How AI answer engines name Monte Carlo
Data through October 20, 2026
Across 1,115 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Deep Tech & Hardware between May 10, 2026 and October 20, 2026, Monte Carlo was named in 9 (0.8%).
By engine
Answers each engine gave to buyer questions about Deep Tech & Hardware and Infrastructure & Dev Tools, and how many of them named Monte Carlo.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 0 | 358 | 0.0% |
| Claude | 1 | 371 | 0.3% |
| Gemini | 6 | 366 | 1.6% |
| Perplexity | 3 | 371 | 0.8% |
| Google AI Mode | 2 | 107 | 1.9% |
| Google AI Overviews | 1 | 31 | 3.2% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 196 | 0.0% |
| Ranked list | 0 | 180 | 0.0% |
| Head-to-head | 0 | 180 | 0.0% |
| Is it worth it | 1 | 176 | 0.6% |
| How to choose | 8 | 205 | 3.9% |
| Problem first | 0 | 178 | 0.0% |
| News | 4 | 489 | 0.8% |
Week by week
Monte Carlo was named in at least one answer in 9 of the 16 weeks on record; the latest was the week of October 12, 2026.
Each week's answers to buyer questions about Deep Tech & Hardware and Infrastructure & Dev Tools, Monday to Sunday, newest first, and how many of them named Monte Carlo. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 1 | 172 | 0.6% | |
| 1 | 168 | 0.6% | |
| 0 | 168 | 0.0% | |
| 3 | 180 | 1.7% | |
| 1 | 204 | 0.5% | |
| 1 | 55 | 1.8% | |
| 2 | 168 | 1.2% | |
| 0 | 48 | 0.0% | |
| 2 | 40 | 5.0% | |
| 0 | 52 | 0.0% | |
| 0 | 45 | 0.0% | |
| 0 | 30 | 0.0% | |
| 0 | 112 | 0.0% | |
| 1 | 111 | 0.9% | |
| 0 | 48 | 0.0% | |
| 1 | 3 | 33.3% |
Named first
When an answer named Monte Carlo alongside another brand in this record, it was named first in 0 of 10 (0.0%).
Named alongside
Sources the engines cited when they named Monte Carlo
Domains cited in answers that named Monte Carlo, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| anysilicon.com | 4 |
| reddit.com | 4 |
| semiconductor-digest.com | 4 |
| atlan.com | 3 |
| ieee.org | 3 |
| ir.com | 3 |
| landbase.com | 3 |
| newrelic.com | 3 |
| semiengineering.com | 3 |
| siliconanalysts.com | 3 |
Monte Carlo's own site (montecarlo.ai) was cited in 0 of 18 (0.0%).
Across every answer run in the Machine Relations Index, not only the answers that named Monte Carlo, montecarlo.ai was cited in 28 of 28,201 (0.10%), by 5 of the 6 engines it observes. The Index is still collecting evidence on montecarlo.ai before it grades or ranks it.
All categories
| Category | Named | Answers | Rate |
|---|---|---|---|
| Deep Tech & Hardware | 9 | 1,115 | 0.8% |
| Infrastructure & Dev Tools | 4 | 489 | 0.8% |
| AI Visibility & GEO | 2 | 1,316 | 0.2% |
| AI Security & Privacy | 1 | 1,331 | 0.1% |
| Legal & Compliance | 1 | 486 | 0.2% |
| Sales, GTM & CRM | 1 | 179 | 0.6% |
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 Monte Carlo?
ChatGPT did not name Monte Carlo in any of its 358 answers to buyer questions about Deep Tech & Hardware and Infrastructure & Dev Tools between May 10, 2026 and October 20, 2026.
Which sources do AI engines cite when they mention Monte Carlo?
The domains cited most often in answers that named Monte Carlo were anysilicon.com (4 answers), reddit.com (4 answers) and semiconductor-digest.com (4 answers).
Which AI engine names Monte Carlo most often?
Google AI Overviews, at 3.2%: it named Monte Carlo in 1 of 31 answers to buyer questions about Deep Tech & Hardware and Infrastructure & Dev Tools.