76K
76,000+
RDF Triples in Production
76K+
RDF Triples
12
OWL Classes
22
Properties
21
Companies Tracked
13
Days Pipeline Active

Nightly Automated Pipeline

Web Scraping
SerpAPI + Firecrawl collect fresh data for 21 companies nightly
Scoring
5-dimension SBPI scoring across Content, Reach, Momentum, Innovation, Strategy
RDF Conversion
Scores + metadata converted to OWL-compliant RDF triples
Triplestore
Oxigraph ingests validated triples with SHACL shape checks
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

13-Day Pipeline Activity

Mar 21
Data collection
Mar 22
Data collection
Mar 23
Scoring + RDF
Mar 24
Data collection
Mar 25
Scoring + RDF
Mar 26
Data collection
Mar 27
Scoring + RDF
Mar 28
Data collection
Mar 29
Validation + predictions
Mar 30
Data collection
Mar 31
Scoring + RDF
Apr 1
Data collection
Apr 2
Validation + predictions
Data Collection
Scoring + RDF Conversion
Validation + Predictions