AI Co-Pilot for Pharma Manufacturing Investigations
Lumis helps you interrogate your batch genealogy in plain English, returning source-attributed answers and compressing deviation investigations from weeks to hours.
Why Deviation Investigations Stall in GxP Manufacturing
Deviation investigations stall because analysts manually pull and reconcile PDFs, LIMS exports, and batch records across disconnected systems — turning a single root cause question into a slow, fragmented investigation.
of investigation is effort spent on manual data collection
are wasted on average to resolve a single deviation
How Lumis Compresses Investigation Cycle Time From Weeks to Hours
Lumis is an AI co-pilot that interrogates your batch genealogy in plain language, returning source cited answers in one workflow — compressing deviation cycle time from weeks to hours and accelerating CAPA closure.
An analyst types the investigation question directly — no query language, no specialized training.
Lumis converts the question into a structured query, traverses the validated genealogy across systems, and assembles the complete picture.
Every finding comes back attributed to the specific record it came from, ready to drop into the investigation file.
GraphRAG vs. Vector RAG: Why Knowledge-Graph Retrieval Minimizes Hallucination
GraphRAG retrieves answers through validated knowledge paths, not text similarity. Every Lumis response is grounded in source genealogy data and fully traceable — delivering defensible answers without hallucination risk.
| DIMENSION | VECTOR RAG | LUMIS GRAPH RAG |
|---|---|---|
| Retrieval Approach | Similar text chunks | Knowledge graph paths |
| Answer Grounding | Probable text | Source records |
| Source Traceability | Partial lineage | Full lineage |
| Hallucination Risk | Possible | Minimizes |
| GxP Validability | Not reproducible | Audit-ready |
| Fit for Batch Genealogy | Breaks relationships | Preserves relationships |
- 1 parameter out of spec: Dissolution @30min (A-2304: 78%, spec ≥80%)
- Sources: LIMS result LR-44817 • Batch Record BR-A2304 • MES log MES-99213
- Lineage: genealogy node A-2304 › Stage 4 › QC sampling
Natural Language Querying Across LIMS, MES, and ERP Without a Data Lake
Mareana layers a unified contextual graph over your existing LIMS, MES, ERP, and batch record systems — no centralized data lake or ETL required, so analysts query across sources in plain English.
Your Questions, Answered
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Not sure if Lumis fits your use case? Let's discuss your investigation challenges and show how Lumis can help.
Your next answer is already in your data.
Discover how Lumis helps teams uncover trends, investigate deviations, and generate audit-ready summaries instantly.
