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SahAI Technologies
Full feature set

Sutra Manufacturing

A complete view of what Sutra Manufacturing does. Everything here is covered in detail during a discovery call.

  • Batch record ingestion from ERP systems including SAP and Oracle
  • Deviation record integration from QMS platforms including Veeva, MasterControl, and ETQ
  • LIMS result ingestion linked to batch records
  • MES process parameter data integration
  • Electronic batch record parsing
  • Environmental monitoring data integration
  • Equipment log and maintenance record correlation
  • Unified event timeline assembled chronologically per batch
  • Cross system record linking so a deviation is associated with batch, equipment, process step, and personnel
  • Historical data import for baseline pattern modeling
  • Out of specification result flagging aligned to USP Chapter 1225 framework
  • Out of trend detection using statistical trend analysis across batch series
  • Phase I and Phase II investigation trigger logic
  • OOS and OOT history by product, test method, analyst, and equipment
  • Root cause hypothesis generation based on similar historical OOS events
  • Regulatory notification trigger for OOS events that may require agency reporting
  • OOS investigation documentation support
  • Similarity based event clustering by root cause type, process step, product, and equipment
  • Frequency weighted recurrence scoring
  • Cross batch parameter correlation
  • Equipment linked deviation pattern detection
  • Shift and personnel pattern analysis
  • Seasonal and campaign level trend detection
  • Cross site pattern comparison for multi site organizations
  • Structured starting points based on cluster characteristics
  • New pattern emergence detection
  • CAPA initiation from deviation or pattern signal with pre populated context
  • CAPA record structure aligned to ICH Q10 framework
  • Root cause analysis workspace supporting 5 Why, Fishbone, and fault tree methodologies
  • Effectiveness check scheduling and tracking
  • CAPA closure criteria definition and sign off workflow
  • Recurrence monitoring post CAPA
  • CAPA cycle time tracking and SLA management
  • Regulatory ready CAPA summary export
  • Real time process parameter anomaly detection before a deviation is formally raised
  • Batch at risk scoring based on parameter trends, equipment history, and process step
  • Unresolved deviation age alerts
  • Equipment degradation signals
  • High risk batch hold recommendation surfaced for human review
  • Risk signal prioritization ranked by severity, age, and pattern strength
  • Pre batch risk briefing
  • Automatic context assembly at investigation initiation
  • Related event surfacing with similarity indicators
  • Timeline visualization of all events associated with an investigation
  • Hypothesis generation based on pattern similarity
  • Evidence gap identification
  • Investigation summary draft for quality review
  • Cross functional collaboration workspace with task assignment and tracking
  • Regulatory ready investigation report export
  • Deviation severity classification for regulatory notification assessment
  • Annual Product Review and PQR data aggregation
  • Field Alert Report and MDR trigger signal
  • Data handoff to Sutra Regulatory for submission context
  • Batch yield by product, line, shift, and period
  • First pass yield rate and trend
  • Deviation rate per batch as a normalized quality metric
  • CAPA closure rate and mean cycle time
  • Repeat deviation rate
  • Right first time rate by process step
  • Cost of quality signals

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