1 of 6DemoRIAR site, parenteral plant
A demonstration sterile injectables facility in VERA 2.0: the building, its rooms, the air handling and every machine on the line. Values shown are illustrative.
47rooms
37machines
0writes to plant
VERA 2.0 · Continuous Intelligence Manufacturing System
Continuous intelligence for pharmaceutical manufacturing
VERA 2.0 is RIAR’s Continuous Intelligence Manufacturing System, designed to connect manufacturing environments, interpret operational signals and support earlier identification of potential risks.
What is VERA 2.0?
Visibility and understanding across manufacturing environments
VERA 2.0 is RIAR’s Continuous Intelligence Manufacturing System, developed to improve visibility and understanding across pharmaceutical manufacturing environments.
Modern pharmaceutical manufacturing involves multiple interconnected processes, machines, facility conditions and operational systems. Information is often distributed across separate platforms, making it difficult to understand how individual manufacturing signals and operational changes relate to one another.
VERA brings these elements into a connected intelligence environment. By creating a digital representation of the manufacturing facility and interpreting relevant operational signals, it helps organisations monitor critical conditions, identify emerging abnormalities and gain a clearer understanding of their manufacturing operations.
Its purpose is to support more informed decisions, strengthen operational visibility and help manufacturers recognise potential risks before they develop into larger manufacturing challenges.
The challenge
Understanding the challenges behind modern pharmaceutical manufacturing
Equipment performance, environmental conditions, process parameters and facility operations all influence manufacturing outcomes. When they are monitored independently, relationships between operational changes and potential risks are hard to see.
- 01
Fragmented manufacturing information
Manufacturing information is often distributed across MES, LIMS, ERP, QMS, SCADA and other operational systems. Limited connectivity can make it difficult to develop a unified understanding of manufacturing activities.
- 02
Limited operational visibility
Monitoring equipment, facility conditions and manufacturing processes through separate interfaces can restrict the ability to identify patterns and understand developing issues.
- 03
Delayed identification of abnormal conditions
Changes in equipment performance, airflow, pressure differentials, temperature and other critical conditions may require timely identification and investigation.
- 04
Difficulty connecting operational signals
An individual equipment or environmental reading may not provide the complete picture. Understanding how multiple signals interact is important when assessing manufacturing conditions.
- 05
Challenges in manufacturing oversight
Maintaining visibility across facilities, rooms, equipment and critical operating conditions becomes increasingly complex as manufacturing environments expand.
How VERA 2.0 works
Connecting manufacturing operations through continuous intelligence
VERA creates a connected representation of the manufacturing environment by bringing relevant facility, equipment and operational information into one intelligence layer. The process runs continuously.
Connect
Bring relevant information from manufacturing equipment, facility monitoring systems and connected operational platforms into a unified environment.
Monitor
Maintain visibility into relevant operating conditions, equipment signals and critical manufacturing parameters.
Interpret
Analyse available signals and their relationships to help identify abnormal patterns, deviations and changes in operating conditions.
Generate intelligence
Translate operational information into understandable insights and advisories that help users recognise potential risks.
Support decisions
Provide operators, engineering teams and other authorised personnel with contextual information to support investigation and decision-making.
Core intelligence capabilities
From manufacturing visibility to actionable intelligence
VERA 2.0 is designed to give manufacturing teams a more connected understanding of their operational environment.
- 01
Facility and environmental monitoring
Visibility into relevant facility conditions, including temperature, humidity, airflow, differential pressure and particulate monitoring, where supported by connected systems.
- 02
Equipment and machine monitoring
Monitoring relevant equipment operating conditions and performance indicators to help identify unusual behaviour and emerging operational concerns.
- 03
Critical parameter monitoring
Observation of selected manufacturing parameters and operating conditions that may influence process consistency and manufacturing performance.
- 04
Anomaly identification
Recognition of unusual patterns and deviations in connected operational signals, helping teams identify conditions that may require investigation.
- 05
AI-assisted intelligence and advisory
Interpretation of relevant operational information to generate contextual insights and advisories that support human assessment and decision-making.
- 06
Event recording and traceability
Structured recording of relevant events, observations and generated advisories to support operational review and investigation.
Capability availability depends on the systems connected at each site and on the product release.
Pharmaceutical manufacturing applications
Supporting visibility across critical manufacturing environments
VERA 2.0 is being developed with pharmaceutical manufacturing environments in mind, where control over facility conditions, equipment performance and critical operational parameters is essential. Its potential applications include:
- 01
Sterile manufacturing environments
Monitoring relevant environmental conditions and facility parameters to support greater visibility across controlled manufacturing areas.
- 02
Cleanroom and HVAC monitoring
Observing airflow, differential pressure, temperature, humidity and other relevant environmental conditions across classified manufacturing spaces.
- 03
Equipment performance monitoring
Tracking selected equipment operating conditions to identify unusual patterns and potential performance concerns.
- 04
Critical process parameter monitoring
Improving visibility into selected process conditions and operational signals that may influence manufacturing consistency.
- 05
Manufacturing deviation support
Providing contextual information about relevant operational events and abnormal conditions to support investigation by authorised personnel.
- 06
Batch-related risk awareness
Helping teams recognise operational conditions that may warrant investigation before they contribute to wider manufacturing or batch-related problems.
These are potential applications, not validated customer deployments or established performance outcomes.
VERA and existing systems
Designed for a connected manufacturing ecosystem
Pharmaceutical manufacturers already operate through multiple digital and operational systems. VERA is not a replacement for that infrastructure: it is an intelligence layer designed to work alongside relevant systems.
- Manufacturing Execution Systems (MES)
- Laboratory Information Management Systems (LIMS)
- Enterprise Resource Planning (ERP)
- Quality Management Systems (QMS)
- Supervisory Control and Data Acquisition (SCADA)
- Industrial historians
- Facility and environmental monitoring systems
VERA 2.0 intelligence layer
Connects and interprets relevant signals. Read-only: it does not write to plant systems.
Specific integrations and compatibility are assessed against each site’s existing infrastructure.
Human oversight and operational control
Intelligence that supports decisions. Not replaces them.
VERA 2.0 is designed to support manufacturing personnel by providing greater visibility into operating conditions and highlighting information that may require attention.
Its intelligence and advisory capabilities assist authorised personnel in understanding operational changes, assessing potential risks and determining appropriate next steps.
VERA is a decision-support system, not an autonomous production-control platform. It does not write to or control plant systems. Manufacturing decisions, investigations and quality-related approvals remain the responsibility of the organisation’s authorised personnel.
Interactive demonstration
Explore manufacturing intelligence in action
Explore how VERA 2.0 represents a pharmaceutical manufacturing environment through facility-level visibility, room monitoring, equipment information and operational indicators, and how conditions are presented through contextual insights and advisories.
This is a demonstration environment. The plant, readings and advisories shown below are illustrative and simulated, not a live manufacturing deployment.
Watch the plant. Keep the dossier true.
A demonstration digital twin of the plant: the building, its rooms, the air and the machines. VERA reads, explains and records. It never writes to plant systems.
1 of 6Demo2 of 6Demo twin
Step inside the building
The roof lifts away and every room is mapped to its cleanroom grade, from the warehouse to the Grade A filling zone.
Grade A/BGrade BGrade CGrade DUnclassified
3 of 61 room flagged
The floor plan, live
Product moves from dispensing and compounding through washing, depyrogenation and aseptic filling, then lyophilisation, capping, inspection and packing. The aseptic filling suite is flagged.
4 of 6FL-02 needs review
Every machine, at full scale
Washer, depyrogenation tunnel, filling line FL-02, lyophiliser and capper, each bound to the sensors that watch it.
37machines
6on the fill line
1flagged
5 of 6HEPA H-3 loading
Inside filling line FL-02
Downward airflow over the needle station has slowed and particles are rising. The isolator ceiling filter above it, H-3, is the cause.
0.29m/s airflow, min 0.36
4,100≥0.5 µm per m³, limit 3,520
410Pa across H-3, rising
6 of 6Recorded
VERA advises. You decide.
AI advisorySuggestion only. Not the system of record.
The pattern matches a loading HEPA filter H-3 above the needle station. Consider pausing the media fill run, check the pressure drop across H-3 and log a deviation.
12:04Airflow below 0.36 m/s at needlesVERA
11:52Pressure drop across H-3 risingVERA
11:30Media fill run started, FL-02Operator
Get in touch
Build greater visibility into your manufacturing operations
Manufacturing performance depends on understanding the conditions, processes and equipment that influence operations. VERA 2.0 is designed to help pharmaceutical manufacturers move towards a more connected, intelligence-driven manufacturing environment through continuous visibility, operational signal interpretation and AI-assisted insights.
Connect with RIAR Consulting to explore how VERA’s manufacturing intelligence capabilities can align with your manufacturing environment and operational requirements.