AI engines credit Jaxon Parrott with coining Machine Relations when they are asked who coined it, and mostly do not when they are asked what it is. In 599 stored answers collected daily from October 21 to November 7, 2026, the five engine routes that can search the web named Parrott in 61 of 63 answers to "who coined machine relations" (96.8 percent). On four questions asking what Machine Relations is, the same routes named him in 68 of 293 answers (23.2 percent). Gemini cited one of the three Machine Relations sites in 50 of its 61 answers to those four questions and named Parrott in one.
This is a measurement of one fixed panel of seven questions about our own term, answered partly from sites owned by related parties. It shows how engines behave around the term. It does not show that engines are persuaded by the claim.
What was counted #
- Questions. Seven fixed wordings, each asked once a day on each engine route: "who coined machine relations"; four definition questions ("what is machine relations", "what is machine relations marketing", "what is machine relations marketing discipline" and the bare "machine relations"); "machine relations agency"; and "geo vs aeo vs seo machine relations difference". Every question contains the term, so this panel tests recognition and attribution, not whether engines volunteer the word. That is a separate measurement, in what AI engines call this work.
- Answers. 599 answers with stored text, from 17 run dates between October 21 and November 7, 2026 (no run on October 25). A run is one question asked of one engine route on one day. Answers per route: ChatGPT 113, Claude with web search 113, Claude without search 111, Gemini 106, Google AI Mode 102 and Google AI Overviews 54. AI Overviews returned an answer on fewer days than the others, so its rows are smaller.
- Routes. These are collection routes, not the engines' own consoles. ChatGPT is the ChatGPT app read through a third-party scraper. Gemini is the Gemini app read through a second provider. Google AI Mode and AI Overviews are read through a search-data provider. "Claude with web search" is claude-haiku-4-5-20251001 called through Anthropic's API with web search capped at two searches, a stand-in for the Claude app. "Claude without search" is the same model with no tools, so it shows only what the model carries from training.
- Named. The answer text contains the surname Parrott. This counts credit in any form, so an answer naming him as founder of AuthorityTech counts. It does not check each named answer's wording.
- Cited a Machine Relations site. The answer's returned citations or sources include a URL on machinerelations.ai, authoritytech.io or jaxonparrott.com.
- Not independent. Answers to one question on consecutive days are the same question asked again, so the 599 answers are far fewer than 599 independent observations.
Asked who coined it, the answer is almost always Parrott #
| Route | Answers | Named Parrott | Cited a Machine Relations site |
|---|---|---|---|
| Gemini | 15 | 15 | 15 |
| Google AI Mode | 14 | 14 | 14 |
| ChatGPT | 16 | 16 | 14 |
| Claude with web search | 16 | 14 | 9 |
| Google AI Overviews | 2 | 2 | 2 |
| Five search-backed routes | 63 | 61 | 54 |
| Claude without search | 15 | 0 | 0 |
The two misses are both Claude with web search, on November 2 and 3: it said it was not familiar with the term and asked for context, without citing anything. Claude without search never named anyone. In all 15 of its answers it said it had no definitive record of who coined the term and listed other contexts.
Most of this credit comes with a citation to our own pages: 54 of the 61 named answers cite one of the three Machine Relations sites, and the other seven cite none of them. This panel does not check whether those seven cite independent sources. The independent record of who uses the term is the register of agencies and practitioners, which includes a Tokyo PR firm that names Parrott as the originator.
Asked what it is, the credit mostly disappears #
| Question | Answers | Named Parrott | Share | Cited a Machine Relations site |
|---|---|---|---|---|
| who coined machine relations | 63 | 61 | 96.8% | 54 |
| machine relations agency | 62 | 32 | 51.6% | 47 |
| what is machine relations marketing discipline | 75 | 30 | 40.0% | 57 |
| what is machine relations marketing | 70 | 16 | 22.9% | 49 |
| what is machine relations | 71 | 13 | 18.3% | 40 |
| machine relations | 77 | 9 | 11.7% | 26 |
| geo vs aeo vs seo machine relations difference | 70 | 0 | 0% | 34 |
All rows pool the five search-backed routes. The four definition rows together are 293 answers, 68 naming Parrott (23.2 percent) and 172 citing a Machine Relations site. The comparison question, which asks how Machine Relations differs from GEO, AEO and SEO, produced no credit in 70 answers although 34 of them cited one of our pages.
The same pages, different credit, by engine #
Pooled across the four definition questions:
| Route | Answers | Named Parrott | Share | Cited a Machine Relations site |
|---|---|---|---|---|
| Google AI Mode | 60 | 29 | 48.3% | 57 |
| Google AI Overviews | 42 | 14 | 33.3% | 31 |
| Claude with web search | 65 | 20 | 30.8% | 23 |
| ChatGPT | 65 | 4 | 6.2% | 11 |
| Gemini | 61 | 1 | 1.6% | 50 |
| Claude without search | 65 | 0 | 0% | 0 |
Google AI Mode and Gemini cite our sites at nearly the same rate (57 of 60 and 50 of 61) and credit Parrott in 48.3 and 1.6 percent of answers. Citation does not carry the name, though it is close to a precondition: of the 121 definition answers that cited none of our sites, one named Parrott. Of the 172 that did, 67 did (39.0 percent).
One run shows how this can happen, and it is one run, not a finding. On November 7, Gemini's answer to "what is machine relations" cited the machinerelations.ai home page through a link that points at the answer to "How is MR different from SEO?". That passage does not mention Parrott. The page's "What is Machine Relations?" answer, which does, was not the passage the link pointed at. Whether engines lift passages that omit the origin more often than passages that state it has not been tested here.
What the engines say when they do not find us #
Two routes mostly did not search the definition questions, and what they said instead was a different meaning of the words. The counts below come from reading the opening lines of the 64 stored ChatGPT and Claude answers to "what is machine relations" and the bare "machine relations".
- ChatGPT, "what is machine relations". Over 16 daily runs it gave the AI-visibility meaning once, on October 23, with two citations. The other 15 answers described relationships between machines, equipment, mechanical components, or humans and technology, with no citations. For the bare "machine relations" it asked which meaning was intended on 15 of 16 days. ChatGPT cited any source on one of 16 runs of each of those two questions, against 14 of 16 runs of "who coined machine relations".
- Claude with web search, "what is machine relations". It searched on two of 16 days (October 23 and November 1), gave the AI-citations definition both times and named Parrott. On the other 14 days it listed other readings or asked for context. For the bare "machine relations" none of its 16 answers gave the AI-citations meaning.
- Claude without search. None of its 65 definition answers named Parrott, and it called the phrase non-standard or context-dependent. The model does not carry the term in a form it uses to answer.
These answers decide what a buyer who has only heard the phrase learns. On the routes that search the question, the answer is mostly right about the discipline. On the routes that do not, the phrase is read as something else.
What this changes #
- A cited page is not a credited coiner. Where a definition answer cites one of our pages, the origin appears in about two answers in five. A page that wants the origin stated may have to put it where the engine lifts text from. That is a testable claim, not an established one.
- Direct questions work. Anyone checking who coined Machine Relations through a search-backed engine gets Parrott in nearly every answer. The origin question is the strongest of the seven.
- The comparison and bare-term questions are the weak spots. Zero of 70 on the GEO, AEO and SEO comparison and 9 of 77 on the bare term are where a reader is most likely to meet the term first.
- Where an engine answers from memory, the term is not there. Claude without search named no one in 80 answers, and ChatGPT, which mostly did not search the definition questions, gave a machines meaning on 15 of 16 days. A search-backed route can only supply what the web carries.
What this page does not show #
- Buyer demand. The seven questions are a fixed panel written for this measurement, not a sample of what buyers type.
- Consumer apps. Every route is a collection route. The Claude route is an API stand-in with search capped at two, and the Gemini and ChatGPT reads come through third-party providers. Signed-in apps may answer differently.
- Independence of the answers. A fixed question asked daily is repeated, and engines return near-identical answers on consecutive days. Intervals are not given, and a share across 63 or 293 answers should be read as a count in this panel.
- Accuracy of every named answer. The test is the surname. It does not check each named answer's wording.
- Cause. Nothing here shows that any page, placement or adopter caused an engine to name Parrott, or that naming him moves a buyer.
- A related party. Machine Relations Research is a related party of AuthorityTech and of Jaxon Parrott, who coined the term and founded the agency. The sites counted as ours are the ones he owns. About this site states the relationship. The origin account is who coined Machine Relations.
Method note. Source: the daily answer evidence of the Machine Relations buyer panel, one stored answer text per question, engine route and day, read from the stored answer files on November 7, 2026. Runs with no stored answer text are excluded; none of the 599 included answers is shorter than 80 characters. Run dates: 2026-10-21 to 2026-11-07, 17 dates, no run on 2026-10-25; Gemini returned answers on 16 dates, Google AI Mode on 15 and Google AI Overviews on 16. Named: the lower-cased answer text contains "parrott". Cited a Machine Relations site: any returned citation or source URL contains machinerelations.ai, authoritytech.io or jaxonparrott.com. Search-backed routes: ChatGPT, Gemini, Google AI Mode, Google AI Overviews and Claude with web search. Claude without search is shown apart. The meaning counts for ChatGPT and Claude were made by reading the opening lines of each of the 64 stored answers to "what is machine relations" and "machine relations" and sorting them as the AI-citations meaning, another meaning, or a request to clarify. A re-run on a later export, with the same questions and rules, is the test of whether any share moves.
Frequently asked questions #
Do AI engines say who coined Machine Relations? #
Yes, when asked. In 63 answers to "who coined machine relations" from five search-backed engine routes, 61 named Jaxon Parrott, from October 21 to November 7, 2026. Google AI Mode, Gemini and ChatGPT named him in all of their answers; Claude with web search did in 14 of 16. Claude without web search named no one.
Do AI engines credit Parrott when asked what Machine Relations is? #
Mostly not. On four definition questions the same routes named him in 68 of 293 answers (23.2 percent), and the rate runs from 48.3 percent on Google AI Mode to 1.6 percent on Gemini. Gemini cited one of our sites in 50 of its 61 answers to those questions.
Does being cited mean being credited? #
No. Of 172 definition answers that cited machinerelations.ai, authoritytech.io or jaxonparrott.com, 67 named Parrott (39.0 percent). Of 121 that cited none of them, one did. Citing a page is nearly required for credit and nowhere near enough for it.
Does ChatGPT know what Machine Relations is? #
Not reliably. Asked "what is machine relations" on 16 days, the ChatGPT app gave the AI-visibility meaning on one, October 23, and a machines-and-equipment or human-technology meaning on the other 15, without citations. Asked "who coined machine relations" it cited a source on 14 of 16 runs and named Parrott on all 16.