Balbix is a cybersecurity product for attack surface management and cyber risk quantification · balbix.com ↗
“Balbix excels at asset-level continuous risk assessment... making it ideal for large enterprises with complex, dynamic attack surfaces.”Muse Glimmer 30B · Comparative question · alternative
“Choose Balbix if you want automated, continuous risk quantification closely tied to technical vulnerability management.”Gemini 3.5 Flash · Comparative question · alternative
“Choose Balbix if continuously translating asset and vulnerability data into financial exposure is the primary need.”Perplexity Sonar · Comparative question · alternative
“Choose Safe Security / Balbix if you need AI-driven, continuous, asset-level financial risk scoring.”Kimi K2 · Comparative question · alternative
“Avoid overly complex/expensive tools (e.g., full Balbix or pure RiskLens post-acquisition)”Grok 4.20 · Direct question · warning
“Avoid enterprise tools like SAFE Security, Axio, or Balbix if budget is tight”DeepSeek V4 Flash · Budget-constrained question · warning
“Commercial tools like Balbix, Axio360, ThreatConnect Risk Quantifier, or BitSight often start at thousands to tens of thousands per year ... making them unsuitable for tight budgets.”Grok 4.20 · Budget-constrained question · warning
“certain telemetry-heavy tools like older versions of Balbix or generic "cyber risk ratings" services) that output dollar figures but rely heavily on black-box algorithms”Grok 4.20 · Negative question · warning
The products named in the same answers as Balbix, over the 46 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 34 | 18 | View → | |
| 25 | 2 | View → | |
| 23 | 0 | View → | |
| 22 | 1 | View → | |
| 19 | 2 | View → | |
| 18 | 5 | View → | |
| 18 | 2 | View → | |
| 11 | 1 | View → | |
| 9 | 6 | View → | |
| 6 | 0 | View → |
What the models named instead of Balbix →
A side-by-side page exists where both products are among a category's top eight.
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 45 of the 46 answers that named Balbix and are not a share of its labels.
183 of the 183 domain citations in answers naming Balbix 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 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 0 | 1 | 0 | 3 | 4 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 1 | 3 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 1 | 1 | 3 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 505 | 4 | 2026-09-10 | TPRM, RMM | |
| Report or ebook | 59 | 1 | 2026-08-01 | TPRM | |
| News or press | 55 | 0 | 2024-05-28 | TPRM | |
| Glossary or explainer | 49 | 0 | 2026-02-23 | CSPM, ASM | |
| Podcast or video | 33 | 0 | 2026-03-11 | TPRM, GRC | |
| Webinar or virtual event | 27 | 0 | 2026-05-20 | TPRM | |
| Comparison | 24 | 1 | 2026-09-11 | TPRM, EDR | |
| Case study | 19 | 1 | 2026-07-08 | TPRM | |
| Template or tool | 13 | 9 | 2026-09-25 | ||
| Conference or event | 11 | 1 | 2026-07-21 | TPRM |
Every page balbix.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. Of its titles that name a category, most name TPRM (97); 0 name its categories the models place it in. 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.