Panorays is a third-party cyber risk management platform for vendor risk management, built on native AI · panorays.com ↗
“Look for modern, automation-focused TPRM platforms (e.g., Whistic, Panorays, ProcessUnity, UpGuard)”Gemini 3.5 Flash · Negative question · first choice
“If you are a Security Leader: Choose Panorays or SecurityScorecard.”GLM 4.7 FlashX · Comparative question · first choice
“Panorays is best for mid-market organizations seeking fast deployment and intuitive vendor risk management.”Claude Haiku 4.5 · Direct question · alternative
“Consider if fast setup and contextualized vendor profiling are more important than broad workflow depth.”Perplexity Sonar · Paraphrase question · alternative
No model argued against it.
The products named in the same answers as Panorays, over the 57 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 49 | 19 | View → | |
| 43 | 1 | View → | |
| 38 | 4 | View → | |
| 38 | 2 | View → | |
| 33 | 8 | View → | |
| 33 | 4 | View → | |
| 32 | 0 | View → | |
| 23 | 0 | View → | |
| 19 | 0 | View → | |
| 18 | 1 | View → |
What the models named instead of Panorays →
A side-by-side page exists where both products are among a category's top eight.
Stated on Panorays's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 51 of the 57 answers that named Panorays and are not a share of its labels.
156 of the 174 domain citations in answers naming Panorays came from a third party's page.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 3 | 0 | 0 | 3 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 1 | 2 | 1 | 0 | 4 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.20 | 0 | 0 | 2 | 0 | 2 |
| Mistral Small | 0 | 2 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 3 | 0 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| Kimi K2 | 0 | 2 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 1 | 0 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 330 | 12 | 2026-09-28 | TPRM, ASM | |
| Glossary or explainer | 60 | 0 | 2026-06-10 | TPRM, ITAM | |
| Webinar or virtual event | 34 | 0 | 2026-06-17 | TPRM | |
| Report or ebook | 34 | 1 | 2026-08-23 | TPRM | |
| Case study | 25 | 0 | 2026-06-01 | ||
| Comparison | 14 | 0 | 2025-11-26 | ASM | |
| Template or tool | 2 | 0 | 2026-05-09 | ||
| Conference or event | 1 | undated | TPRM | ||
| News or press | 1 | 0 | 2025-12-01 |
Every page panorays.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.