StackHawk
Rankings by industry
A rank of 1 to 3 earns that leaderboard's badge for the month.
Rank and score by month
- Vulnerability scanners, GlobalNot measured
No lines on the chart. Tick Show on chart in the table below, or add a leaderboard above.
Every leaderboard has one reading so far, from October 2026, so each line is a single dot for now. The next point arrives on 1 November 2026, when the new month's leaderboards publish. Chart up to 5 leaderboards at once.
Every leaderboard it is on
| Leaderboard | Market | All rank (AI and Search combined) | Heralded Score | AI and Search | Change | On chart |
|---|---|---|---|---|---|---|
| Vulnerability scanners, Global | Global | – | Too few answers |
| First reading | |
| Vulnerability scanners, Germany | Germany | – | Too few answers |
| First reading | |
| Vulnerability scanners, Spain | Spain | – | Too few answers |
| First reading | |
| Vulnerability scanners, Italy | Italy | – | Too few answers |
| First reading | |
| Vulnerability scanners, Romania | Romania | – | Too few answers |
| First reading | |
| No leaderboard matches this filter. | ||||||
By engine
-
Google AI Mode
–average rank
Not ranked · ranks on 0 leaderboards
-
Gemini
–average rank
Not ranked · ranks on 0 leaderboards
-
Google AI Overviews
–average rank
Not ranked · ranks on 0 leaderboards
-
ChatGPT
–average rank
Not ranked · ranks on 0 leaderboards
Questions it answers
| # | Question | Leaderboard | Its place | Also named |
|---|---|---|---|---|
| 1 | what can replace manual security checks before each software release | vulnerability scanners | 4 | |
| 2 | Withheld. Run a full Snapshot to see it. | |||
| 3 | what can replace manual security checks before each software release | vulnerability scanners in Spain | 5 | |
| 4 | Withheld. Run a full Snapshot to see it. | |||
| 5 | what can replace manual security checks before each software release | vulnerability scanners in Italy | 5 | |
| 6 | what can replace manual security checks before each software release | vulnerability scanners in Romania | 5 | |
| 7 | Withheld. Run a full Snapshot to see it. | |||
| 8 | which tool can scan our applications for security vulnerabilities | vulnerability scanners | Not named | |
| 9 | how do small engineering teams scan code for vulnerabilities | vulnerability scanners | Not named | |
| 10 | what can help developers find vulnerabilities before release | vulnerability scanners | Not named | |
Sources that mention it
| # | Source | Type | Mentions it | Recommends it |
|---|---|---|---|---|
| 1 | community | Yes | Yes |
Method
Each leaderboard ranks brands on two sides. AI is how ChatGPT, Gemini, Google AI Overviews and Google AI Mode answer the board's buyer questions. Search is Google's top 10 results for the keywords behind those questions. All combines the two, where Search is measured.
For the AI side, each month Heralded asks every engine the same buyer questions, twice each, and reads every answer. An answer counts 0 for a brand it leaves out, 50 for a brand it names and 100 for a brand it recommends, and the Heralded Score is built from those. A brand named in at least three answers gets a score and a place.