| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Data catalogs and governance | Data platform | 0% | 33 of 83 | 36% | 25 | criticized challenger | |
| ETL and ELT | Data platform | 0% | 45 of 75 | 33% | 18 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Data masking and test data management | Data platform | 0% | 33 of 140 | 36% | 14 | criticized challenger | |
| Data virtualization | Data platform | 0% | 17 of 99 | 17% | 12 | accepted challenger | |
| Data quality and observability | Data platform | 0% | 110 of 110 | 55% | 11 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 5 | 0 | 5 |
| GPT-5.4 mini | 0 | 1 | 1 | 1 | 3 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 7 | 8 |
| Perplexity Sonar | 0 | 0 | 4 | 1 | 5 |
| Grok 4.20 | 2 | 3 | 3 | 3 | 11 |
| Mistral Small | 0 | 2 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 1 | 0 | 4 | 6 | 11 |
| Llama 4 Maverick | 0 | 1 | 2 | 1 | 4 |
| Qwen 3.7 Flash | 0 | 2 | 2 | 3 | 7 |
| Kimi K2 | 0 | 1 | 4 | 4 | 9 |
| GLM 4.7 FlashX | 0 | 2 | 1 | 0 | 3 |
| MiniMax M2.5 | 0 | 1 | 2 | 1 | 4 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 3 | 2 | 1 | 6 |
Verbatim evidence the judge attached to positive labels.
“Prioritize tools with deterministic + referential integrity (e.g., Delphix, Informatica for enterprise).” Grok 4.20 · Data masking · negative prompt · first choice
“Regulated enterprise (banking, healthcare): Collibra or Informatica” DeepSeek V4 Flash · Data catalogs · comparative prompt · first choice
“Leader in Gartner and broad enterprise use.” Grok 4.20 · Data masking · comparative prompt · first choice
“Informatica for enterprise governance. Recommended when you need full MDM and entity resolution at scale, with the trade-off being quoted enterprise subscription pricing.” Muse Glimmer 30B · Data observability · 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.
“Collibra & Informatica: Built for regulated enterprises; 3–9 month deployments and custom pricing.” Kimi K2 · Data catalogs · direct prompt · hard negative
“Avoid for mid-sized: Enterprise-heavy like Informatica (too complex/expensive)” Grok 4.20 · ETL · paraphrase prompt · hard negative
“Avoid for Mid-Market ... Informatica | $200,000+/year, 3–6 month implementation” Kimi K2 · Data observability · paraphrase prompt · hard negative
“Avoid tools like Collibra/Informatica that require big upfront investment.” Grok 4.20 · Data catalogs · paraphrase prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 259 of the 282 answers that named Informatica Intelligent Data Management Cloud and are not a share of its labels.
703 of the 703 domain citations in answers naming Informatica Intelligent Data Management Cloud 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.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 598 | 0 | 2023-04-27 | ||
| Podcast or video | 288 | undated | |||
| News or press | 142 | 0 | 2026-05-01 | ||
| Glossary or explainer | 123 | 1 | 2026-07-08 | ||
| Case study | 78 | 0 | 2025-06-24 | ||
| Conference or event | 17 | 3 | 2026-10-27 | ||
| Comparison | 14 | 0 | 2023-09-13 | ||
| Report or ebook | 9 | undated | |||
| Webinar or virtual event | 7 | 0 | 2024-10-09 | ||
| Template or tool | 3 | 0 | 2024-08-12 |
As the event pages on informatica.com state them, read September 28, 2026.
Every page informatica.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
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 Informatica Intelligent Data Management Cloud's own pages state, read September 28, 2026: informatica.com, informatica.com/pricing.html, trust.informatica.com, informatica.com/platform.html. 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 Informatica Intelligent Data Management Cloud'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 Informatica Intelligent Data Management Cloud, 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 Informatica Intelligent Data Management Cloud by email, built from the raw record of the edition. It shows: