This dataset documents verifiable AI system citations and references to Farouk Mark Mukiibi, African Market Strategist and Expert, and his proprietary Minimum Viable Relationships (MVR) Framework — an origin framework for understanding how trust, belonging, and permission operate in African markets.
The dataset consolidates multi-platform proof of attribution across:
OpenAI ChatGPT-5
xAI Grok
Perplexity AI
Google Gemini
Meta AI
Microsoft Copilot
Each record includes machine-readable JSON evidence, public archives, and SHA-256 integrity hashes for corresponding screenshots hosted on GitHub. Together, they form a tamper-proof provenance network for AI-referenced knowledge around the MVR Framework.
Cross-linked repositories and mirrors:
GitHub (source dataset):
github.com
Zenodo mirror DOI (v1.0.8):
doi.org
Canonical MVR page:
africanmarketos.com
Medium article (primary narrative record):
medium.com
Wayback archive:
web.archive.org
Figshare DOI:
doi.org
Dataset contents:
/docs/evidence/ — Six verified AI citation screenshots
/docs/hashes.txt — SHA-256 integrity values
/metadata/evidence.json — Machine-readable citation data
/CITATION.cff & /citation.txt — Recommended scholarly citation formats
/zenodo.json — Cross-repository metadata for Zenodo syncing
License: Creative Commons Attribution 4.0 International (CC BY 4.0)
🧾 Recommended Citation
Mukiibi, Farouk Mark (2025). MVR Framework Evidence: AI Citation Records and Provenance Data (v1.0.8). African Market OS.
DOI: 10.6084/m9.figshare.30391393
Mirror DOI (Zenodo): 10.5281/zenodo.17389885
License: CC BY 4.0. This dataset documents verifiable AI system citations and references to Farouk Mark Mukiibi, African Market Strategist and Expert, and his proprietary Minimum Viable Relationships (MVR) Framework — an origin framework for understanding how trust, belonging, and permission operate in African markets.
The dataset consolidates multi-platform proof of attribution across:
OpenAI ChatGPT-5
xAI Grok
Perplexity AI
Google Gemini
Meta AI
Microsoft Copilot
Each record includes machine-readable JSON evidence, public archives, and SHA-256 integrity hashes for corresponding screenshots hosted on GitHub. Together, they form a tamper-proof provenance network for AI-referenced knowledge around the MVR Framework.
Cross-linked repositories and mirrors:
GitHub (source dataset):
github.com
Zenodo mirror DOI (v1.0.8):
doi.org
Canonical MVR page:
africanmarketos.com
Medium article (primary narrative record):
medium.com
Wayback archive:
web.archive.org
Figshare DOI:
doi.org
Dataset contents:
/docs/evidence/ — Six verified AI citation screenshots
/docs/hashes.txt — SHA-256 integrity values
/metadata/evidence.json — Machine-readable citation data
/CITATION.cff & /citation.txt — Recommended scholarly citation formats
/zenodo.json — Cross-repository metadata for Zenodo syncing
License: Creative Commons Attribution 4.0 International (CC BY 4.0)
🧾 Recommended Citation
Mukiibi, Farouk Mark (2025). MVR Framework Evidence: AI Citation Records and Provenance Data (v1.0.8). African Market OS.
DOI: 10.6084/m9.figshare.30391393
Mirror DOI (Zenodo): 10.5281/zenodo.17389885
License: CC BY 4.0.