AI & Analytics

Let your data work harder.

PureLIMS combines AI-assisted validation, natural language queries, and real-time anomaly detection to surface insights your team would otherwise miss — while keeping humans in control.

Request a Demo

AI-Assisted Validation

Machine learning models flag mapping errors, outliers, and impossible values before they reach QA — catching problems that manual review often misses.

  • Automatic outlier detection on incoming instrument data
  • Mapping error identification before data commit
  • Impossible value flagging based on analyte-specific ranges
  • Historical trend comparison for early warning signals
  • Human-in-the-loop approval for every AI suggestion
  • Full provenance logging of all AI decisions
AI-Assisted Validation
PureLIMS Module
1
Automatic outlier detection on incoming instrument data
2
Mapping error identification before data commit
3
Impossible value flagging based on analyte-specific ranges
4
Historical trend comparison for early warning signals

Natural Language Queries

Ask questions in plain English and get instant answers from your lab data. The NLP engine translates queries into structured searches across your entire data history.

  • Plain-English query interface for lab managers
  • Automatic translation to structured database queries
  • Search across samples, results, instruments, and clients
  • Query history with saved favorites
  • Role-based access controls on query results
  • Export query results in multiple formats
Natural Language Queries
PureLIMS Module
1
Plain-English query interface for lab managers
2
Automatic translation to structured database queries
3
Search across samples, results, instruments, and clients
4
Query history with saved favorites

Interactive Dashboards & Reports

Real-time dashboards for turnaround times, test volumes, instrument utilization, and QC trends. Schedule automated reports or generate them on demand.

  • Pre-built dashboards for common lab KPIs
  • Custom dashboard builder with drag-and-drop widgets
  • Automated report scheduling and distribution
  • Trend analysis with configurable time windows
  • Multi-format export: PDF, Excel, CSV, HTML
  • Cross-site comparison for multi-lab operations
Interactive Dashboards & Reports
PureLIMS Module
1
Pre-built dashboards for common lab KPIs
2
Custom dashboard builder with drag-and-drop widgets
3
Automated report scheduling and distribution
4
Trend analysis with configurable time windows

Anomaly Detection

Continuous monitoring of instrument data streams, QC results, and process metrics. When something deviates from expected patterns, the system alerts the right people immediately.

  • Real-time monitoring of instrument data streams
  • Statistical process control chart generation
  • Configurable alert thresholds per analyte and method
  • Automatic escalation on repeated anomalies
  • Root cause analysis suggestions
  • Feedback loop for continuous model improvement
Anomaly Detection
PureLIMS Module
1
Real-time monitoring of instrument data streams
2
Statistical process control chart generation
3
Configurable alert thresholds per analyte and method
4
Automatic escalation on repeated anomalies

Compliance Cockpit

One screen that shows your complete audit readiness: missing signatures, overdue calibrations, open CAPAs, QC failures, and custody gaps — with one-click export.

  • Real-time audit readiness score
  • Missing signature and approval tracking
  • Overdue calibration alerts with instrument details
  • Open CAPA tracking and resolution timelines
  • QC failure trend analysis by method and analyst
  • One-click audit package export
Compliance Cockpit
PureLIMS Module
1
Real-time audit readiness score
2
Missing signature and approval tracking
3
Overdue calibration alerts with instrument details
4
Open CAPA tracking and resolution timelines

AI Infrastructure

A dedicated AI gateway with embeddings, RAG-powered search, SOP assistant, and anomaly detection — fully provenance-logged with tenant isolation and zero data leakage.

  • Dedicated AI gateway with access controls
  • Embedding-based search across all lab data
  • RAG-powered SOP assistant for analysts
  • Tenant-isolated model inference
  • Full provenance logging of every AI interaction
  • Zero data leakage architecture
AI Infrastructure
PureLIMS Module
1
Dedicated AI gateway with access controls
2
Embedding-based search across all lab data
3
RAG-powered SOP assistant for analysts
4
Tenant-isolated model inference

See AI & analytics in action

Watch how PureLIMS catches outliers, answers natural language queries, and keeps your compliance cockpit green.

Schedule a Demo