers
This edition- First choices
- 3 across its categories
- Named in
- 17 answers
- Its own site cited
- in 17 of the answers that named it
Search figures are US estimates from DataForSEO, read October 5, 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.
Names read as IBM InfoSphere Optim Data Privacy
Follow IBM InfoSphere Optim Data Privacy
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.
The company
IBM is the company behind IBM InfoSphere Optim Data Privacy.ShowHide
The company
On record
Company recordsIn its own words
Stated by the vendor, not checked- Positioning
- Policy-driven data protection for security & governance
- For
- organizations needing sensitive data masking for testing, AI/ML training, secure data sharing, and compliance
- Not stated on the pages read
- Price, starting price, free plan or trial, integrations, certifications, hosting, customers
What IBM InfoSphere Optim Data Privacy's own pages state, read October 5, 2026: ibm.com/products/optim, ibm.com/products/optim-data-privacy, ibm.com/products/infosphere-qualitystage, ibm.com/products/infosphere-data-architect, ibm.com/products/optim-test-data-management. A claimed page can correct any of them.
Claim this page
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 InfoSphere Optim Data Privacy'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 InfoSphere Optim Data Privacy, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for IBM InfoSphere Optim Data Privacy by email, built from the raw record of the edition. It shows:
- where IBM InfoSphere Optim Data Privacy is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name IBM InfoSphere Optim Data Privacy, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.