{ "title": "Machine Relations Index", "upload_type": "dataset", "description": "
Machine Relations Index (MRI) by Jaxon Parrott, Machine Relations Research — machinerelations.ai. Publisher: Machine Relations Research. License: CC BY 4.0.
Machine Relations (MR) is the discipline of earning AI citations and recommendations for a brand by making that brand legible, retrievable, and credible inside AI-driven discovery. It was coined by Jaxon Parrott, founder of AuthorityTech, in 2024.
The Machine Relations Index measures how often AI answer engines cite each source domain. This record is one weekly public snapshot. The version is the release id mri_score_v2.1+2026-11-10+32349d1896b9, generated 2026-11-10, covering 2026-05-10 through 2026-11-10. 36876 cited source domains, 157 segments, 6 answer engines. Methodology mri_score_v2.1. Evidence floor: 10 observed runs and 7 distinct run dates.
The file machine-relations-index.json is the public artifact. Its sha256 is 7cb48ba880040a84917c82a756aa7ea3b9a8e20898c29416cca845866e026921.
Machine Relations Index. Methodology. API. MCP. Weekly Index Report.
", "creators": [ { "name": "Parrott, Jaxon", "affiliation": "Machine Relations Research", "orcid": "0009-0004-0039-3913" } ], "keywords": [ "AI search", "generative engine optimization", "answer engine citations", "Machine Relations", "Machine Relations Index", "mri-dataset-concept" ], "license": "cc-by-4.0", "version": "mri_score_v2.1+2026-11-10+32349d1896b9", "publication_date": "2026-11-10", "language": "eng", "access_right": "open", "notes": "mri-dataset-concept mri_dataset_publication_v1", "related_identifiers": [ { "identifier": "https://machinerelations.ai/index", "relation": "isDocumentedBy", "scheme": "url", "resource_type": "dataset" }, { "identifier": "https://machinerelations.ai/research/machine-relations-index-methodology", "relation": "isDocumentedBy", "scheme": "url", "resource_type": "publication" }, { "identifier": "https://machinerelations.ai/api/mri/v2", "relation": "isDescribedBy", "scheme": "url", "resource_type": "software" }, { "identifier": "https://machinerelations.ai/mcp", "relation": "isDescribedBy", "scheme": "url", "resource_type": "software" }, { "identifier": "https://machinerelations.ai/research/machine-relations-index-report", "relation": "isDocumentedBy", "scheme": "url", "resource_type": "publication" }, { "identifier": "https://www.wikidata.org/wiki/Q141991166", "relation": "isDescribedBy", "scheme": "url", "resource_type": "other" }, { "identifier": "https://jaxonparrott.com", "relation": "isSupplementedBy", "scheme": "url", "resource_type": "other" }, { "identifier": "https://www.wikidata.org/wiki/Q138783058", "relation": "isReferencedBy", "scheme": "url", "resource_type": "other" } ] }