| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Third-party risk management | Security operations | 55% | 1 of 87 | 4% | 57 | endorsed leader | ▼−2Since September 2026: 53% → 51%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Insider risk management | Security operations | 2% | 15 of 84 | 0% | 2 | under 10 labels · led by Microsoft Purview Insider Risk Management at 22% | |
| Threat intelligence platforms | Security operations | 2% | 14 of 119 | 0% | 5 | under 10 labels · led by MISP at 12% | =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% | 36 of 116 | 25% | 4 | under 10 labels · led by CyberSaint CyberStrong at 25% | |
| AI governance platforms | Data platform | 0% | 49 of 135 | 0% | 3 | under 10 labels · led by Credo AI at 18% | |
| Vulnerability management platforms | Security operations | 0% | 63 of 77 | 0% | 1 | under 10 labels · led by Rapid7 InsightVM at 30% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Insider risk | 0% | 3% | newNew since September 2026: not ranked then, 3% now. | New this edition | Rank 15 of 84, unchanged |
| TPRM | 53% | 51% | ▼−2Since September 2026: 53% → 51%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 1 of 87, unchanged |
| Threat intel | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 36 → 14 of 119 |
| Cyber risk quant | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 36 of 116, unchanged |
| AI governance | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 49 of 135, unchanged |
| Vuln management | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 25 → 63 of 77 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 1 | 0 | 0 | 3 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 2 | 3 | 1 | 0 | 6 |
| Perplexity Sonar | 3 | 1 | 1 | 1 | 6 |
| Grok 4.20 | 4 | 0 | 3 | 0 | 7 |
| Mistral Small | 1 | 3 | 1 | 0 | 5 |
| DeepSeek V4 Flash | 3 | 1 | 1 | 1 | 6 |
| Llama 4 Maverick | 0 | 1 | 5 | 0 | 6 |
| Qwen 3.7 Flash | 2 | 1 | 2 | 0 | 5 |
| Kimi K2 | 3 | 2 | 0 | 0 | 5 |
| GLM 4.7 FlashX | 3 | 2 | 0 | 0 | 5 |
| MiniMax M2.5 | 3 | 4 | 1 | 0 | 8 |
| GPT-6 Luna | 2 | 1 | 0 | 0 | 3 |
| Muse Glimmer 30B | 4 | 0 | 1 | 1 | 6 |
Verbatim evidence the judge attached to positive labels.
“If you want a single recommendation for most limited-budget SMEs, UpGuard is the one most 2024-2025 round-ups name as the affordable, SME-friendly TPRM leader.” Muse Glimmer 30B · TPRM · budget prompt · first choice
“If you need a truly free start‑point: UpGuard's free tier or CyberGRX's free vendor assessment are the quickest ways to get baseline visibility.” MiniMax M2.5 · TPRM · budget prompt · first choice
“For organizations focused on continuous cyber risk and attack‑surface visibility: UpGuard's continuous monitoring and scoring are a standout.” GLM 4.7 FlashX · TPRM · comparative prompt · first choice
“UpGuard tends to be the most recommended for mid-market companies looking for balanced capabilities without enterprise pricing complexity” MiniMax M2.5 · TPRM · direct prompt · first choice
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.
“reviews consistently flag limited customization and integration pain for UpGuard and Prevalent” Muse Glimmer 30B · TPRM · negative prompt · soft negative
“Excellent for ratings, but cautious about the *full* TPRM lifecycle.” DeepSeek V4 Flash · TPRM · negative prompt · soft negative
“It is broader VRM/TPRM, not a pure CRQ-first tool.” Perplexity Sonar · Cyber risk quant · direct 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 192 of the 200 answers that named UpGuard and are not a share of its labels.
525 of the 674 domain citations in answers naming UpGuard 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 | 980 | 98 | 2026-09-28 | GRC, SASE | |
| News or press | 428 | 8 | 2026-07-21 | ||
| Comparison | 170 | 3 | 2026-09-23 | SIEM | |
| Glossary or explainer | 123 | 3 | 2026-09-21 | GRC, SASE | |
| Template or tool | 64 | 1 | 2026-07-22 | ||
| Conference or event | 57 | 1 | 2026-09-21 | ||
| Webinar or virtual event | 55 | undated | |||
| Case study | 43 | undated | |||
| Report or ebook | 18 | 0 | 2021-04-06 |
As the event pages on upguard.com state them, read September 28, 2026.
Every page upguard.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 UpGuard's own pages state, read September 28, 2026: upguard.com, upguard.com/pricing, upguard.com/security, upguard.com/platform, upguard.com/customers. 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 UpGuard'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 UpGuard, 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 UpGuard by email, built from the raw record of the edition. It shows:
AI models recommend UpGuard first in Third-party risk management this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.