How AI answer engines name Graphite

Data through November 7, 2026

Across 703 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Professional Services between May 10, 2026 and November 7, 2026, Graphite was named in 40 (5.7%).

By engine

Answers each engine gave to buyer questions about Professional Services, Emergent Prosumer and VC & Private Equity, and how many of them named Graphite.

EngineNamedAnswersRate
ChatGPT86311.3%
Claude96511.4%
Gemini225843.8%
Perplexity96811.3%
Google AI Mode01000.0%
Google AI Overviews0550.0%

By question type

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

Question typeNamedAnswersRate
Best-of294816.0%
Ranked list94172.2%
Head-to-head04200.0%
Is it worth it04450.0%
How to choose04860.0%
Problem first104532.2%

Week by week

Graphite was named in at least one answer in 6 of the 10 weeks on record; the latest was the week of November 2, 2026.

Each week's answers to buyer questions about Professional Services, Emergent Prosumer and VC & Private Equity, Monday to Sunday, newest first, and how many of them named Graphite. The questions asked can differ from one week to the next.

Week ofNamedAnswersRate
103353.0%
104882.0%
165582.9%
104462.2%
11770.6%
01680.0%
0160.0%
11960.5%
01500.0%
01680.0%

Named first

When an answer named Graphite alongside another brand in this record, it was named first in 10 of 21 (47.6%).

Named alongside

  • Pulley: named together in 9 answers
  • Brex: named together in 6 answers
  • Elite: named together in 5 answers
  • Stripe: named together in 5 answers
  • reMarkable: named together in 4 answers
  • Rippling: named together in 3 answers
  • Braintrust: named together in 2 answers
  • Monos: named together in 2 answers

Other sources the engines cited when they named Graphite

Domains other than Graphite's own sites, ranked by the number of answers that named Graphite and cited each domain. Own-site citations are shown separately below.

Graphite's own site (graphite.com) was cited in 0 of 50 (0.0%).

Across every answer run in the Machine Relations Index, not only the answers that named Graphite, graphite.com was cited in 2 of 37,140 (0.01%), by 2 of the 6 engines it observes. The Index is still collecting evidence on graphite.com before it grades or ranks it.

Across every Professional Services buyer question, not only the answers that named Graphite, the Machine Relations Index ranks which sources AI engines cite for Professional Services questions.

All categories

CategoryNamedAnswersRate
Professional Services407035.7%
Emergent Prosumer41,4780.3%
VC & Private Equity45210.8%
Consumer Products21,7600.1%

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.

Window-to-window brand movement is unmeasured. The stored counts do not establish unchanged prompts, collection instruments and sampling weights across periods. Historical counts and weekly rows are descriptive, not a matched trend.

Source: Machine Relations Index.

FAQ

Does ChatGPT recommend Graphite?

ChatGPT named Graphite in 8 of 631 answers (1.3%) to buyer questions about Professional Services, Emergent Prosumer and VC & Private Equity between May 10, 2026 and November 7, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed Graphite.

Which sources do AI engines cite when they mention Graphite?

Excluding Graphite's own sites, the domains cited most often in answers that named Graphite were aoneoutsourcing.com (14 answers), anomalycpa.com (11 answers) and g2.com (9 answers). Graphite's own site (graphite.com) was cited in 0 of 50 (0.0%).

Which AI engine names Graphite most often?

Gemini, at 3.8%: it named Graphite in 22 of 584 answers to buyer questions about Professional Services, Emergent Prosumer and VC & Private Equity.