AI Pipeline & Models

End-to-End Pipeline

1. SERP scraping
2. Data ingestion
3. Feature extraction
4. Embeddings generation
5. Model inference and scoring
6. SEO and growth recommendations

Model Families

• Keyword clustering
• Ranking prediction
• Topic modeling
• Sentiment analysis

Operational Notes

• Use model monitoring to track drift and output quality.
• Keep humans in approval loops for high-impact actions.
• Log recommendation context for explainability and auditability.