Kontra
Why models recommend it
“Kontra hands-on labs and e-learning courses combine 50+ short-form video lessons with over 300 interactive vulnerability labs”Claude Haiku 4.5 · Comparative question · alternative
“Interactive, developer-first training with a focus on modern web vulnerabilities.”Mistral Small · Comparative question · alternative
“Platforms that are generally well-regarded and may be safer choices include”Mistral Small · Negative question · alternative
“Strong on enterprise scalability and metrics for training effectiveness”Grok 4.20 · Comparative question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Kontra, over the 29 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 28 | 17 | View → | |
| 21 | 2 | View → | |
| 18 | 5 | View → | |
| 13 | 0 | View → | |
| 12 | 2 | View → | |
| 11 | 0 | View → | |
| 10 | 2 | View → | |
| 10 | 0 | View → | |
| 7 | 0 | View → | |
| 6 | 1 | View → |
What the models named instead of Kontra →
A side-by-side page exists where both products are among a category's top eight.
How this is measured
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 →Sources returned with these answers
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 26 of the 29 answers that named Kontra and are not a share of its labels.
Domains cited
No domain is on file for Kontra, so its own site is not marked.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 2 | 0 | 3 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 2 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 1 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |