IBM InfoSphere Optim
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Data masking and test data management | Data platform | 0% | 20 of 140 | 18% | 11 | accepted challenger |
Movement
By model
How each model treated IBM InfoSphere Optim 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 | 0 | 2 | 0 | 2 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“If you need masked test data fast: consider Delphix or IBM Optim.” GPT-5.4 mini · Data masking · comparative prompt · first choice
“Best for legacy and mainframe estates. Static masking; On-prem, cloud.” Muse Glimmer 30B · Data masking · comparative prompt · alternative
“IBM-centric environments, multi-use data-management needs” GLM 4.7 FlashX · Data masking · comparative prompt · alternative
“High ratings for legacy/mainframe support.” Grok 4.1 Fast · 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.
“Heavyweight enterprise suite with significant implementation overhead” Kimi K2 · Data masking · paraphrase prompt · hard negative
“You likely do not have the budget or a dedicated army of DBAs to manage heavy, complex legacy suites (such as IBM InfoSphere Optim or Broadcom TDM), which can take months to configure.” Gemini 3.5 Flash · Data masking · paraphrase prompt · soft negative
Named alongside
The products named in the same answers as IBM InfoSphere Optim, over the 44 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and IBM InfoSphere Optim 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 40 of the 44 answers that named IBM InfoSphere Optim and are not a share of its labels.
Domains cited
181 of the 181 domain citations in answers naming IBM InfoSphere Optim came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
Where IBM InfoSphere Optim 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
- 30 a month (“ibm infosphere optim”)
- AI search demand for its name, est.
- 1 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
- 1 across its categories
- Named in
- 44 answers
- Its own site cited
- in 40 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.
Follow IBM InfoSphere Optim
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.ShowHide
The company
On record
Company recordsIn its own words
Stated by the vendor, not checked- Positioning
- Reach, trust and govern data across its lifecycle for AI at scale
- For
- organizations
- Not stated on the pages read
- Price, starting price, free plan or trial, integrations, certifications, hosting, customers
What IBM InfoSphere Optim's own pages state, read October 5, 2026: ibm.com/products/optim, ibm.com/products/optim-archive, ibm.com/products/optim-data-privacy, ibm.com/products/infosphere-qualitystage, ibm.com/products/infosphere-data-architect. 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'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, 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 by email, built from the raw record of the edition. It shows:
- where IBM InfoSphere Optim 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, 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.