76K
76,000+
RDF Triples in Production
Nightly Automated Pipeline
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Web Scraping
SerpAPI + Firecrawl collect fresh data for 21 companies nightly
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Scoring
5-dimension SBPI scoring across Content, Reach, Momentum, Innovation, Strategy
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RDF Conversion
Scores + metadata converted to OWL-compliant RDF triples
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Triplestore
Oxigraph ingests validated triples with SHACL shape checks
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Predictions
Autoresearch generates next-week predictions from accumulated data
Fully Automated Nightly Execution
Pipeline runs unattended every night. Data collection, scoring, RDF conversion, triplestore loading, and prediction generation require zero manual intervention. Each cycle adds approximately 500+ new triples to the knowledge graph.
Ontology Details
OWL Ontology
Classes
12
Object Properties
10
Data Properties
12
Format
Turtle (.ttl)
Triplestore
Oxigraph
SHACL Validation Layer
Purpose
Data Quality Gate
Validation
Every Load Cycle
Shape Constraints
Property + Value
Rejects
Malformed Triples
Coverage
All 12 Classes
5 SBPI Scoring Dimensions
Content Volume
Platform Reach
Market Momentum
Innovation Signal
Strategic Positioning