2 categories · RankedBalbix
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Cyber risk quantification | Security operations | 0% | 22 of 116 | 24% | 17 | accepted challenger | |
| SaaS security posture management | Security operations | 0% | 56 of 95 | 0% | 1 | under 10 labels · led by Wing Security at 30% |
Movement
By model
How each model treated Balbix across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 2 | 1 | 3 | 6 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 2 | 0 | 3 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Balbix uses a Bayesian Network-based model... It is highly automated and focuses heavily on internal risk.” GLM 4.7 FlashX · Cyber risk quant · comparative prompt · first choice
“If you have a massive, constantly changing IT estate and want automated, continuous risk scoring → Balbix” DeepSeek V4 Flash · Cyber risk quant · comparative prompt · alternative
“Balbix is the leading AI-powered platform for exposure management and cyber risk quantification (CRQ).” Muse Glimmer 30B · Cyber risk quant · comparative prompt · alternative
“Consider Balbix or Axio if you want modern CRQ with automation and business-friendly outputs.” Kimi K2 · Cyber risk quant · comparative prompt · alternative
And against it
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.
“some reviews note limited customization for advanced modeling, data alignment challenges in dynamic inventories” Grok 4.20 · Cyber risk quant · negative prompt · soft negative
“Continuous asset-level risk assessment (better for larger orgs) | Enterprise” DeepSeek V4 Flash · Cyber risk quant · direct prompt · soft negative
“GRC-integrated or asset-focused, but more enterprise-oriented ($75K+)” Grok 4.20 · Cyber risk quant · direct prompt · soft negative
“powerful but start at $10K+/year, so skip unless scaling up” Grok 4.20 · Cyber risk quant · budget prompt · soft negative
Named alongside
The products named in the same answers as Balbix, over the 46 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Balbix was named but was not.ShowHide
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 46 of the 46 answers that named Balbix and are not a share of its labels.
Domains cited
206 of the 206 domain citations in answers naming Balbix came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
balbix.com is not in Google's top ten for any of the category's searches. In the answers, Balbix takes 0% of first choices and CyberSaint CyberStrong takes 25%.ShowHide
Search and answers
In search
Google, US estimates- Searches for its name, Google
- 480 a month (“balbix”)
- AI search demand for its name, est.
- 5 a month
- Organic visits to its site
- about a month
- Searches its site ranks for
- · in the top three
- Sites linking to it
- 2,345
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This edition- First choices
- 1 across its categories
- Named in
- 46 answers
- Its own site cited
- in 46 of the answers that named it
Search figures are US estimates from DataForSEO, read October 5, 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.
What it publishes
ShowHide
What it publishes
ShowHide| 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 |
Most recent
- 2026-09-25Vendor onboarding security questionnaire template or tool
- 2026-09-25Vendor due diligence assessment template or tool
- 2026-09-25Vendor risk assessment template or tool
- 2026-09-22Vendor continuous monitoring template or tool
- 2026-09-22Vendor offboarding and exit template or tool
- 2026-09-11Vendor risk assessment checklist template or tool
How it is countedHide how it is counted
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.
Follow Balbix
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.
Claim this page
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 Balbix'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 Balbix, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Balbix by email, built from the raw record of the edition. It shows:
- where Balbix is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Balbix, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.