How AI answer engines name Standout

Data through November 2, 2026

Across 1,814 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about HR & Talent between May 10, 2026 and November 2, 2026, Standout was named in 10 (0.6%).

Last 28 days: named in 25 of 7,656 answers in its home categories (0.3%), down 0.1 points from the 28 days before.

By engine

Answers each engine gave to buyer questions in the 13 categories where Standout was named at least 3 times, and how many of them named Standout.

EngineNamedAnswersRate
ChatGPT04,7520.0%
Claude24,8380.0%
Gemini624,4031.4%
Perplexity04,8260.0%
Google AI Mode66940.9%
Google AI Overviews33141.0%

By question type

The same answers, split by the shape of the buyer question.

Question typeNamedAnswersRate
Best-of332,9851.1%
Ranked list312,8911.1%
Head-to-head02,9110.0%
Is it worth it13,0510.0%
How to choose33,0440.1%
Problem first02,9760.0%
News51,9690.3%

Week by week

Standout was named in at least one answer in 18 of the 27 weeks on record; the latest was the week of October 26, 2026.

Each week's answers to buyer questions in the 13 categories where Standout was named at least 3 times, Monday to Sunday, newest first, and how many of them named Standout. The questions asked can differ from one week to the next.

Week ofNamedAnswersRate
02690.0%
61,9990.3%
82,1310.4%
102,0590.5%
122,1610.6%
51,9910.3%
16920.1%
01960.0%
63441.7%
33900.8%
35480.5%
35600.5%
16190.2%
13600.3%
06750.0%
27000.3%
69920.6%
11,1720.1%
01720.0%
01650.0%
12150.5%
01860.0%
01250.0%
34580.7%
14440.2%
01920.0%
0120.0%

Named first

When an answer named Standout alongside another brand in this record, it was named first in 21 of 84 (25.0%).

Named alongside

Sources the engines cited when they named Standout

Domains cited in answers that named Standout, by the number of those answers that cited them.

Standout's own site (standout.work) was cited in 0 of 87 (0.0%).

Across every answer run in the Machine Relations Index, not only the answers that named Standout, standout.work was cited in 3 of 35,111 (0.01%), by 2 of the 6 engines it observes. The Index is still collecting evidence on standout.work before it grades or ranks it.

Across every HR & Talent buyer question, not only the answers that named Standout, the Machine Relations Index ranks which sources AI engines cite for HR & Talent questions.

All categories

CategoryNamedAnswersRate
HR & Talent101,8140.6%
Cybersecurity92,0020.4%
Family Software91,4080.6%
Consumer Products71,5920.4%
Consumer Finance61,5520.4%
Enterprise Software61,8850.3%
AI Visibility & GEO51,6210.3%
Education & Training51,3950.4%
Martech & Advertising41,2130.3%
AI Infrastructure31,5110.2%
AI Security & Privacy31,6220.2%
Emergent Prosumer31,3600.2%
Logistics & Freight38520.4%
Fintech21,8880.1%
Healthcare Services21,8260.1%
PR & Earned Media22870.7%
Sales, GTM & CRM25590.4%
Consumer Health (YMYL)11,5460.1%
Deep Tech & Hardware11,4230.1%
iGaming & Betting11,1570.1%
Infrastructure & Dev Tools14890.2%
Legal & Compliance14860.2%
VC & Private Equity13900.3%

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 Standout?

ChatGPT did not name Standout in any of its 4,752 answers to buyer questions in the 13 categories where Standout was named at least 3 times between May 10, 2026 and November 2, 2026.

Which sources do AI engines cite when they mention Standout?

The domains cited most often in answers that named Standout were reddit.com (20 answers), youtube.com (11 answers) and forbes.com (7 answers).

Which AI engine names Standout most often?

Gemini, at 1.4%: it named Standout in 62 of 4,403 answers to buyer questions in the 13 categories where Standout was named at least 3 times.