Semantic Enrichment Protocols

[STD-AEO-003] | Engineering Standard | Last Updated: January 2026

1. Technical Objective

Standard schema often leaves too much to "inference" by the AI agent. Semantic Enrichment is the process of explicitly defining every technical facet of a product to eliminate guesswork and prevent "Category Hallucinations" where a bot misclassifies a luxury item.

2. The Enrichment Layer (20+ Attributes)

A RankLabs Hardened Node utilizes the additionalProperty and PropertyValue specifications to inject high-density technical data.

Key Enrichment Categories

Material & Construction: Explicitly defining weights, textures, and material grades (e.g., "18k Gold" vs "Gold Plated").

Compatibility Logic: Machine-readable lists of compatible hardware or software versions.

Logistical Veracity: Defining boxCount, weight, and dimensions for accurate machine-led shipping quotes.

Sustainability & Origin: Including countryOfOrigin and certifications like EnergyStar to appeal to agent-led value filtering.

3. Advanced Enrichment JSON-LD Snippet

This block demonstrates how to nest 20+ attributes within the additionalProperty array, allowing for unlimited technical depth without breaking standard schema.org structures.

{
  "additionalProperty": [
    {
      "@type": "PropertyValue",
      "name": "Material Grade",
      "value": "Aircraft-Grade Aluminum"
    },
    {
      "@type": "PropertyValue",
      "name": "Veracity Protocol",
      "value": "RankLabs-Hardened-01"
    },
    {
      "@type": "PropertyValue",
      "name": "Machine-Ingestible",
      "value": "True"
    },
    {
      "@type": "PropertyValue",
      "name": "Country of Origin",
      "value": "USA"
    },
    {
      "@type": "PropertyValue",
      "name": "Certification",
      "value": "EnergyStar"
    }
  ]
}

4. The "Zero-Dev" Deployment

These enriched attributes are identified during our initial Audit Phase and deployed via the Mirrored Proxy Node. This allows enterprise brands to gain sophisticated AI visibility without re-platforming or altering their existing product database.

Next Steps

Access the Specification: View AI Agent Ingestion Patterns (STD-AEO-004)

Deploy Pilot: View Pricing Tiers

Systems Architecture by Sangmin Lee, ex-Peraton Labs. Engineered in Palisades Park, New Jersey.