How AI answer engines name AIronClaw
Data through October 21, 2026
Across 1,331 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about AI Security & Privacy between May 10, 2026 and October 21, 2026, AIronClaw was named in 12 (0.9%).
By engine
Answers each engine gave to buyer questions about AI Security & Privacy, and how many of them named AIronClaw.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 12 | 331 | 3.6% |
| Claude | 0 | 336 | 0.0% |
| Gemini | 0 | 336 | 0.0% |
| Perplexity | 0 | 307 | 0.0% |
| Google AI Mode | 0 | 12 | 0.0% |
| Google AI Overviews | 0 | 9 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 237 | 0.0% |
| Ranked list | 0 | 207 | 0.0% |
| Head-to-head | 0 | 216 | 0.0% |
| Is it worth it | 11 | 232 | 4.7% |
| How to choose | 1 | 231 | 0.4% |
| Problem first | 0 | 208 | 0.0% |
Week by week
AIronClaw was named in at least one answer in 7 of the 9 weeks on record; the latest was the week of October 12, 2026.
Each week's answers to buyer questions about AI Security & Privacy, Monday to Sunday, newest first, and how many of them named AIronClaw. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 0 | 89 | 0.0% | |
| 2 | 89 | 2.2% | |
| 0 | 179 | 0.0% | |
| 1 | 168 | 0.6% | |
| 1 | 168 | 0.6% | |
| 1 | 120 | 0.8% | |
| 3 | 187 | 1.6% | |
| 3 | 192 | 1.6% | |
| 1 | 139 | 0.7% |
Named first
When an answer named AIronClaw alongside another brand in this record, it was named first in 8 of 8 (100.0%).
Sources the engines cited when they named AIronClaw
Domains cited in answers that named AIronClaw, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| inferwall.com | 8 |
| firewallm.com | 7 |
| techradar.com | 5 |
| axios.com | 3 |
| proofhelm.com | 3 |
| collieai.io | 2 |
| filterprompt.io | 2 |
| itpro.com | 2 |
| arxiv.org | 1 |
| blacksight.ai | 1 |
AIronClaw's own site (aironclaw.com) was cited in 11 of 12 (91.7%).
Across every answer run in the Machine Relations Index, not only the answers that named AIronClaw, aironclaw.com was cited in 13 of 29,566 (0.04%), by 1 of the 6 engines it observes. The Index is still collecting evidence on aironclaw.com before it grades or ranks it.
Across every AI Security & Privacy buyer question, not only the answers that named AIronClaw, the Machine Relations Index ranks which sources AI engines cite for AI Security & Privacy questions.
How this is measured
Names are matched case-sensitively from each brand's own homepage title, in answers stored by the Machine Relations Index. Only derived counts are published here; no answer text is.
A brand appears only once it has been named in at least 10 answers on 7 separate days.
A name match counts a mention. It does not count a recommendation, and it does not measure sentiment.
Categories are the Index's buyer-question categories.
Source: Machine Relations Index.
FAQ
Does ChatGPT recommend AIronClaw?
ChatGPT named AIronClaw in 12 of 331 answers (3.6%) to buyer questions about AI Security & Privacy between May 10, 2026 and October 21, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed AIronClaw.
Which sources do AI engines cite when they mention AIronClaw?
The domains cited most often in answers that named AIronClaw were inferwall.com (8 answers), firewallm.com (7 answers) and techradar.com (5 answers).
Which AI engine names AIronClaw most often?
ChatGPT, at 3.6%: it named AIronClaw in 12 of 331 answers to buyer questions about AI Security & Privacy.