Machine Relations Index
Source domain profile · Other observed source

ambrain.org in the Machine Relations Index

ambrain.org appeared as a cited source in 2 of 39,509 monitored answer runs (under 0.01%) from May 10, 2026 to November 14, 2026.

Source siteMarkdownPublic JSON

Self-description

How the site describes itself

Trading terminals, matching engines and real-time bidding systems for exchanges, brokers, prop firms, DSPs and SSPs, and generative AI for product teams.

ambrain.org describes itself this way in the description tag on its homepage, read on November 10, 2026. It is the source's own wording, quoted as found, not a finding of this Index.

Citation rateunder 0.01%

2 cited runs of 39,509 observed answer runs.

Days cited2/182

Days with a citation, of the days observed in the current release window.

Engine breadth1

Perplexity. This is an observed-engine list, not a per-engine rate.

ConfidenceCollecting

MRI confidence is not an Answer-Source Fidelity grade.

Standing

Population ranks from the public release

Public standing
Collecting: no rank until it clears the evidence floor
Full universe
Not ranked in this release
Source role population
Not ranked in this release
Evidence-qualified source role
Not ranked in this release

Segment evidence

Observed category and question-shape rows

Segment rates use that category and question shape only. A row still collecting shows how many runs have been measured. A dash means no measured runs yet.

CategoryQuestion shapeStateCited runsObserved runsRun datesRateRank populationBadge
iGaming & BettingHow buyers choosePublished1213120.47%#170 of 290Badge
iGaming & BettingIs it worth itPublished1220120.45%#155 of 249Badge

Published segments: 2. Collecting segments: 0.

Citation history

Cited runs month by month

ambrain.org was first cited in a monitored answer run on October 7, 2026, and most recently on November 10, 2026, with cited runs in each of the 2 months from then to this release. The release window opens 2026-05-10, so an earlier citation would not show here.

A month's rate is the share of all monitored answer runs that month that cited this domain. The latest month is still collecting.

MonthCited runsObserved runsRate
October 2026116,4960.01%
November 2026 (to November 14, 2026)15,0260.02%

By answer engine

Which engines cite ambrain.org

An engine's rate is its cited runs over every monitored run that engine answered in the window. Engines answer different numbers of runs, so compare rates, not counts.

EngineCited runsEngine’s observed runsRate
Perplexity29,5300.02%
ChatGPT09,4100.00%
Claude09,3590.00%
Gemini07,5980.00%
Google AI Mode02,2370.00%
Google AI Overviews01,3750.00%

Since August 31, 2026, ambrain.org is cited in none of 1,031 observed Google AI Mode runs. Google AI Mode's collection changed between August 10, 2026 and August 30, 2026, so its row above pools both sides of the change.

Since October 7, 2026, ambrain.org is cited in 2 of 4,761 observed Perplexity runs (0.04%). Perplexity's collection changed between October 6, 2026 and October 7, 2026, so its row above pools both sides of the change.

Peers

Nearest sources on iGaming & Betting / Is it worth it

ambrain.org holds its best segment rank, #155 of 249, in iGaming & Betting / Is it worth it, at 0.45%. 99 sources on that leaderboard share that rate, and their order inside the tie is not a measured difference. Listed here: the nearest sources cited more and less often than it, and the sources beside it that share this best segment. Full leaderboard.

RankSourceSource roleSegment citation rateAgainst this source
#99 of 249advisorlogistics.comOther observed source0.91%+0.46 pts
#100 of 249affpapa.comOther observed source0.91%+0.46 pts
#101 of 249altenar.comOther observed source0.91%+0.46 pts
#102 of 249arxiv.orgAcademic and government source0.91%+0.46 pts
#103 of 249betacr.euOther observed source0.91%+0.46 pts
#104 of 249betgo.digitalOther observed source0.91%+0.46 pts
#154 of 249agbrief.comEditorial publication0.45%Same rate
#156 of 249andysowards.comOther observed source0.45%Same rate
Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. ambrain.org, under 0.01% citation rate, 2 of 39,509 monitored answer runs, 2026-05-10 to 2026-11-14. Release mri_score_v2.1+2026-11-14+a5e5e37df8da. CC BY 4.0. https://machinerelations.ai/index/domains/ambrain.org
APA
Parrott, J. (2026). ambrain.org in the Machine Relations Index (Version mri_score_v2.1+2026-11-14+a5e5e37df8da) [Data set]. Machine Relations Research. https://machinerelations.ai/index/domains/ambrain.org https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriambrainorg,
  author = {Parrott, Jaxon},
  title = {ambrain.org in the Machine Relations Index},
  year = {2026},
  version = {mri\_score\_v2.1+2026-11-14+a5e5e37df8da},
  publisher = {Machine Relations Research},
  url = {https://machinerelations.ai/index/domains/ambrain.org},
  doi = {10.5281/zenodo.23652423},
  license = {CC-BY-4.0},
  note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}

CITATION.cff

Release and boundary

What this profile measures

Published November 14, 2026. The observation window runs May 10, 2026 to November 14, 2026. Methodology v2.1.

Use the data
curl -fsSL "https://machinerelations.ai/data/machine-relations-index.json" -o machine-relations-index.json
curl -fsSL "https://machinerelations.ai/data/mri-release-manifest.json" -o mri-release-manifest.json
curl -fsSL "https://huggingface.co/datasets/machine-relations/machine-relations-index/resolve/main/domains.csv" -o domains.csv
curl -fsSL -L "https://doi.org/10.5281/zenodo.23652423" -o mri-zenodo.html
import json
from urllib.request import urlopen

index_url = "https://machinerelations.ai/data/machine-relations-index.json"
with urlopen(index_url) as response:
    index = json.load(response)
print(index["generated"], index["total_domains"])

The public dataset reports citation rates, rankings, and evidence counts. It excludes internal query identifiers, raw cited URLs, and answer-engine provider payloads. MRI measures observed root-domain citations in monitored prompts, not all AI answers, recommendation quality, web traffic or commercial performance. A citation is not source support.

Embed

Embed this profile’s badge

Put this badge on your site to show how often AI answers cite it. It links to this profile and updates with every new release; if a later release no longer includes this domain, the badge stops loading. To keep today’s numbers fixed, save the SVG and host it yourself.

ambrain.org in the Machine Relations Index: cited in under 0.01% of monitored AI answers (2 of 39,509 runs), Nov 14, 2026 release. Machine Relations Research.

HTML

<a href="https://machinerelations.ai/index/domains/ambrain.org"><img src="https://machinerelations.ai/index/domains/ambrain.org/badge.svg" alt="ambrain.org in the Machine Relations Index: cited in under 0.01% of monitored AI answers (2 of 39,509 runs), Nov 14, 2026 release. Machine Relations Research." width="385" height="64"></a>

Markdown

[![ambrain.org in the Machine Relations Index: cited in under 0.01% of monitored AI answers (2 of 39,509 runs), Nov 14, 2026 release. Machine Relations Research.](https://machinerelations.ai/index/domains/ambrain.org/badge.svg)](https://machinerelations.ai/index/domains/ambrain.org)

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