Research

Machine Relations Index Report, October 6, 2026: reddit.com is cited in 10.62% of 21,813 observed AI answer runs

Weekly reading of Machine Relations Index release mri_score_v2.0+2026-10-06+2251ea11a4db. reddit.com has the highest citation rate of the 27,747 cited source domains. The edition lists the ten most-cited sources and editorial publications, the largest week-over-week movers among graded domains and the leader of every published segment.

Published Machine Relations Research
Index Analysis
TopicsMachine Relations IndexIndex Report

In the October 6, 2026 release of the Machine Relations Index (mri_score_v2.0+2026-10-06+2251ea11a4db), reddit.com was cited in 10.62% of observed AI answer runs, 2,316 of 21,813: the highest citation rate of the 27,747 source domains the Index has seen cited, at confidence tier A. In the release a week earlier (mri_score_v2.0+2026-09-29+3d7cca280bd7), its rate was 11.66%, 2,141 of 18,368 runs. Across the 143-day window it was cited by Gemini, Google AI Mode, Google AI Overviews and Perplexity, and not by ChatGPT or Claude.

This is the weekly Machine Relations Index Report, built by code from the Index's daily public release and compared with the release of September 29, 2026. Every figure links to the Index page that publishes it. The previous edition is Machine Relations Index Report, September 23, 2026: Healthcare Services publishes as forecast, and 27 community-platform domains still out-lead 1,266 editorial publications.

The release at a glance #

Measure Release 2026-09-29 Release 2026-10-06 Change
Observation window 136 days 143 days +7 days
Observed answer runs 18,368 21,813 +3,445
Citation events 143,123 168,406 +25,283
Cited source domains 25,105 27,747 +2,642
Eligible questions in the basket 1,010 1,073 +63
Published segments 99 of 151 106 of 151 +7
Segments still collecting 52 45 -7
Graded domains, tiers A / B / C 14 / 70 / 493 17 / 86 / 581 +107

A segment is one subject category paired with one question shape. It publishes once it has 10 observed runs across 7 distinct run dates. A citation rate is the share of observed answer runs in which at least one engine cited the domain.

The ten most-cited sources #

Rank Source Source role Citation rate Runs cited Tier Engines citing Rank a week earlier
1 reddit.com Community and social platform 10.62% 2,316 of 21,813 A 4 of 6 1
2 youtube.com Search or media platform 7.52% 1,641 of 21,813 A 6 of 6 2
3 linkedin.com Community and social platform 5.99% 1,306 of 21,813 A 6 of 6 3
4 forbes.com Editorial publication 4.25% 927 of 21,813 A 6 of 6 5
5 medium.com Community and social platform 4.10% 895 of 21,813 A 6 of 6 4
6 arxiv.org Academic and government source 2.86% 623 of 21,813 A 6 of 6 7
7 nih.gov Academic and government source 2.75% 599 of 21,813 A 6 of 6 6
8 techradar.com Editorial publication 2.75% 599 of 21,813 A 4 of 6 8
9 g2.com Market and company database 2.68% 584 of 21,813 A 6 of 6 9
10 gartner.com Analyst and consulting research 2.37% 516 of 21,813 A 6 of 6 10

Rates are measured over all 21,813 observed runs, so they read lower than any single segment's rate. "Engines citing" counts the engines observed citing the domain at least once in the window. The public release does not publish a per-engine citation rate, so this report does not rank sources engine by engine.

The ten most-cited editorial publications #

Rank among 1,634 classified editorial publications Publication Citation rate Runs cited Tier Engines citing
1 forbes.com 4.25% 927 of 21,813 A ChatGPT, Claude, Gemini, Google AI Mode, Google AI Overviews and Perplexity
2 techradar.com 2.75% 599 of 21,813 A ChatGPT, Claude, Gemini and Perplexity
3 yahoo.com 2.15% 469 of 21,813 A ChatGPT, Claude, Google AI Mode, Google AI Overviews and Perplexity
4 healthline.com 1.90% 414 of 21,813 B ChatGPT, Claude, Gemini, Google AI Mode, Google AI Overviews and Perplexity
5 nerdwallet.com 1.63% 355 of 21,813 A ChatGPT, Claude, Google AI Mode, Google AI Overviews and Perplexity
6 techtarget.com 1.49% 324 of 21,813 A ChatGPT, Claude, Gemini, Google AI Mode, Google AI Overviews and Perplexity
7 nytimes.com 1.02% 223 of 21,813 B Google AI Mode, Google AI Overviews and Perplexity
8 cnbc.com 0.99% 216 of 21,813 B ChatGPT, Claude, Google AI Mode, Google AI Overviews and Perplexity
9 peoplemanagingpeople.com 0.90% 197 of 21,813 B ChatGPT, Claude, Gemini, Google AI Mode, Google AI Overviews and Perplexity
10 pcmag.com 0.88% 193 of 21,813 B Gemini, Google AI Mode, Google AI Overviews and Perplexity

Engine coverage #

Engine Model Status Days answered Runs returned Runs with a citation Runs returned a week earlier
ChatGPT gpt-4.1-mini-2025-04-14 healthy 139 4,667 4,056 3,864
Claude claude-haiku-4-5-20251001 healthy 142 4,762 3,906 3,957
Gemini gemini-3.8-flash healthy 121 4,762 1,973 3,957
Google AI Mode not disclosed healthy 101 1,682 1,338 1,549
Google AI Overviews not disclosed healthy 84 1,171 734 1,077
Perplexity sonar healthy 143 4,769 4,768 3,964

Engine counts come from the release manifest at machinerelations.ai/data/mri-release-manifest.json. An engine that answers on fewer days contributes fewer runs to every rate above.

Largest week-over-week movers among graded domains #

Of the 577 domains graded A, B or C in both releases, these rates moved most. Change is the difference between the two published cumulative rates, in percentage points. It records that a rate moved, not why: in the same week the basket went from 1,010 to 1,073 eligible questions and observed runs from 18,368 to 21,813, so a moved rate can reflect what was asked as much as how engines cite.

Rates that rose #

Source Tier now (a week earlier) Rate now Rate a week earlier Change
nytimes.com B (B) 1.02% 0.87% +0.15 pts
pcmag.com B (B) 0.88% 0.73% +0.15 pts
cnet.com B (C) 0.61% 0.48% +0.13 pts
yahoo.com A (A) 2.15% 2.04% +0.11 pts
forbes.com A (A) 4.25% 4.15% +0.10 pts

Rates that fell #

Source Tier now (a week earlier) Rate now Rate a week earlier Change
reddit.com A (A) 10.62% 11.66% -1.04 pts
youtube.com A (A) 7.52% 8.21% -0.69 pts
medium.com A (A) 4.10% 4.61% -0.51 pts
linkedin.com A (A) 5.99% 6.45% -0.46 pts
landbase.com A (A) 1.38% 1.64% -0.26 pts

Segment leaders that changed #

Category Question shape Leader a week earlier Leader now Rate now
AI Infrastructure Problem-first research reddit.com, 18.38% arxiv.org and reddit.com (tied) 15.76%
AI Security & Privacy Problem-first research arxiv.org, 17.04% arxiv.org and techradar.com (tied) 15.85%
AI Visibility & GEO Best tools therankmasters.com, 23.94% seranking.com 22.67%
AI Visibility & GEO Top lists youtube.com, 26.73% tryprofound.com and youtube.com (tied) 22.31%
Cybersecurity Comparisons exabeam.com, 24.82% vectra.ai 24.55%
Education & Training How buyers choose reddit.com, 17.69% coggno.com 15.63%
Education & Training Problem-first research linkedin.com, 15.00% indeed.com and linkedin.com (tied) 13.08%
Emergent Prosumer Best tools reddit.com and techradar.com (tied), 21.00% techradar.com 23.85%
Emergent Prosumer Top lists digitalcameraworld.com and reddit.com (tied), 19.80% digitalcameraworld.com 18.32%
Enterprise Software Problem-first research reddit.com, 13.21% zapier.com 11.03%
Family Software How buyers choose apple.com and reddit.com (tied), 17.31% apple.com 17.16%
Family Software Is it worth it reddit.com, 21.00% impulsec.com 20.00%
Fintech How buyers choose pxp.io, 24.51% solidgate.com 21.97%
Healthcare Services How buyers choose omnimd.com, 14.95% elevatepfs.com and omnimd.com (tied) 12.98%
Healthcare Services Problem-first research medicalbillersandcoders.com, 11.11% medicalbillersandcoders.com and youtube.com (tied) 9.49%
Healthcare Services Comparisons adsc.com, 17.76% medicalbillersandcoders.com 17.52%

A leader is the domain the Index ranks first in the segment, on the segment's own denominator; domains tied with it on rate are listed with it.

Segments that crossed the evidence floor #

Category Question shape Runs observed Run dates Leader Rate
iGaming & Betting How buyers choose 105 7 softswiss.com and track360.io (tied) 17.14%
iGaming & Betting Problem-first research 106 7 deucescracked.com 11.32%
iGaming & Betting Top lists 98 7 geocomply.com 27.55%
iGaming & Betting Comparisons 102 7 rotowire.com and track360.io (tied) 20.59%
Industrial Best tools 102 7 feeco.com 17.65%
Industrial How buyers choose 99 7 workshopcalc.com 16.16%
Industrial Is it worth it 101 7 americancleanrooms.com 20.79%

Segment leaders by category #

The leader of every published segment, with its citation rate on that segment's runs. "Collecting" segments have not yet cleared the evidence floor of 10 runs across 7 run dates and carry no leader.

Category Best tools How buyers choose Is it worth it Problem-first research Top lists Comparisons News-driven citations
AI Infrastructure medium.com, 36.50% arxiv.org, 27.11% reddit.com, 23.03% arxiv.org / reddit.com, 15.76% spheron.network, 32.74% databricks.com, 27.11% Not measured
AI Security & Privacy arxiv.org, 36.92% teramind.co, 21.69% witness.ai, 19.05% arxiv.org / techradar.com, 15.85% ovaledge.com, 31.10% arxiv.org, 43.60% Not measured
AI Visibility & GEO seranking.com, 22.67% youtube.com, 17.54% reddit.com, 22.05% youtube.com, 23.16% tryprofound.com / youtube.com, 22.31% hubspot.com, 26.70% Not measured
Consumer Finance forbes.com, 36.65% bankrate.com, 28.27% reddit.com, 24.08% youtube.com, 24.61% nerdwallet.com, 38.54% acorns.com, 35.86% Not measured
Consumer Health healthline.com, 42.19% nih.gov, 26.32% nih.gov, 34.92% clevelandclinic.org, 30.00% thefeed.com, 28.27% healthline.com, 29.84% Not measured
Consumer Products forbes.com, 29.84% livetinted.com, 20.41% reddit.com, 22.56% reddit.com, 17.19% dogfoodadvisor.com, 22.11% youtube.com, 24.34% Not measured
Cybersecurity huntress.com, 50.00% microsoft.com, 21.05% paloaltonetworks.com, 25.13% github.com, 17.93% adaptivesecurity.com, 25.40% vectra.ai, 24.55% paloaltonetworks.com, 13.00%
Deep Tech & Hardware arxiv.org, 19.44% anysilicon.com, 33.13% vlsishuttle.com, 29.45% analog.com, 19.40% unmannedsystemstechnology.com, 27.21% reddit.com, 19.26% Not measured
Education & Training reddit.com, 27.21% coggno.com, 15.63% reddit.com, 18.46% indeed.com / linkedin.com, 13.08% reddit.com, 15.38% uopeople.edu, 27.91% Not measured
Emergent Prosumer techradar.com, 23.85% reddit.com, 17.83% reddit.com, 21.54% reddit.com, 20.61% digitalcameraworld.com, 18.32% youtube.com, 34.68% Not measured
Enterprise Software erpresearch.com, 37.40% erpresearch.com, 24.81% erpresearch.com, 25.55% zapier.com, 11.03% procuredesk.com, 15.97% erpfocus.com, 18.18% linkedin.com, 11.07%
Family Software techradar.com, 33.57% apple.com, 17.16% impulsec.com, 20.00% reddit.com, 15.94% apple.com, 36.23% useboomerang.com, 26.09% Not measured
Fintech airwallex.com, 39.86% solidgate.com, 21.97% paymentsandrisk.com, 21.90% chargeflow.io, 18.18% stripe.com, 25.19% wise.com, 18.18% linkedin.com, 10.23%
Healthcare Services omnimd.com, 27.48% elevatepfs.com / omnimd.com, 12.98% nih.gov, 24.26% medicalbillersandcoders.com / youtube.com, 9.49% omnimd.com, 25.00% medicalbillersandcoders.com, 17.52% nih.gov, 25.61%
HR & Talent pin.com, 29.93% pin.com, 14.62% performyard.com, 15.38% paychex.com, 17.56% workforce.com, 31.01% rippling.com, 16.04% unleash.ai, 11.35%
iGaming & Betting tigsportsbook.com, 20.75% softswiss.com / track360.io, 17.14% track360.io, 27.27% deucescracked.com, 11.32% geocomply.com, 27.55% rotowire.com / track360.io, 20.59% Not measured
Industrial feeco.com, 17.65% workshopcalc.com, 16.16% americancleanrooms.com, 20.79% Collecting Collecting Collecting Not measured
Legacy News Topics Not measured Not measured Not measured Not measured Not measured Not measured linkedin.com, 9.87%
Martech & Advertising Collecting Collecting Collecting Collecting Collecting Collecting martech.org, 15.12%

How this report is built #

  • Source: Machine Relations Index release mri_score_v2.0+2026-10-06+2251ea11a4db (methodology mri_score_v2.0, window 2026-05-10 to 2026-10-06), compared with mri_score_v2.0+2026-09-29+3d7cca280bd7. The current release is public at machinerelations.ai/data/machine-relations-index.json; figures for the earlier release are read from the same file as committed on 2026-09-29.
  • Rates are cumulative over the observation window, not rates for the week alone. Week-over-week change compares two published rates and is never read as a cause.
  • Only segments the release publishes, at 10 or more observed runs across 7 or more run dates, are reported. Only domains with a confidence tier (A, B or C) are ranked or listed as movers; tiers are the Index's own.
  • Domains operated by the publisher of this site or its related parties (authoritytech.io, machinerelations.ai, jaxonparrott.com, christianlehman.com) are left out of every ranking in this report. Their Index profiles remain public.
  • The method is set out at machinerelations.ai/index, and known data issues and corrections are logged in the Index methodology and update log. Corrections to an edition are made there and in the edition.

FAQ #

What is the Machine Relations Index Report? A weekly reading of the daily public release of the Machine Relations Index: the most-cited sources, the largest movers among graded domains and the leader of every published segment, each figure tied to a release id and linked to the Index page that publishes it.

Does a first place mean a source is better? No. It means answer engines cited it most often for that question shape in that category during the window. The Index measures citation, not accuracy; whether a cited source supports the answer is a separate measurement.

Why can a rate fall while a source gains citations? A rate is citations over observed runs. reddit.com was cited in 2,316 runs this week against 2,141 a week earlier, while observed runs grew to 21,813; the rate moves with both.