Source domain profile · Other observed source

wrivio.com in the Machine Relations Index

wrivio.com appeared as a cited source in 2 of 37,536 monitored answer runs (under 0.01%) from May 10, 2026 to November 8, 2026.

Source site Markdown Public JSON

Citation rateunder 0.01%

2 cited runs of 37,536 observed answer runs.

Days cited2/176

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

Engine breadth1

ChatGPT. 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.

Category	Question shape	State	Cited runs	Observed runs	Run dates	Rate	Rank population	Badge
AI Visibility & GEO	How buyers choose	Published	2	282	13	0.71%	#299 of 699	Badge

Published segments: 1. Collecting segments: 0.

Citation history

Cited runs month by month

wrivio.com was first cited in a monitored answer run on October 19, 2026, and most recently on October 26, 2026, with cited runs in 1 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.

Month	Cited runs	Observed runs	Rate
October 2026	2	16,496	0.01%
November 2026 (to November 8, 2026)	0	3,053	0.00%

By answer engine

Which engines cite wrivio.com

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.

Engine	Cited runs	Engine’s observed runs	Rate
ChatGPT	2	8,863	0.02%
Claude	0	8,902	0.00%
Gemini	0	7,306	0.00%
Google AI Mode	0	2,157	0.00%
Google AI Overviews	0	1,326	0.00%
Perplexity	0	8,982	0.00%

Since August 31, 2026, wrivio.com is cited in none of 951 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.

Peers

Nearest sources on AI Visibility & GEO / How buyers choose

wrivio.com holds its best segment rank, #299 of 699, in AI Visibility & GEO / How buyers choose, at 0.71%. 117 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.

Rank	Source	Source role	Segment citation rate	Against this source
#178 of 699	thefinalcode.com	Other observed source	1.06%	+0.35 pts
#179 of 699	tripledart.com	Vendor-owned source	1.06%	+0.35 pts
#180 of 699	trysight.ai	Other observed source	1.06%	+0.35 pts
#296 of 699	withgauge.com	Other observed source	0.71%	Same rate
#302 of 699	1cplatform.com	Other observed source	0.35%	-0.36 pts
#694 of 699	youcanbuildthings.com	Other observed source	0.35%	-0.36 pts
#695 of 699	zcmarketing.au	Other observed source	0.35%	-0.36 pts
#696 of 699	zen.agency	Other observed source	0.35%	-0.36 pts

Cite this

Citation

Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. wrivio.com, under 0.01% citation rate, 2 of 37,536 monitored answer runs, 2026-05-10 to 2026-11-08. Release mri_score_v2.1+2026-11-08+0f28d6fa6d4f. https://machinerelations.ai/index/domains/wrivio.com. CC BY 4.0.

APA

Parrott, J. (2026). wrivio.com in the Machine Relations Index (Version mri_score_v2.1+2026-11-08+0f28d6fa6d4f) [Data set]. Machine Relations Research. https://machinerelations.ai/index/domains/wrivio.com https://doi.org/10.5281/zenodo.23652423

BibTeX

@misc{parrott2026mriwriviocom,
  author = {Parrott, Jaxon},
  title = {wrivio.com in the Machine Relations Index},
  year = {2026},
  version = {mri\_score\_v2.1+2026-11-08+0f28d6fa6d4f},
  publisher = {Machine Relations Research},
  url = {https://machinerelations.ai/index/domains/wrivio.com},
  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 8, 2026. The observation window runs May 10, 2026 to November 8, 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

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HTML

<a href="https://machinerelations.ai/index/domains/wrivio.com"><img src="https://machinerelations.ai/index/domains/wrivio.com/badge.svg" alt="wrivio.com in the Machine Relations Index: cited in under 0.01% of monitored AI answers (2 of 37,536 runs), Nov 8, 2026 release. Machine Relations Research." width="385" height="64"></a>

Markdown

[![wrivio.com in the Machine Relations Index: cited in under 0.01% of monitored AI answers (2 of 37,536 runs), Nov 8, 2026 release. Machine Relations Research.](https://machinerelations.ai/index/domains/wrivio.com/badge.svg)](https://machinerelations.ai/index/domains/wrivio.com)