Animal research facilities are facing a critical moment. Stricter compliance requirements, the need to adopt new technologies, and ongoing staffing challenges are forcing research institutions to rethink their animal facility operations...

  • Research institutions face increased pressure to demonstrate compliance and transparency.
  • Ongoing staff shortages are impacting operational capacity
  • Technology adoption is surging, but integration challenges persist
  • Stricter regulatory expectations around data integrity and audit trails from bodies like AAALAC, USDA, and OLAW
  • Rising animal welfare standards demand proactive approaches

This article explores the top operational and compliance trends reshaping animal research facility administration, offering actionable insights to guide strategic investments and operational improvements in 2026 and beyond.

Trend 1: AI-Powered Predictive Analytics For Compliance Management

Animal research facilities are shifting from reactive compliance monitoring to a more proactive, data-driven approach. With the rapid adoption of AI and machine learning, IACUC offices, compliance administrators, veterinary staff, and facility managers can now address potential issues before they arise and optimize operations. This transformation is essential for staying ahead of compliance challenges in 2026.

AI is supporting facilities to predict high-risk protocols, identify training gaps, and forecast protocol renewal lapses long before they become problems. By analyzing protocol submission patterns, revision cycles, and training records, AI models can flag risks early. Additionally, machine learning algorithms can pinpoint areas where staff training may be lacking, and importantly, link that training data directly to specific protocols and approvals within the system. This means you can reduce compliance gaps and human error by analyzing which team members are trained for which protocols.

Beyond compliance, AI is also opening doors to smarter operational planning. By analyzing protocol approvals, species usage, and seasonal trends, facilities can predict future requisition and transfer volumes. This helps you plan capacity proactively, anticipating when you'll need more space, staff, or resources before you hit a bottleneck.

With fewer staff available to monitor every aspect of compliance, data-driven insights help prioritize critical issues, ensuring that resources are focused where they matter most.

If you are looking for a reliable and robust animal research management platform, Key Solutions is here for you. They offer a platform that centralizes all critical data, including IACUC protocols through the eProtocol IACUC module, animal health records via LAHS (Laboratory Animal Health Software), and usage and caging data through LARS (Laboratory Animal Resource Software). This centralization makes it easy to store and access historical data, enabling predictive models to identify risks and opportunities before they become urgent.

The platform also supports tools that are critical for day-to-day operations, like animal census management using barcode scanning and RFID technology. These tools, combined with the data stored in the platform, create a comprehensive view of your facility's operations. And when you choose Key Solutions’ Professional Consulting Services (PCS), you can achieve even more. PCS can help integrate all of this data to provide predictive analytics around capacity planning and maintenance, helping facilities proactively manage their operations.

Trend 2: Integrated Occupational Health And Safety Monitoring

Animal research facilities are increasingly integrating occupational health and safety with animal welfare monitoring. By using a single platform that tracks both animal procedures and personnel safety, these facilities can address compliance and health risks more effectively and efficiently.

In practice, this means real-time tracking of both animal health and personnel exposure, with automated alerts when specific personal protective equipment (PPE) is required. Facilities can now monitor specific risks that matter most, including:

  • Allergen exposure in rodent facilities
  • Zoonotic disease risks
  • Chemical safety clearances
  • Radiation safety tracking

Many of these risks are managed through biosafety committee protocols and training compliance requirements. 

With stricter regulatory requirements from OSHA and biosafety committees, facilities can no longer afford to manage safety and compliance in separate systems. Disjointed systems often lead to gaps in data and create additional work. By merging animal welfare and occupational health into one system, facilities can streamline processes, reduce duplicate work, and meet compliance standards more efficiently.

Integration with HR and training systems is also becoming critical. This allows you to validate whether staff are actually eligible for protocol access based on their current training status and safety clearances, not just assume they are.

In this case, platforms like Key Solutions provide an integrated platform that combines animal welfare data with the insights needed for comprehensive safety management. Our Professional Consulting Services (PCS) can help integrate occupational health data with the respective platform, giving you a complete picture. This combined approach allows for seamless monitoring, reduces silos, and ensures that both personnel and animal safety are tracked in a way that supports real compliance requirements.

Trend 3: Advanced Environmental Monitoring And Automation

Environmental deviations can invalidate research findings and compromise animal welfare. Manual monitoring is not only labor-intensive but also prone to gaps, leading to risks that can affect research integrity and animal health. As regulatory expectations around environmental documentation increase, facilities need systems that ensure consistent conditions to meet animal welfare standards and improve research reproducibility.

As a result, animal research facilities are upgrading their environmental monitoring systems. These systems use IoT sensors to continuously monitor temperature, humidity, light cycles, and noise levels, and automatically trigger corrective actions when parameters go out of range.

For example, facilities now use: 

  • Real-time data to adjust HVAC systems based on environmental conditions
  • Automated alerts to notify multiple personnel when thresholds are exceeded
  • Predictive maintenance alerts to warn staff about potential equipment failures before they happen

Apart from this, environmental data is logged automatically alongside research procedures, ensuring that conditions remain stable and compliant throughout the research process.

Key Solutions supports this trend by offering integrated environmental monitoring systems that track real-time conditions and automate responses. This allows facilities to maintain stable, controlled environments, reducing the risk of data loss and ensuring compliance with evolving regulations.

Integration: The Foundation That Makes Everything Work

All of these trends share one critical requirement: integration. To fully leverage the benefits of AI, real-time monitoring, and other technologies, facilities need systems that can work together and share data seamlessly. 

This means that animal research facilities need to ensure their systems are connected, whether it's for compliance, animal welfare, environmental management, or capacity planning, so data flows smoothly across all platforms. Or else, adopting these trends will be much less effective and could actually create new inefficiencies.

How to Prepare Your Facility for These Trends

Adopting these trends requires thoughtful strategic planning. Here are some key considerations to help your facility get ready for the changes ahead.

Assessment Questions:

  • Which of the trends discussed align with your facility’s current challenges?
  • Is your existing technology infrastructure ready to support these changes?
  • Do you have the quality of data needed to implement advanced analytics?
  • What is your budget for upgrading systems?
  • How will you manage the change process and communicate it with your staff?

Prioritizing the Right Trends:

  • Identify key pain points: Focus on areas where the impact of change will be most beneficial.
  • Assess trends for broad impact: Choose trends that solve multiple problems at once.
  • Evaluate complexity vs. benefit: Look at how easy or difficult it will be to implement each trend.
  • Consider staff capacity: Ensure you have the resources for effective change management.
  • Phase implementation: Start with the most impactful changes and build from there.

Building the Business Case:

  • Quantify inefficiencies: What costs are being incurred due to current inefficiencies?
  • Project ROI: What will be the return on investment from adopting these innovations?
  • Risk mitigation value: Consider how these trends will help reduce risks related to compliance and animal welfare.
  • Impact on staff: Happy, well-trained staff are more likely to stay—factor in benefits to staff satisfaction and retention.
  • Competitive positioning: Implementing these trends can improve your standing for research grants and funding.

Managing the Change:

  • Involve staff in the decision-making and technology selection process.
  • Train staff adequately to ensure smooth adoption.
  • Roll out changes gradually, with feedback loops to continuously improve.
  • Communicate clearly about why these changes matter for the future of the facility.
  • Offer strong support to help staff navigate the transition period effectively.

By focusing on integration and strategic planning, animal research facilities can position themselves to adopt these emerging trends smoothly and effectively. As technologies evolve, the key to success will be in how well these innovations are implemented and how prepared staff are to adapt to them.

How Key Solutions is Empowering Animal Research Facilities to Stay Ahead of Emerging Trends

As animal research facilities adapt to rapidly evolving technological trends, they need infrastructure, platforms, and services that not only keep up with innovation but also streamline their day-to-day operations. 

Key Solutions is designed to do just that, providing a complete ecosystem of products such as LARS (Lab Animal Resource Software), LAHS(Lab Animal Health Software), eProtocol IACUC, and PAM (Post-Approval Monitoring) for compliance, animal research facility management, and lab animal care, backed by Professional Consulting Services (PCS) to build custom AI/ML and data analytics solutions tailored to your organization's specific needs.

Here's a closer look at how Key Solutions supports facilities in navigating these key industry shifts:

1. Unified Platform for Streamlined Operations

In an age where seamless data flow is non-negotiable, Key Solutions offers a centralized platform that eliminates the need for multiple disconnected systems. Instead of managing a range of disconnected tools for animal health, compliance, and environmental monitoring, Key Solutions integrates all critical data into one user-friendly interface through its product suite:

  • LARS (Laboratory Animal Resource Software) for usage and caging management
  • LAHS (Laboratory Animal Health Software) for animal health data
  • eProtocol IACUC module for protocol workflows
  • PAM (Post-Approval Monitoring) for ongoing compliance oversight

The shared data model across these modules reduces manual reconciliation, eliminates duplication, and supports traceability for inspections. This makes accessing and analyzing data faster, easier, and more reliable, improving operational efficiency across the board.

2. Mobile-First Design for Real-Time Data Capture

As the industry embraces real-time data capture, Key Solutions enables facilities to capture vital information on the go. The mobile-first design ensures that staff can:

  • Log a treatment at the rack
  • Update protocol adherence on the fly
  • Submit an incident report during the procedure

This not only reduces errors but also increases staff efficiency, as real-time data entry prevents transcription mistakes and delays in reporting.

3. Predictive Analytics for Smarter Compliance Management

AI-driven predictive analytics are transforming how facilities manage compliance. With advanced analytics capabilities, Key Solutions helps facilities foresee compliance risks and operational bottlenecks before they escalate. The platform's predictive models can flag high-risk protocols, identify gaps in staff training, and even forecast when protocol renewals may be missed, all before problems arise.

These analytics tie directly back to:

  • Risk-based PAM audits
  • Renewal planning
  • Training status flags

This helps facility leaders take preemptive action and stay ahead of compliance requirements.

4. Multi-Site Collaboration with Secure Data Sharing

As research increasingly spans multiple institutions, the need for collaborative platforms becomes critical. Key Solutions provides a multi-institutional module that supports consortium research, allowing facilities to securely share data across sites with granular permissions.

For example, a protocol shared between Institution A and Institution B can have site-specific amendments and linked animal resource usage per facility. This ensures consistency and compliance across all locations, enabling smoother collaboration while maintaining the integrity of research data.

5. Future-Proof Infrastructure with Cloud-Based Flexibility

The future of animal research depends on flexible, scalable infrastructure that can evolve with the times. Key Solutions offers a compliance-ready cloud-based platform that grows with your facility's needs, allowing seamless access and continuous updates. As regulatory requirements change and new technologies emerge, the platform's regular updates ensure facilities remain compliant and up-to-date with industry standards.

6. Custom AI/ML and Data Analytics Solutions Through PCS

While Key Solutions products provide robust out-of-the-box capabilities, every facility has unique challenges that require tailored solutions. This is where Professional Consulting Services (PCS) comes in. PCS works with you to build custom AI and machine learning models that address your specific operational needs.

For example, PCS can help you:

  • Develop predictive models for colony management that forecast breeding requirements based on your historical protocol patterns and seasonal research cycles.
  • Create custom dashboards that integrate occupational health data with your animal welfare metrics, giving leadership a complete view of facility safety.
  • Build automated reporting tools that pull data from multiple sources (LARS, LAHS, eProtocol IACUC, PAM) and generate compliance-ready reports for AAALAC accreditation or USDA inspections.

In simpler words, PCS bridges the gap between what the platform can do and what your facility specifically needs, ensuring you get maximum value from your technology investment.

Want to future-proof your operations and stay ahead of industry trends? If yes, contact us right away for a consultation on how our platform and services can help transform your facility's operations.

Frequently Asked Questions

AI analyzes patterns in your historical data like protocol submission timing, training completion rates, and renewal cycles. When it spots trends that previously led to compliance issues (like missed renewals or untrained personnel), it flags similar risks early, allowing IACUC staff or compliance teams to intervene before problems occur.

Yes. Key Solutions solutions are designed to integrate with existing systems. This includes IoT sensors, cage systems, and legacy databases. The goal is to connect what you have, not replace everything.

It depends on your facility's size and complexity, but most implementations follow a phased approach over 6-12 months. You start with core modules (like protocol management or animal health), test with a small group, then gradually expand. This staged rollout helps manage change and minimize disruption.

No. These platforms are built for lab managers, facility managers, veterinary staff, IACUC administrators, and compliance officers, each with role-based access tailored to their specific needs. The AI runs in the background, and you can interact with it through dashboards and alerts that show actionable insights in plain language.

Focus on three areas:

  • Time savings from automation (calculate staff hours currently spent on manual tasks like routing protocols, logging health events, tracking training records, or compiling audit reports)
  • Risk reduction (factor in the cost of compliance violations, suspended protocols, or failed audits)
  • Research quality improvements (fewer environmental deviations mean more reliable data and better reproducibility).

Most facilities see measurable returns within 18-24 months.

Have more questions? Contact us right away and we'll get back to you as soon as possible.

Animal research facilities are facing a critical moment. Stricter compliance requirements, the need to adopt new technologies, and ongoing staffing challenges are forcing research institutions to rethink their animal facility operations...

  • Research institutions face increased pressure to demonstrate compliance and transparency.
  • Ongoing staff shortages are impacting operational capacity
  • Technology adoption is surging, but integration challenges persist
  • Stricter regulatory expectations around data integrity and audit trails from bodies like AAALAC, USDA, and OLAW
  • Rising animal welfare standards demand proactive approaches

This article explores the top operational and compliance trends reshaping animal research facility administration, offering actionable insights to guide strategic investments and operational improvements in 2026 and beyond.

Trend 1: AI-Powered Predictive Analytics For Compliance Management

Animal research facilities are shifting from reactive compliance monitoring to a more proactive, data-driven approach. With the rapid adoption of AI and machine learning, IACUC offices, compliance administrators, veterinary staff, and facility managers can now address potential issues before they arise and optimize operations. This transformation is essential for staying ahead of compliance challenges in 2026.

AI is supporting facilities to predict high-risk protocols, identify training gaps, and forecast protocol renewal lapses long before they become problems. By analyzing protocol submission patterns, revision cycles, and training records, AI models can flag risks early. Additionally, machine learning algorithms can pinpoint areas where staff training may be lacking, and importantly, link that training data directly to specific protocols and approvals within the system. This means you can reduce compliance gaps and human error by analyzing which team members are trained for which protocols.

Beyond compliance, AI is also opening doors to smarter operational planning. By analyzing protocol approvals, species usage, and seasonal trends, facilities can predict future requisition and transfer volumes. This helps you plan capacity proactively, anticipating when you'll need more space, staff, or resources before you hit a bottleneck.

With fewer staff available to monitor every aspect of compliance, data-driven insights help prioritize critical issues, ensuring that resources are focused where they matter most.

If you are looking for a reliable and robust animal research management platform, Key Solutions is here for you. They offer a platform that centralizes all critical data, including IACUC protocols through the eProtocol IACUC module, animal health records via LAHS (Laboratory Animal Health Software), and usage and caging data through LARS (Laboratory Animal Resource Software). This centralization makes it easy to store and access historical data, enabling predictive models to identify risks and opportunities before they become urgent.

The platform also supports tools that are critical for day-to-day operations, like animal census management using barcode scanning and RFID technology. These tools, combined with the data stored in the platform, create a comprehensive view of your facility's operations. And when you choose Key Solutions’ Professional Consulting Services (PCS), you can achieve even more. PCS can help integrate all of this data to provide predictive analytics around capacity planning and maintenance, helping facilities proactively manage their operations.

Trend 2: Integrated Occupational Health And Safety Monitoring

Animal research facilities are increasingly integrating occupational health and safety with animal welfare monitoring. By using a single platform that tracks both animal procedures and personnel safety, these facilities can address compliance and health risks more effectively and efficiently.

In practice, this means real-time tracking of both animal health and personnel exposure, with automated alerts when specific personal protective equipment (PPE) is required. Facilities can now monitor specific risks that matter most, including:

  • Allergen exposure in rodent facilities
  • Zoonotic disease risks
  • Chemical safety clearances
  • Radiation safety tracking

Many of these risks are managed through biosafety committee protocols and training compliance requirements. 

With stricter regulatory requirements from OSHA and biosafety committees, facilities can no longer afford to manage safety and compliance in separate systems. Disjointed systems often lead to gaps in data and create additional work. By merging animal welfare and occupational health into one system, facilities can streamline processes, reduce duplicate work, and meet compliance standards more efficiently.

Integration with HR and training systems is also becoming critical. This allows you to validate whether staff are actually eligible for protocol access based on their current training status and safety clearances, not just assume they are.

In this case, platforms like Key Solutions provide an integrated platform that combines animal welfare data with the insights needed for comprehensive safety management. Our Professional Consulting Services (PCS) can help integrate occupational health data with the respective platform, giving you a complete picture. This combined approach allows for seamless monitoring, reduces silos, and ensures that both personnel and animal safety are tracked in a way that supports real compliance requirements.

Trend 3: Advanced Environmental Monitoring And Automation

Environmental deviations can invalidate research findings and compromise animal welfare. Manual monitoring is not only labor-intensive but also prone to gaps, leading to risks that can affect research integrity and animal health. As regulatory expectations around environmental documentation increase, facilities need systems that ensure consistent conditions to meet animal welfare standards and improve research reproducibility.

As a result, animal research facilities are upgrading their environmental monitoring systems. These systems use IoT sensors to continuously monitor temperature, humidity, light cycles, and noise levels, and automatically trigger corrective actions when parameters go out of range.

For example, facilities now use: 

  • Real-time data to adjust HVAC systems based on environmental conditions
  • Automated alerts to notify multiple personnel when thresholds are exceeded
  • Predictive maintenance alerts to warn staff about potential equipment failures before they happen

Apart from this, environmental data is logged automatically alongside research procedures, ensuring that conditions remain stable and compliant throughout the research process.

Key Solutions supports this trend by offering integrated environmental monitoring systems that track real-time conditions and automate responses. This allows facilities to maintain stable, controlled environments, reducing the risk of data loss and ensuring compliance with evolving regulations.

Integration: The Foundation That Makes Everything Work

All of these trends share one critical requirement: integration. To fully leverage the benefits of AI, real-time monitoring, and other technologies, facilities need systems that can work together and share data seamlessly. 

This means that animal research facilities need to ensure their systems are connected, whether it's for compliance, animal welfare, environmental management, or capacity planning, so data flows smoothly across all platforms. Or else, adopting these trends will be much less effective and could actually create new inefficiencies.

How to Prepare Your Facility for These Trends

Adopting these trends requires thoughtful strategic planning. Here are some key considerations to help your facility get ready for the changes ahead.

Assessment Questions:

  • Which of the trends discussed align with your facility’s current challenges?
  • Is your existing technology infrastructure ready to support these changes?
  • Do you have the quality of data needed to implement advanced analytics?
  • What is your budget for upgrading systems?
  • How will you manage the change process and communicate it with your staff?

Prioritizing the Right Trends:

  • Identify key pain points: Focus on areas where the impact of change will be most beneficial.
  • Assess trends for broad impact: Choose trends that solve multiple problems at once.
  • Evaluate complexity vs. benefit: Look at how easy or difficult it will be to implement each trend.
  • Consider staff capacity: Ensure you have the resources for effective change management.
  • Phase implementation: Start with the most impactful changes and build from there.

Building the Business Case:

  • Quantify inefficiencies: What costs are being incurred due to current inefficiencies?
  • Project ROI: What will be the return on investment from adopting these innovations?
  • Risk mitigation value: Consider how these trends will help reduce risks related to compliance and animal welfare.
  • Impact on staff: Happy, well-trained staff are more likely to stay—factor in benefits to staff satisfaction and retention.
  • Competitive positioning: Implementing these trends can improve your standing for research grants and funding.

Managing the Change:

  • Involve staff in the decision-making and technology selection process.
  • Train staff adequately to ensure smooth adoption.
  • Roll out changes gradually, with feedback loops to continuously improve.
  • Communicate clearly about why these changes matter for the future of the facility.
  • Offer strong support to help staff navigate the transition period effectively.

By focusing on integration and strategic planning, animal research facilities can position themselves to adopt these emerging trends smoothly and effectively. As technologies evolve, the key to success will be in how well these innovations are implemented and how prepared staff are to adapt to them.

How Key Solutions is Empowering Animal Research Facilities to Stay Ahead of Emerging Trends

As animal research facilities adapt to rapidly evolving technological trends, they need infrastructure, platforms, and services that not only keep up with innovation but also streamline their day-to-day operations. 

Key Solutions is designed to do just that, providing a complete ecosystem of products such as LARS (Lab Animal Resource Software), LAHS(Lab Animal Health Software), eProtocol IACUC, and PAM (Post-Approval Monitoring) for compliance, animal research facility management, and lab animal care, backed by Professional Consulting Services (PCS) to build custom AI/ML and data analytics solutions tailored to your organization's specific needs.

Here's a closer look at how Key Solutions supports facilities in navigating these key industry shifts:

1. Unified Platform for Streamlined Operations

In an age where seamless data flow is non-negotiable, Key Solutions offers a centralized platform that eliminates the need for multiple disconnected systems. Instead of managing a range of disconnected tools for animal health, compliance, and environmental monitoring, Key Solutions integrates all critical data into one user-friendly interface through its product suite:

  • LARS (Laboratory Animal Resource Software) for usage and caging management
  • LAHS (Laboratory Animal Health Software) for animal health data
  • eProtocol IACUC module for protocol workflows
  • PAM (Post-Approval Monitoring) for ongoing compliance oversight

The shared data model across these modules reduces manual reconciliation, eliminates duplication, and supports traceability for inspections. This makes accessing and analyzing data faster, easier, and more reliable, improving operational efficiency across the board.

2. Mobile-First Design for Real-Time Data Capture

As the industry embraces real-time data capture, Key Solutions enables facilities to capture vital information on the go. The mobile-first design ensures that staff can:

  • Log a treatment at the rack
  • Update protocol adherence on the fly
  • Submit an incident report during the procedure

This not only reduces errors but also increases staff efficiency, as real-time data entry prevents transcription mistakes and delays in reporting.

3. Predictive Analytics for Smarter Compliance Management

AI-driven predictive analytics are transforming how facilities manage compliance. With advanced analytics capabilities, Key Solutions helps facilities foresee compliance risks and operational bottlenecks before they escalate. The platform's predictive models can flag high-risk protocols, identify gaps in staff training, and even forecast when protocol renewals may be missed, all before problems arise.

These analytics tie directly back to:

  • Risk-based PAM audits
  • Renewal planning
  • Training status flags

This helps facility leaders take preemptive action and stay ahead of compliance requirements.

4. Multi-Site Collaboration with Secure Data Sharing

As research increasingly spans multiple institutions, the need for collaborative platforms becomes critical. Key Solutions provides a multi-institutional module that supports consortium research, allowing facilities to securely share data across sites with granular permissions.

For example, a protocol shared between Institution A and Institution B can have site-specific amendments and linked animal resource usage per facility. This ensures consistency and compliance across all locations, enabling smoother collaboration while maintaining the integrity of research data.

5. Future-Proof Infrastructure with Cloud-Based Flexibility

The future of animal research depends on flexible, scalable infrastructure that can evolve with the times. Key Solutions offers a compliance-ready cloud-based platform that grows with your facility's needs, allowing seamless access and continuous updates. As regulatory requirements change and new technologies emerge, the platform's regular updates ensure facilities remain compliant and up-to-date with industry standards.

6. Custom AI/ML and Data Analytics Solutions Through PCS

While Key Solutions products provide robust out-of-the-box capabilities, every facility has unique challenges that require tailored solutions. This is where Professional Consulting Services (PCS) comes in. PCS works with you to build custom AI and machine learning models that address your specific operational needs.

For example, PCS can help you:

  • Develop predictive models for colony management that forecast breeding requirements based on your historical protocol patterns and seasonal research cycles.
  • Create custom dashboards that integrate occupational health data with your animal welfare metrics, giving leadership a complete view of facility safety.
  • Build automated reporting tools that pull data from multiple sources (LARS, LAHS, eProtocol IACUC, PAM) and generate compliance-ready reports for AAALAC accreditation or USDA inspections.

In simpler words, PCS bridges the gap between what the platform can do and what your facility specifically needs, ensuring you get maximum value from your technology investment.

Want to future-proof your operations and stay ahead of industry trends? If yes, contact us right away for a consultation on how our platform and services can help transform your facility's operations.

Frequently Asked Questions

AI analyzes patterns in your historical data like protocol submission timing, training completion rates, and renewal cycles. When it spots trends that previously led to compliance issues (like missed renewals or untrained personnel), it flags similar risks early, allowing IACUC staff or compliance teams to intervene before problems occur.

Yes. Key Solutions solutions are designed to integrate with existing systems. This includes IoT sensors, cage systems, and legacy databases. The goal is to connect what you have, not replace everything.

It depends on your facility's size and complexity, but most implementations follow a phased approach over 6-12 months. You start with core modules (like protocol management or animal health), test with a small group, then gradually expand. This staged rollout helps manage change and minimize disruption.

No. These platforms are built for lab managers, facility managers, veterinary staff, IACUC administrators, and compliance officers, each with role-based access tailored to their specific needs. The AI runs in the background, and you can interact with it through dashboards and alerts that show actionable insights in plain language.

Focus on three areas:

  • Time savings from automation (calculate staff hours currently spent on manual tasks like routing protocols, logging health events, tracking training records, or compiling audit reports)
  • Risk reduction (factor in the cost of compliance violations, suspended protocols, or failed audits)
  • Research quality improvements (fewer environmental deviations mean more reliable data and better reproducibility).

Most facilities see measurable returns within 18-24 months.

Have more questions? Contact us right away and we'll get back to you as soon as possible.