How AI answer engines name RoboSense
Data through October 21, 2026
Across 1,291 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Deep Tech & Hardware between May 10, 2026 and October 21, 2026, RoboSense was named in 83 (6.4%).
By engine
Answers each engine gave to buyer questions about Deep Tech & Hardware, and how many of them named RoboSense.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 24 | 309 | 7.8% |
| Claude | 15 | 323 | 4.6% |
| Gemini | 32 | 318 | 10.1% |
| Perplexity | 11 | 323 | 3.4% |
| Google AI Mode | 1 | 12 | 8.3% |
| Google AI Overviews | 0 | 6 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 52 | 226 | 23.0% |
| Ranked list | 31 | 209 | 14.8% |
| Head-to-head | 0 | 210 | 0.0% |
| Is it worth it | 0 | 205 | 0.0% |
| How to choose | 0 | 234 | 0.0% |
| Problem first | 0 | 207 | 0.0% |
Week by week
RoboSense was named in at least one answer in 8 of the 8 weeks on record; the latest was the week of October 19, 2026.
Each week's answers to buyer questions about Deep Tech & Hardware, Monday to Sunday, newest first, and how many of them named RoboSense. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 11 | 176 | 6.3% | |
| 12 | 172 | 7.0% | |
| 12 | 168 | 7.1% | |
| 14 | 168 | 8.3% | |
| 9 | 180 | 5.0% | |
| 10 | 204 | 4.9% | |
| 5 | 55 | 9.1% | |
| 10 | 168 | 6.0% |
Named first
When an answer named RoboSense alongside another brand in this record, it was named first in 27 of 69 (39.1%).
Named alongside
- Ouster: named together in 54 answers
- Stereolabs: named together in 8 answers
- Arduino: named together in 5 answers
- Microsoft Azure: named together in 3 answers
Sources the engines cited when they named RoboSense
Domains cited in answers that named RoboSense, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| smartbotparts.com | 22 |
| lidarseek.com | 19 |
| openelab.io | 19 |
| cratustech.com | 18 |
| generationrobots.com | 18 |
| hokuyo-usa.com | 14 |
| hesaitech.com | 13 |
| ouster.com | 13 |
| livoxtech.com | 10 |
| openelab.com | 8 |
RoboSense's own site (robosense.ai) was cited in 11 of 83 (13.3%).
Across every answer run in the Machine Relations Index, not only the answers that named RoboSense, robosense.ai was cited in 11 of 29,566 (0.04%), by 2 of the 6 engines it observes. The Index is still collecting evidence on robosense.ai before it grades or ranks it.
Across every Deep Tech & Hardware buyer question, not only the answers that named RoboSense, the Machine Relations Index ranks which sources AI engines cite for Deep Tech & Hardware 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 RoboSense?
ChatGPT named RoboSense in 24 of 309 answers (7.8%) to buyer questions about Deep Tech & Hardware between May 10, 2026 and October 21, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed RoboSense.
Which sources do AI engines cite when they mention RoboSense?
The domains cited most often in answers that named RoboSense were smartbotparts.com (22 answers), lidarseek.com (19 answers) and openelab.io (19 answers).
Which AI engine names RoboSense most often?
Gemini, at 10.1%: it named RoboSense in 32 of 318 answers to buyer questions about Deep Tech & Hardware.