---
title: "genengineoptimizers.com in the Machine Relations Index"
description: "Canonical domain: genengineoptimizers.com"
canonical: "https://machinerelations.ai/index/domains/genengineoptimizers.com"
---

# genengineoptimizers.com in the Machine Relations Index

Canonical URL: https://machinerelations.ai/index/domains/genengineoptimizers.com
Canonical domain: genengineoptimizers.com
Source role: Other observed source
Release mri_score_v2.1+2026-11-08+0f28d6fa6d4f; methodology mri_score_v2.1; generated 2026-11-08; window 2026-05-10 to 2026-11-08; artifact 4053956b43bb.

genengineoptimizers.com appeared as a cited source in 3 of 37,536 monitored answer runs (under 0.01%) from 2026-05-10 to 2026-11-08.

## How the Site Describes Itself

> Gen Engine Optimizers is a supportive community for marketers and business owners learning Generative Engine Optimization (GEO) — getting found in AI search like ChatGPT, Claude, Perplexity, and Google AI Overviews. We gather in the Grow Your Agency Slack.

genengineoptimizers.com describes itself this way in the description tag on its homepage, read on October 30, 2026. It is the source's own wording, quoted as found, not a finding of this Index.

## Overall Evidence

- Citation rate: under 0.01%
- Cited runs: 3 of 37,536
- Days cited: 3 of 176
- Engine breadth: 1 observed engine (gemini)
- Confidence: Collecting
- Standing: Collecting: no rank until it clears the evidence floor

## Observed Segments

| Category | Question shape | State | Cited runs | Observed runs | Run dates | Rate | Standing |
|---|---|---|---:|---:|---:|---:|---|
| [AI Visibility & GEO](https://machinerelations.ai/index/categories/ai-visibility-geo) | [Best tools](https://machinerelations.ai/index/categories/ai-visibility-geo/best_x) | published | 1 | 284 | 13 | 0.35% | #428 of 616 |
| [AI Visibility & GEO](https://machinerelations.ai/index/categories/ai-visibility-geo) | [Top lists](https://machinerelations.ai/index/categories/ai-visibility-geo/top_list) | published | 2 | 265 | 14 | 0.75% | #278 of 894 |

## Citation History

genengineoptimizers.com was first cited in a monitored answer run on October 4, 2026, and most recently on October 17, 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 | 3 | 16,496 | 0.02% |
| November 2026 (to 2026-11-08) | 0 | 3,053 | 0.00% |

## By Answer Engine

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 |
|---|---:|---:|---:|
| [Gemini](https://machinerelations.ai/index/engines/gemini) | 3 | 7,306 | 0.04% |
| [ChatGPT](https://machinerelations.ai/index/engines/chatgpt) | 0 | 8,863 | 0.00% |
| [Claude](https://machinerelations.ai/index/engines/claude) | 0 | 8,902 | 0.00% |
| [Google AI Mode](https://machinerelations.ai/index/engines/google_ai_mode) | 0 | 2,157 | 0.00% |
| [Google AI Overviews](https://machinerelations.ai/index/engines/google_ai_overviews) | 0 | 1,326 | 0.00% |
| [Perplexity](https://machinerelations.ai/index/engines/perplexity) | 0 | 8,982 | 0.00% |

Since August 31, 2026, genengineoptimizers.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

genengineoptimizers.com holds its best segment rank, #278 of 894, in AI Visibility & GEO / Top lists, at 0.75%. 164 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. Leaderboard: https://machinerelations.ai/index/categories/ai-visibility-geo/top_list

| Rank | Source | Source role | Segment citation rate | Against this source |
|---|---|---|---:|---|
| #171 of 894 | [chad-wyatt.com](https://machinerelations.ai/index/domains/chad-wyatt.com) | Other observed source | 1.13% | +0.38 pts |
| #172 of 894 | [checkthat.ai](https://machinerelations.ai/index/domains/checkthat.ai) | Other observed source | 1.13% | +0.38 pts |
| #173 of 894 | [cision.com](https://machinerelations.ai/index/domains/cision.com) | Vendor-owned source | 1.13% | +0.38 pts |
| #272 of 894 | [ecomposer.io](https://machinerelations.ai/index/domains/ecomposer.io) | Other observed source | 0.75% | Same rate |
| #282 of 894 | [getvisibly.app](https://machinerelations.ai/index/domains/getvisibly.app) | Other observed source | 0.75% | Same rate |
| #518 of 894 | [contentmarketing.ai](https://machinerelations.ai/index/domains/contentmarketing.ai) | Vendor-owned source | 0.38% | -0.37 pts |
| #519 of 894 | [contentpen.ai](https://machinerelations.ai/index/domains/contentpen.ai) | Other observed source | 0.38% | -0.37 pts |
| #520 of 894 | [contentstack.com](https://machinerelations.ai/index/domains/contentstack.com) | Vendor-owned source | 0.38% | -0.37 pts |

## Citation

Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. genengineoptimizers.com, under 0.01% citation rate, 3 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/genengineoptimizers.com. CC BY 4.0.

APA

Parrott, J. (2026). genengineoptimizers.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/genengineoptimizers.com https://doi.org/10.5281/zenodo.23652423

BibTeX

```bibtex
@misc{parrott2026mrigenengineoptimizerscom,
  author = {Parrott, Jaxon},
  title = {genengineoptimizers.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/genengineoptimizers.com},
  doi = {10.5281/zenodo.23652423},
  license = {CC-BY-4.0},
  note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}
```

DOI: https://doi.org/10.5281/zenodo.23652423

Citation file: https://machinerelations.ai/CITATION.cff

## Badge

Badge image: https://machinerelations.ai/index/domains/genengineoptimizers.com/badge.svg

[![genengineoptimizers.com in the Machine Relations Index: cited in under 0.01% of monitored AI answers (3 of 37,536 runs), Nov 8, 2026 release. Machine Relations Research.](https://machinerelations.ai/index/domains/genengineoptimizers.com/badge.svg)](https://machinerelations.ai/index/domains/genengineoptimizers.com)

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.

## Use the data

The public JSON is https://machinerelations.ai/data/machine-relations-index.json. The release manifest is https://machinerelations.ai/data/mri-release-manifest.json. The domain CSV is https://huggingface.co/datasets/machine-relations/machine-relations-index/resolve/main/domains.csv. The Zenodo concept DOI is https://doi.org/10.5281/zenodo.23652423.

```bash
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
```

```python
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"])
```

## Public Boundary

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; it does not measure all AI answers, recommendation quality, website traffic, or commercial performance. A citation does not prove source support, and MRI confidence is not an Answer-Source Fidelity grade.

## Related Sources

- [Machine Relations Index](https://machinerelations.ai/index)
- [Public JSON artifact](https://machinerelations.ai/data/machine-relations-index.json)
- [Release manifest](https://machinerelations.ai/data/mri-release-manifest.json)