| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Enterprise storage systems | Cloud and infrastructure | 0% | 40 of 167 | 24% | 17 | accepted challenger | |
| Cloud hosting | Cloud and infrastructure | 0% | 17 of 85 | 8% | 12 | accepted challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Data virtualization | Data platform | 0% | 83 of 99 | 43% | 7 | under 10 labels · led by Denodo at 28% | |
| Data catalogs and governance | Data platform | 0% | 16 of 83 | 17% | 6 | under 10 labels · led by Atlan at 44% | |
| AIOps platforms | IT operations and endpoint | 0% | 85 of 93 | 67% | 3 | under 10 labels · led by New Relic at 17% | |
| Data masking and test data management | Data platform | 0% | 115 of 140 | 33% | 3 | under 10 labels · led by DATPROF at 17% | |
| Data security posture management | Security operations | 0% | 31 of 105 | 0% | 3 | under 10 labels · led by Microsoft Purview at 18% | |
| AI SOC agents | Security operations | 0% | 67 of 104 | 0% | 2 | under 10 labels · led by Dropzone AI at 24% | |
| Communications archiving and compliance | Security operations | 0% | 44 of 101 | 0% | 2 | under 10 labels · led by Smarsh Enterprise Archive at 20% | |
| Data center infrastructure management | IT operations and endpoint | 0% | 80 of 103 | 50% | 2 | under 10 labels · led by Sunbird DCIM at 27% | |
| Robotic process automation | IT operations and endpoint | 0% | 26 of 68 | 0% | 2 | under 10 labels · led by Microsoft Power Automate at 51% | |
| AI governance platforms | Data platform | 0% | 132 of 135 | 100% | 1 | under 10 labels · led by Credo AI at 18% | |
| API gateways | Developer platform | 0% | 52 of 66 | 100% | 1 | under 10 labels · led by Kong Gateway at 53% | newNew since September 2026: not ranked then, 0% now. |
| API security platforms | Security operations | 0% | 84 of 93 | 100% | 1 | under 10 labels · led by Aikido Security at 12% | |
| Backup and disaster recovery | Cloud and infrastructure | 0% | 83 of 116 | 0% | 1 | under 10 labels · led by Veeam Data Platform at 38% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Cyber risk quantification | Security operations | 0% | 89 of 116 | 0% | 1 | under 10 labels · led by CyberSaint CyberStrong at 25% | |
| Data quality and observability | Data platform | 0% | 78 of 110 | 0% | 1 | under 10 labels · led by Metaplane at 31% | |
| Enterprise architecture tools | IT operations and endpoint | 0% | 92 of 113 | 100% | 1 | under 10 labels · led by SAP LeanIX at 25% | |
| Insider risk management | Security operations | 0% | 55 of 84 | 0% | 1 | under 10 labels · led by Microsoft Purview Insider Risk Management at 22% | |
| Intelligent document processing | Data platform | 0% | 80 of 89 | 100% | 1 | under 10 labels · led by Nanonets at 32% | |
| IT asset management | IT operations and endpoint | 0% | 52 of 82 | 0% | 1 | under 10 labels · led by Freshservice at 31% | newNew since September 2026: not ranked then, 0% now. |
| Managed detection and response | Security operations | 0% | 51 of 67 | 0% | 1 | under 10 labels · led by Arctic Wolf Managed Detection and Response at 37% | newNew since September 2026: not ranked then, 0% now. |
| Managed file transfer | Data platform | 0% | 63 of 97 | 0% | 1 | under 10 labels · led by Files.com at 43% | |
| Managed Kubernetes platforms | Cloud and infrastructure | 0% | 51 of 52 | 100% | 1 | under 10 labels · led by Google Kubernetes Engine at 43% | newNew since September 2026: not ranked then, 0% now. |
| Network monitoring and management | Network and edge | 0% | 63 of 78 | 100% | 1 | under 10 labels · led by Auvik at 26% | |
| Threat intelligence platforms | Security operations | 0% | 89 of 119 | 0% | 1 | under 10 labels · led by MISP at 12% | newNew since September 2026: not ranked then, 0% now. |
| Vector databases | Data platform | 0% | 35 of 44 | 0% | 1 | under 10 labels · led by pgvector at 35% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 4 | 0 | 4 |
| GPT-5.4 mini | 0 | 1 | 3 | 2 | 6 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 7 | 4 | 12 |
| Mistral Small | 0 | 2 | 3 | 0 | 5 |
| DeepSeek V4 Flash | 0 | 4 | 5 | 3 | 12 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 6 | 8 |
| Kimi K2 | 0 | 0 | 2 | 3 | 5 |
| GLM 4.7 FlashX | 0 | 1 | 2 | 1 | 4 |
| MiniMax M2.5 | 0 | 0 | 4 | 0 | 4 |
| GPT-6 Luna | 0 | 0 | 1 | 1 | 2 |
| Muse Glimmer 30B | 0 | 2 | 7 | 0 | 9 |
Verbatim evidence the judge attached to positive labels.
“IBM remains a top choice for enterprises utilizing hybrid cloud, mainframes, and high-performance computing (HPC) environments.” Gemini 3.5 Flash · Enterprise storage · comparative prompt · alternative
“It's less commonly the first choice for startups, but it can fit enterprise and compliance-heavy environments well.” GPT-5.4 mini · Cloud hosting · comparative prompt · alternative
“17x Gartner Leader; strong in scalability, data resilience, and integration with IBM's AI/hybrid cloud ecosystem.” Grok 4.20 · Enterprise storage · comparative prompt · alternative
“recognized for enterprise-grade solutions, strong hybrid and AI offerings, and industry-specific services” Mistral Small · Cloud hosting · 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.
“Status: ❌ Avoid Unless You Are Already Using IBM Mainframes/Software” Qwen 3.7 Flash · Managed Kubernetes · negative prompt · hard negative
“IBM/Oracle | Typically overkill and overpriced for mid-market needs” Kimi K2 · Data virtualization · paraphrase prompt · hard negative
“Enterprise tools like OneTrust/IBM start at $3K+/month, so avoid them.” Grok 4.20 · AI governance · budget prompt · hard negative
“you probably don't have the massive engineering team required to maintain complex, self-hosted enterprise solutions (like those from IBM or Cisco)” Qwen 3.7 Flash · API security · paraphrase 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 145 of the 163 answers that named IBM and are not a share of its labels.
202 of the 224 domain citations in answers naming IBM 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 |
|---|---|---|---|---|---|
| Case study | 1,341 | 3 | 2026-08-26 | ||
| News or press | 882 | 4 | 2026-09-28 | GRC, Observability | |
| Conference or event | 192 | 3 | 2026-08-25 | ||
| Glossary or explainer | 97 | 28 | 2026-09-08 | ||
| Blog | 69 | 3 | 2026-09-23 | ||
| Podcast or video | 50 | 9 | 2026-09-25 | ||
| Report or ebook | 38 | 1 | 2026-09-09 | ||
| Webinar or virtual event | 15 | 3 | 2026-09-11 | ||
| Template or tool | 14 | 9 | 2026-09-10 | ||
| Comparison | 9 | 0 | 2026-02-19 |
As the event pages on ibm.com state them, read September 28, 2026.
Every page ibm.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 IBM's own pages state, read September 28, 2026: ibm.com, ibm.com/trust, ibm.com/products/z, ibm.com/case-studies, ibm.com/consulting/partners. 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 IBM'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, 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 IBM by email, built from the raw record of the edition. It shows: