Research Positioning
Understanding how HomeSelf Research, HomeSelf, VPR, and the AI-Mediated Markets framework relate to each other.
Back to ResearchWhy This Page Exists
External review identified ambiguity in how HomeSelf Research, HomeSelf (the company), VPR (the protocol), and the AI-Mediated Markets (the research framework) relate to each other. This page explicitly clarifies these relationships to ensure readers can distinguish between:
- •Research findings (concepts, frameworks, metrics)
- •Infrastructure implementations (VPR protocol, Observatory platform)
- •Commercial operations (HomeSelf company and services)
How These Entities Relate
HomeSelf Research
Publishes the AI-Mediated Markets framework
AI-Mediated Markets Framework
Four-Layer Architecture: Representation, Reasoning, Action, Governance
VPR
Representation implementation
• One implementation of Representation Layer
• Does not prove the framework
HomeSelf
Company & Infrastructure
• Hosts Research publications
• Implements VPR protocol
Key distinction: The AI-Mediated Markets framework is independent of VPR. The framework would remain valid even if VPR did not exist.
Entity Definitions
HomeSelf Research
Research Initiative
An independent research initiative studying how AI systems transform market infrastructure. We publish empirical research, maintain the Observatory, and develop conceptual frameworks.
Responsibilities:
- Publish empirical research on AI-mediated markets
- Maintain the Conversational Discovery Observatory
- Develop the AI-Mediated Markets framework
- Provide evidence-based insights on representation and selection
What it's not:
- ✕Not a marketing function for HomeSelf products
- ✕Not a promotional vehicle for VPR adoption
- ✕Not a consultant service for property operators
HomeSelf
Company & Infrastructure Provider
A company that builds and maintains infrastructure for AI-mediated property markets. HomeSelf hosts the Research Initiative publications and provides the VPR implementation.
Responsibilities:
- Develop and maintain the VPR protocol implementation
- Host the Observatory platform
- Provide infrastructure for property representation
- Operate the registry for Verified Property Records
What it's not:
- ✕Not a real estate brokerage or agency
- ✕Not a property listing platform
- ✕Not a marketplace for buyers and sellers
VPR
Representation Standard
The Verified Property Record (VPR) is a machine-readable property representation standard. It is one implementation of the Representation Layer principles from the AI-Mediated Markets framework.
Responsibilities:
- Define machine-readable property record structure
- Specify canonical identity, provenance, and verification
- Provide AI-discoverable property representations
- Enable structured representation for AI systems
What it's not:
- ✕Not proof of the four-layer architecture itself
- ✕Not the only possible representation implementation
- ✕Not a replacement for existing MLS systems
AI-Mediated Markets
Research Framework
A conceptual framework proposing that AI-mediated markets require four infrastructure layers: Representation, Reasoning, Action, and Governance. This framework emerged from HomeSelf Research but can exist independently.
Responsibilities:
- Provide a framework for understanding AI-mediated market evolution
- Identify necessary infrastructure components
- Guide research into representation, governance, and selection
- Generate testable hypotheses about market transitions
What it's not:
- ✕Not a claim that this architecture is universally established
- ✕Not a prediction that all markets will adopt this structure
- ✕Not dependent on VPR for validity
What This Research Is Not
Not marketing
- —Research findings are not product features
- —Concepts are not marketing claims
- —Framework is not a VPR promotion document
Not predictions
- —The framework describes what may be required, not what will happen
- —Evidence status labels indicate uncertainty
- —Alternative architectures are considered fairly
Not advice
- —Research is not investment advice
- —Findings are not guaranteed outcomes
- —ASR/HSR are indicators, not predictions
Relationship Details
publishes
HomeSelf Research publishes the AI-Mediated Markets framework as its flagship conceptual contribution.
informed
The AI-Mediated Markets framework informed VPR design, but the framework does not depend on VPR for validity.
implements
HomeSelf implements VPR as one concrete representation standard for property markets.
hosts
HomeSelf hosts HomeSelf Research publications and the Observatory platform.
First-Time Reader Verification
Can you answer these questions after reading this page?
What is HomeSelf?
HomeSelf is a company that builds infrastructure for AI-mediated property markets, including the VPR representation standard and the Observatory platform.
What is HomeSelf Research?
HomeSelf Research is an independent research initiative studying how AI systems transform market infrastructure, publishing empirical research and conceptual frameworks like AI-Mediated Markets.
What is VPR?
VPR (Verified Property Record) is a machine-readable property representation standard and one implementation of Representation Layer principles from the AI-Mediated Markets framework.
What is AI-Mediated Markets?
AI-Mediated Markets is a research framework proposing four infrastructure layers (Representation, Reasoning, Action, Governance) necessary for markets where AI systems are primary intermediaries.
Company Information
For HomeSelf mission, vision, partnership opportunities, and infrastructure details, visit the Company page.
Read the Research
The flagship paper "The Emerging Architecture of AI-Mediated Markets" presents the complete framework, theoretical foundations, and evidence.
Read AI-Mediated Markets Paper