Source domain profile · Other observed source

flowhcm.com in the Machine Relations Index

flowhcm.com appeared as a cited source in 2 of 37,140 monitored answer runs (under 0.01%) from May 10, 2026 to November 7, 2026.

Source site Markdown Public JSON

Self-description

How the site describes itself

Feature rich HRMS payroll management software for business owners HR managers. Keep employees engaged empowered with the best FlowHCM HR solutions.

flowhcm.com describes itself this way in the description tag on its homepage, read on November 6, 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 37,140 observed answer runs.

Days cited2/175

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

Engine breadth1

Claude. 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
HR & Talent	How buyers choose	Published	2	226	12	0.88%	#161 of 368	Badge

Published segments: 1. Collecting segments: 0.

Citation history

Cited runs month by month

flowhcm.com was first cited in a monitored answer run on October 3, 2026, and most recently on October 19, 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 7, 2026)	0	2,657	0.00%

By answer engine

Which engines cite flowhcm.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
Claude	2	8,809	0.02%
ChatGPT	0	8,770	0.00%
Gemini	0	7,213	0.00%
Google AI Mode	0	2,142	0.00%
Google AI Overviews	0	1,317	0.00%
Perplexity	0	8,889	0.00%

Since August 31, 2026, flowhcm.com is cited in none of 936 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 HR & Talent / How buyers choose

flowhcm.com holds its best segment rank, #161 of 368, in HR & Talent / How buyers choose, at 0.88%. 68 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
#125 of 368	checkr.com	Other observed source	1.33%	+0.45 pts
#126 of 368	cloudtalk.io	Other observed source	1.33%	+0.45 pts
#127 of 368	daxtra.com	Vendor-owned source	1.33%	+0.45 pts
#160 of 368	flexos.work	Other observed source	0.88%	Same rate
#162 of 368	happeo.com	Other observed source	0.88%	Same rate
#248 of 368	dynamicweb.com	Other observed source	0.44%	-0.44 pts
#249 of 368	easyhireai.com	Other observed source	0.44%	-0.44 pts
#250 of 368	elevatus.io	Other observed source	0.44%	-0.44 pts

Cite this

Citation

Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. flowhcm.com, under 0.01% citation rate, 2 of 37,140 monitored answer runs, 2026-05-10 to 2026-11-07. Release mri_score_v2.1+2026-11-07+296ae2caa083. https://machinerelations.ai/index/domains/flowhcm.com. CC BY 4.0.

APA

Parrott, J. (2026). flowhcm.com in the Machine Relations Index (Version mri_score_v2.1+2026-11-07+296ae2caa083) [Data set]. Machine Relations Research. https://machinerelations.ai/index/domains/flowhcm.com https://doi.org/10.5281/zenodo.23652423

BibTeX

@misc{parrott2026mriflowhcmcom,
  author = {Parrott, Jaxon},
  title = {flowhcm.com in the Machine Relations Index},
  year = {2026},
  version = {mri\_score\_v2.1+2026-11-07+296ae2caa083},
  publisher = {Machine Relations Research},
  url = {https://machinerelations.ai/index/domains/flowhcm.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 7, 2026. The observation window runs May 10, 2026 to November 7, 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.

HTML

<a href="https://machinerelations.ai/index/domains/flowhcm.com"><img src="https://machinerelations.ai/index/domains/flowhcm.com/badge.svg" alt="flowhcm.com in the Machine Relations Index: cited in under 0.01% of monitored AI answers (2 of 37,140 runs), Nov 7, 2026 release. Machine Relations Research." width="385" height="64"></a>

Markdown

[![flowhcm.com in the Machine Relations Index: cited in under 0.01% of monitored AI answers (2 of 37,140 runs), Nov 7, 2026 release. Machine Relations Research.](https://machinerelations.ai/index/domains/flowhcm.com/badge.svg)](https://machinerelations.ai/index/domains/flowhcm.com)