3 cited runs of 31,157 observed answer runs.
Machine Relations IndexCitation rate0.01% Days observed1/162 Engine breadth3 ConfidenceCollecting
Source domain profile · Other observed source
Labmanager.com in the Machine Relations Index
labmanager.com appeared as a cited source in 3 of 31,157 monitored answer runs (0.01%) from 2026-05-10 to 2026-10-25.
Days cited and days observed in the current release window.
ChatGPT, Google AI Mode, Google AI Overviews. This is an observed-engine list, not a per-engine rate.
MRI confidence is not an Answer-Source Fidelity grade.
Standing
Population ranks from the public release
- Public standing
- collecting · 0.01% across 3/31,157 observed runs
- Full universe
- Producer rank unavailable
- Source role population
- Producer rank unavailable
- Evidence-qualified source role
- Producer rank unavailable
Segment evidence
Observed category and question-shape rows
Segment rates use the exact category/question-shape denominator. Collecting rows show sample progress only; null or missing rates are not rendered as 0%.
| Category | Question shape | State | Cited runs | Observed runs | Run dates | Rate | Rank population | Badge |
|---|---|---|---|---|---|---|---|---|
| Industrial | Is it worth it | Published | 3 | 128 | 9 | 2.34% | #63 of 239 | Badge |
Published segments: 1. Collecting segments: 0.
Citation history
Cited runs month by month
labmanager.com was first cited in a monitored answer run on October 21, 2026, with cited runs in 1 of the 1 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 (to 2026-10-25) | 3 | 13,170 | 0.02% |
By answer engine
Which engines cite Labmanager.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 | 1 | 7,155 | 0.01% |
| Google AI Mode | 1 | 1,895 | 0.05% |
| Google AI Overviews | 1 | 1,184 | 0.08% |
| Claude | 0 | 7,188 | 0.00% |
| Gemini | 0 | 6,467 | 0.00% |
| Perplexity | 0 | 7,268 | 0.00% |
Peers
Nearest sources on Industrial / Is it worth it
Labmanager.com holds its best segment rank, #63 of 239, in Industrial / Is it worth it, at 2.34%. 25 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 |
|---|---|---|---|---|
| #43 of 239 | F7i.ai | Other observed source | 3.13% | +0.79 pts |
| #44 of 239 | IndustryWeek | Editorial publication | 3.13% | +0.79 pts |
| #45 of 239 | NIH | Academic and government source | 3.13% | +0.79 pts |
| #62 of 239 | Inspectionix.com | Other observed source | 2.34% | Same rate |
| #64 of 239 | Lbl.gov | Academic and government source | 2.34% | Same rate |
| #98 of 239 | Mybusinessfuture.com | Other observed source | 1.56% | -0.78 pts |
| #99 of 239 | Oneanddoneprep.com | Other observed source | 1.56% | -0.78 pts |
| #100 of 239 | Osti.gov | Academic and government source | 1.56% | -0.78 pts |
Cite this
Citation
Machine Relations Index (MRI) by Jaxon Parrott, Machine Relations Research — machinerelations.ai. Labmanager.com (labmanager.com), 0.01% citation rate, 3 of 31,157 monitored answer runs, 2026-05-10 to 2026-10-25. Release mri_score_v2.1+2026-10-25+9c34b2dccc04. https://machinerelations.ai/index/domains/labmanager.com. CC BY 4.0.APA
Parrott, J. (2026). Labmanager.com (labmanager.com) in the Machine Relations Index (Version mri_score_v2.1+2026-10-25+9c34b2dccc04) [Data set]. Machine Relations Research. https://machinerelations.ai/index/domains/labmanager.comBibTeX
@misc{parrott2026mrilabmanagercom,
author = {Parrott, Jaxon},
title = {Labmanager.com (labmanager.com) in the Machine Relations Index},
year = {2026},
version = {mri\_score\_v2.1+2026-10-25+9c34b2dccc04},
publisher = {Machine Relations Research},
url = {https://machinerelations.ai/index/domains/labmanager.com},
license = {CC-BY-4.0},
note = {Machine Relations Index (MRI) by Jaxon Parrott, Machine Relations Research — machinerelations.ai}
}Release and boundary
What this profile measures
Published October 25, 2026. The observation window runs May 10, 2026 to October 25, 2026. Methodology v2.1.
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
The link goes to this profile, the alt text is the citation above, and the badge is live: it always shows the current release, so it changes when the release changes and returns 404 if this domain leaves the released population. The embedder decides the link’s rel attribute. To keep a fixed image, download the SVG.
HTML
<a href="https://machinerelations.ai/index/domains/labmanager.com"><img src="https://machinerelations.ai/index/domains/labmanager.com/badge.svg" alt="Machine Relations Index (MRI) by Jaxon Parrott, Machine Relations Research — machinerelations.ai. Labmanager.com (labmanager.com), 0.01% citation rate, 3 of 31,157 monitored answer runs, 2026-05-10 to 2026-10-25. Release mri_score_v2.1+2026-10-25+9c34b2dccc04. https://machinerelations.ai/index/domains/labmanager.com. CC BY 4.0." width="525" height="64"></a>Markdown
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