| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Secure code training | Developer platform | 4% | 6 of 97 | 3% | 37 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 2 | 1 | 0 | 3 |
| Perplexity Sonar | 0 | 1 | 2 | 0 | 3 |
| Grok 4.1 Fast | 0 | 4 | 1 | 0 | 5 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 3 | 1 | 0 | 4 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 0 | 3 |
| Kimi K2 | 1 | 1 | 2 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-6 Luna | 0 | 1 | 1 | 0 | 2 |
| Muse Glimmer 30B | 0 | 2 | 1 | 1 | 4 |
Verbatim evidence the judge attached to positive labels.
“Security Journey is also highly regarded for its robust cybersecurity education and focus on coding challenges” Mistral Small · Secure code training · direct prompt · first choice
“Security Journey ⭐ Best for Mid-Market” Kimi K2 · Secure code training · direct prompt · first choice
“Security Journey differentiates itself through hands-on labs providing complete application environments rather than code snippets.” Claude Haiku 4.5 · Secure code training · comparative prompt · alternative
“Go with Security Journey. The belt-based system is incredibly structured, self-paced, and highly respected by auditors.” Gemini 3.5 Flash · Secure code training · paraphrase 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.
“Users find the learning curve steep due to lack of hands-on exercises, making the experience feel like a chore.” Muse Glimmer 30B · Secure code training · negative 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 118 of the 118 answers that named Security Journey and are not a share of its labels.
508 of the 596 domain citations in answers naming Security Journey came from somebody else's page.
Pages are listed as the models cited them.
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.
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 462 | 12 | 2026-09-10 | Secure code training, SCA | |
| Webinar or virtual event | 21 | undated | |||
| Glossary or explainer | 16 | 0 | 2026-01-19 | ||
| Case study | 10 | undated | |||
| Comparison | 7 | 0 | 2026-01-28 | SAST, DAST | |
| Podcast or video | 4 | 0 | 2025-12-18 | ||
| Template or tool | 3 | 0 | 2026-02-23 | ||
| Conference or event | 2 | 0 | 2025-10-21 | ||
| News or press | 1 | undated |
Every page securityjourney.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 October 5, 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 Security Journey's own pages state, read October 5, 2026: securityjourney.com, securityjourney.com/compliance. 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 Security Journey'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 Security Journey, 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 Security Journey by email, built from the raw record of the edition. It shows: