Enrichment pipeline
End-to-end processing with human-in-the-loop gates on critical stages.
Raw Data
Normalization
Deduplication
LLM Classification
Summarization
Maturity Scoring
Utility Relevance Mapping
8Embedding Generation
9Validation
10Storage
Processing statistics
- Records / 24h
- 38,420
- LLM tokens (est.)
- 1.24M
- Embeddings written
- 312,800
Validation & quality
98.2%
Validation success rate on last rolling window
Flagged records: 214 awaiting analyst disposition.
Model & prompt versions
- Classifier: mobiloitte-cls-v2.4.1
- Summarizer: mobiloitte-sum-v1.9.0
- Prompt pack: prompts-2026.05.01
Confidence distribution
Post-LLM validation scores (demo histogram as bands)
90–100%42%
80–89%33%
70–79%18%
<70%7%