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22
Jan

How ELN and LIMS Support Lab Scalability and Growth

How ELN and LIMS Support Lab Scalability and Growth

Why digital platforms are the key to turning laboratory growth into an opportunity, not a burden.
Laboratory growth is a sign of success: new projects, more samples, additional staff, and bigger opportunities. But scaling comes with hidden challenges. Paper notebooks, spreadsheets, and disconnected systems that once felt “good enough” quickly become bottlenecks. Misplaced samples, inconsistent data, and compliance gaps can stall progress just when momentum is building. Electronic Laboratory Notebooks (ELN) and Laboratory Information Management Systems (LIMS) provide the foundation for sustainable growth. By standardizing processes, securing data, and automating workflows, they transform scaling from a source of risk into a driver of productivity.

The Challenges of Scaling a Laboratory

Growth creates complexity. Common pain points include:
  • Data Volume Explosion – Managing thousands of samples and results quickly overwhelms manual systems.
  • Staff Expansion – Onboarding new team members without standardized workflows leads to inconsistent practices.
  • Cross-Team Collaboration – Multiple departments or sites make version control and data sharing difficult.
  • Compliance Pressure – Scaling labs in regulated industries face stricter requirements for traceability and integrity.
  • Operational Bottlenecks – Manual approvals, scheduling, and reporting can’t keep pace with higher throughput.

Scaling Without Digital Tools: Key Risks

Inefficiency

Manual processes slow teams down and introduce delays.

Errors

More data volume increases the risk of transcription mistakes.

Compliance Gaps

Paper systems can’t keep up with regulatory expectations.

Staff Burnout

Repetitive manual tasks sap morale as workload grows.
Manual systems quickly become unsustainable, especially as labs grow or face more complex regulatory demands. But before engaging with vendors, you must clearly identify what you need the LIMS to do. Defining your lab’s specific requirements allows you to compare systems meaningfully and choose one that aligns with your operational needs.”

Dr. Richard Danielson, The Analytical Scientist

LIMS and ELN Features That Enable Growth

Modern ELN and LIMS platforms are designed with scalability in mind.
Feature How It Supports Growth
Standardized Workflows Ensure consistent execution across expanding teams.
Sample & Inventory Tracking Prevent mix-ups, reduce waste, and improve accuracy.
Role-Based Access Control Maintain data integrity while accommodating larger staff.
Instrument Integration Automate data capture, enabling high-throughput testing.
Cloud & Multi-Site Support Connect distributed teams in real time.
Analytics & Reporting Provide managers with KPIs for smarter decisions.
Built-In Compliance Keep labs audit-ready even as operations expand.

Scalability Benefits at a Glance

As laboratories grow, scalability is about more than handling larger volumes of data. It’s about creating an ecosystem where people, processes, and technology can expand seamlessly. ELN and LIMS provide a structure that helps labs manage complexity while continuing to perform efficiently.
  • Faster Turnaround Times – Automated workflows eliminate manual steps, allowing results to be delivered more quickly even as workloads rise.
  • Streamlined Collaboration – Digital platforms connect teams across locations, ensuring everyone has access to the same real-time information.
  • Stronger Compliance Posture – Built-in audit trails and e-signatures ensure that scaling doesn’t compromise regulatory readiness.
  • Better Resource Allocation – Dashboards highlight where time, instruments, or staff are overextended so managers can rebalance effectively.
  • Reduced Onboarding Time – Predefined workflows and templates let new staff contribute productively with minimal ramp-up.
  • Higher Throughput Capacity – Instrument integration and automated sample tracking enable labs to take on more projects without proportional staff increases.

How ELN and LIMS Enable Sustainable Growth

Growth in the lab isn’t just about more samples — it’s about scaling responsibly while maintaining quality and compliance. ELN and LIMS provide flexibility to expand without losing control of core processes.

Agility

Labs can take on new projects or clients without reworking their entire infrastructure.

Confidence

Compliance features keep labs audit-ready, easing pressure as regulatory oversight increases.

Visibility

Data dashboards highlight trends and inefficiencies, giving managers insights to guide resource planning.

Resilience

Cloud-based access ensures operations continue smoothly despite disruptions or rapid changes in demand.

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What Our Users Say

Don’t take our word for it.
We exceed our client’s demands everyday to make their research and discovery process simpler and more efficient.

This is by far the best value in science software (or anything else in science, really) that we’ve ever experienced. Other solutions in this price range had a fraction of the features, and those with the features cost 3x – 10x more. We’re very happy customers.


Josh Guyer,
Senior Pharmaceutical Scientist


21
Jan

Best LIMS of 2026

Best LIMS Software Solutions in 2026


Selecting the right Laboratory Information Management System (LIMS) is an important step for any lab moving toward digital transformation. The right platform can improve data integrity, streamline workflows, and support compliance. Below, we outline the most widely used LIMS and ELN platforms in 2026, highlighting both their advantages and potential challenges to help labs make an informed choice.

Flexible LIMS Informatics Solution Platform

SciCord helps laboratories streamline their documentation and compliance with an Informatics Platform including a hybrid Electronic Laboratory Notebook (ELN) and Laboratory Information Management System (LIMS) solution. Its cloud-based platform simplifies implementation and maintenance, reducing the total cost of ownership and allowing organizations to focus on science. SciCord’s unique spreadsheet paradigm provides a no-code engine enabling rapid deployment-often within 30 days-requiring minimal IT overhead and supporting GxP and FDA 21 CFR Part 11 compliance.

SciCord offers a hybrid approach by combining ELN and LIMS capabilities in a single platform. Its spreadsheet-driven design gives scientists a familiar interface while also ensuring structured data capture.

Key Features:

  • Quick deployment, often within weeks
  • Configurable workflows with a no-code approach
  • Support for GxP and FDA 21 CFR Part 11 requirements
  • Cloud hosting on Microsoft Azure with enterprise-grade security
  • Positive user feedback on usability, stability, and customer support

Why labs consider SciCord: It can reduce the time and IT resources needed to implement a LIMS compared with traditional enterprise platforms. Many organizations report efficiency gains in inventory management and compliance tracking

Strong ELN, Limited as a LIMS

SciNote is a cloud-based electronic lab notebook (ELN) that incorporates built-in inventory management, compliance tracking, and team collaboration tools. It is designed primarily for research labs looking to digitize experimental documentation and streamline inventory tracking. Although SciNote focuses on ELN functionalities, it lacks the full-fledged LIMS capabilities needed for complex sample and workflow management in regulated environments.

  • May not provide the full LIMS functionality required in regulated environments
  • Cloud-based ELN with collaboration and inventory tools
  • Suited for academic and research labs

Compliance Strength, but Complex

The STARLIMS platform (Abbott Informatics) is focused on compliance in regulated environments such as clinical, environmental, and manufacturing labs. It integrates mobile-friendly features and cloud capabilities, allowing data collection beyond traditional lab boundaries. STARLIMS stands out for strong regulatory compliance tools and quality manufacturing data management. However, some users find its reporting interface complex, which can make performance metrics visualization and data interpretation more challenging for non-expert users.

  • Well established in clinical, manufacturing, and environmental labs
  • Strong compliance and mobile features
  • Some users find reporting and analytics more difficult to navigate

Comprehensive, but High Investment

Thermo Fisher’s SampleManager is a comprehensive enterprise-grade LIMS solution combining LIMS, ELN, SDMS, and LES functionalities. It excels at managing procedural workflows and integrating with instruments, equipment, and other enterprise systems. Its strength lies in delivering scalability, regulatory compliance, and robust security across large organizations. The tradeoff is a high upfront investment and a complex licensing structure that may be prohibitive for smaller or mid-sized labs.

  • Enterprise solution with LIMS, ELN, SDMS, and LES
  • Robust integration with instruments and enterprise systems
  • Higher upfront costs and licensing complexity can be challenging for smaller labs

Web-Only Flexibility

Labguru is an integrated, cloud-based platform offering ELN, LIMS and inventory management. It enables labs to centralize data, streamline operations, automate workflows, and enhance collaboration. Note that Labguru’s entirely web-based model requires a strong network connection, which contrasts with some competitors that offer dedicated apps to avoid data loss during outages.

  • ELN, LIMS, inventory management, and workflow automation combined
  • Scripting tools for customization
  • Entirely web-based and reliant on network stability, no offline use

Broad Functionality, but Implementation Demands

LabWare is a globally recognized heavyweight in the LIMS market, with comprehensive solutions tailored for complex laboratory environments across many industries, including biopharma, clinical research, food and beverage, forensics, and more. Known for robustness and extensive integration capability, LabWare provides enterprise-grade compliance and workflow management. However, its user interface is often described as outdated, implementations can be lengthy, and its pricing model may not suit smaller labs or those requiring rapid deployment.

  • Used across many industries with strong compliance features
  • Highly customizable and integration-friendly
  • Often requires lengthy implementations and the interface feels dated to some users

Configurable, but Support-Intensive

LabVantage is a provider of enterprise laboratory software known for handling high-volume datasets and offering industry-specific configurations, especially for pharma and manufacturing labs. Its platform supports compliance and data governance but has drawbacks such as an older interface and significant reliance on vendor support for customization. Enterprises appreciate its ability to transform raw data into actionable insights, though smaller labs may find it complex.

  • Offers industry-specific configurations
  • Designed with pharma and manufacturing in mind
  • Customization may depend heavily on vendor support; interface is not as modern as some cloud-native tools

Flexible, But Tied to Agilent Ecosystem

Agilent SLIMS is a lab execution system that combines LIMS with ELN and LES (Laboratory Execution System) capabilities, designed to streamline workflows and improve operational efficiency. The platform is available for cloud hosting-either by Agilent or customers-and on-premises installations, providing flexible deployment models

  • Combines LIMS, ELN, and LES
  • Supports ISO 17025 and multiple hosting options
  • Particularly attractive for labs already using Agilent instruments

Popular ELN for Research, Limited at Scale

Benchling is a popular cloud-native ELN favored by biotech and pharmaceutical companies for its collaborative real-time data entry, molecular biology tools, and integrated inventory and workflow management. Although it excels in early research environments, users note its scalability constraints for complex enterprise operations and challenges related to data migration once fully adopted. Benchling stands out for its user interface, molecular biology focus, and workflow orchestration in life sciences R&D.

  • Strong for biotech and early-stage R&D
  • Cloud-native with APIs and collaboration tools
  • Some reports of scalability issues in enterprise deployments and data migration challenges

Modular and Accessible but Niche

LabCollector is a modular, cloud-based LIMS designed to adapt easily to different lab environments including academia, pharma, and R&D. It offers independent modules (sample management, inventory, document tracking) that integrate with support for sample tracking and audit trails.

  • Modular design
  • Attractive for small labs
  • May not deliver the same level of robustness needed for larger enterprises

Final Thoughts

Each of these LIMS solutions brings a different balance of features, costs, and complexity. For organizations prioritizing speed of implementation, ease of use, and integrated ELN-LIMS functionality, platforms like SciCord are often considered a strong option.

Every lab is different-but when comparing the top LIMS software in 2026, SciCord clearly stands out. It combines the compliance and structure of a LIMS with the flexibility of an ELN, all in a user-friendly, cloud-hosted platform.

Looking for a more nuanced comparison between our competitors?


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What Our Users Say

Don’t take our word for it.
We exceed our client’s demands everyday to make their research and discovery process simpler and more efficient.

This is by far the best value in science software (or anything else in science, really) that we’ve ever experienced. Other solutions in this price range had a fraction of the features, and those with the features cost 3x – 10x more. We’re very happy customers.


Josh Guyer,
Senior Pharmaceutical Scientist


15
Jan

LIMS for Forensic Testing Laboratories

LIMS for Forensic Testing Laboratories

How digital platforms streamline evidence tracking, ensure compliance, and enhance reporting in forensic labs.
Forensic testing laboratories operate at the intersection of science, law, and public safety, handling high-stakes evidence that must withstand legal scrutiny. The complexity of managing diverse sample types—from biological specimens to digital evidence—requires precision, accountability, and efficiency. Laboratory Information Management Systems (LIMS) tailored for forensic environments provide the necessary infrastructure to track samples, maintain chain of custody, and generate compliant reports, ensuring that every piece of evidence is handled with the utmost integrity.

Challenges in Forensic Testing

Forensic labs face unique operational hurdles that demand specialized solutions. Traditional manual systems often fall short in meeting the rigorous demands of evidence management and reporting.

Why Forensic Labs Require Specialized LIMS

The multifaceted nature of forensic testing necessitates a system that can handle complex workflows, maintain stringent compliance standards, and provide reliable data tracking.

Complex Evidence Types

Forensic labs process a wide range of evidence, including biological samples, digital data, and trace materials, each requiring specific handling and documentation protocols.

Stringent Compliance Requirements

Adherence to standards such as ISO/IEC 17025 and CJIS is critical, necessitating systems that support audit trails, access controls, and validation processes.

On-Demand Casework

Managing numerous cases simultaneously demands efficient sample tracking, case assignment, and reporting capabilities to prevent errors and delays.

Legal and Ethical Accountability

Maintaining an unbroken chain of custody and ensuring data integrity are paramount for the admissibility of evidence in court.

LIMS Features That Enhance Forensic Testing

A specialized LIMS offers a suite of features designed to address the unique needs of forensic laboratories, ensuring accuracy, efficiency, and compliance.
Feature Benefit for Forensic Labs
Evidence Tracking Utilize barcodes or RFID to monitor the movement and status of each sample throughout the testing process.
Chain of Custody Management Automatically records every interaction with evidence, ensuring a verifiable audit trail.
Case Management Assign and track tasks, deadlines, and responsibilities, facilitating efficient case progression.
Compliance Support Integrate features that assist in meeting regulatory requirements, such as automated reporting and validation checks.
Data Security Implement user access controls, encryption, and secure storage to protect sensitive information.
Reporting Tools Generate customizable, court-ready reports that adhere to legal standards and formats.

Benefits of Implementing LIMS in Forensic Testing

Adopting a LIMS in forensic laboratories yields significant operational advantages, enhancing both the quality and efficiency of testing processes.

Operational Benefits of LIMS in Forensic Labs

Implementing LIMS transforms forensic testing by automating workflows, improving data accuracy, and ensuring compliance.
  • Improved Sample Integrity: Automated tracking and monitoring reduce human error, ensuring that samples are handled and stored correctly.
  • Enhanced Compliance: Built-in features support adherence to industry standards and regulations, simplifying audit processes.
  • Increased Efficiency: Automation of routine tasks accelerates workflows, allowing staff to focus on analysis and interpretation.
  • Better Collaboration: Centralized data access facilitates communication and coordination among team members and external stakeholders.
  • Scalability: Modular design allows the system to grow with the laboratory’s needs, accommodating increased case volumes and complexity.
  • Data-Driven Insights: Analytics tools provide valuable information for decision-making and continuous improvement.

Transforming Daily Operations with LIMS

The integration of a LIMS into daily operations revolutionizes how forensic labs manage evidence and casework, leading to more streamlined and accountable processes.

Practical Gains from LIMS Deployment

Implementing a LIMS system standardizes procedures, enhances data accuracy, and ensures compliance, ultimately improving the overall effectiveness of forensic testing.

Accuracy

Consistent data entry and automated checks minimize errors, ensuring reliable results.

Compliance

Comprehensive audit logs and validation features support adherence to legal and regulatory requirements.

Efficiency

Automated workflows and centralized data access reduce manual tasks and expedite processes.

Collaboration

Shared platforms and standardized data formats enhance teamwork and information sharing.

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What Our Users Say

Don’t take our word for it.
We exceed our client’s demands everyday to make their research and discovery process simpler and more efficient.

This is by far the best value in science software (or anything else in science, really) that we’ve ever experienced. Other solutions in this price range had a fraction of the features, and those with the features cost 3x – 10x more. We’re very happy customers.


Josh Guyer,
Senior Pharmaceutical Scientist


8
Jan

Improving Sample Tracking with Barcode Integration

Improving Sample Tracking with Barcode Integration

How barcode technology paired with LIMS eliminates mislabeling, accelerates workflows, and delivers true visibility into sample location and history.
In laboratories processing hundreds or thousands of samples every week, manual labeling and handwritten logs create predictable bottlenecks: misidentified tubes, lost specimens, and wasted investigator time reconstructing sample histories. As throughput rises and regulatory scrutiny intensifies, the risks multiply. Barcode integration transforms sample management from a source of friction into a competitive advantage. When paired with a Laboratory Information Management System (LIMS), barcoded labels create a digital backbone that tracks sample movement, links physical containers to rich metadata, and prevents the costly errors that undermine research quality and compliance. This article examines why barcodes matter, how LIMS amplifies their value, and what labs gain when they deploy integrated tracking.

Why Barcode Technology Is Essential for Modern Labs

Manual sample identification places cognitive load on busy lab personnel and introduces transcription errors at every touch point. Barcodes shift identification from human memory to machine precision, delivering speed and reliability that handwriting cannot match.

The Case for Barcode Adoption in Laboratory Operations

Labs that rely on manual labeling face predictable quality and throughput limits. Automated generation of barcoded labels removes ambiguity and accelerates every step from accessioning through analysis.
  • Elimination of Transcription Errors Handwritten labels and manual data entry create opportunities for transposed digits and illegible characters that compromise sample identity and invalidate results downstream.
  • Faster Sample Processing Scanning a barcode takes seconds compared to manual lookup or visual confirmation, allowing technicians to process batches rapidly without sacrificing accuracy or traceability.
  • Universal Identification Standards Industry barcode formats ensure compatibility across instruments, freezers, and information systems so samples move seamlessly between labs, collaborators, and storage facilities.
  • Audit Trail Foundation Each scan event generates a timestamped record of who handled a sample and where it moved, providing the documentation regulators and quality managers require.
  • Reduced Training Time New staff learn barcode workflows quickly because scanning is intuitive and the system enforces correct procedures, lowering onboarding costs and reducing supervision requirements.
  • Scalability for Growth Barcode systems handle increasing sample volumes without adding proportional labor, allowing labs to expand throughput and serve more projects with existing personnel.

How LIMS Amplifies the Power of Barcode Tracking

Barcodes provide unique identifiers, but a LIMS turns those identifiers into actionable intelligence. The integration connects physical samples to metadata, workflows, and compliance records in real time.
Feature How LIMS Enhances Barcode Utility
Automated sample registration Scanning at intake instantly creates records with timestamps, preventing orphaned samples and registration backlogs.
Real-time location tracking Each scan updates sample position in freezers or workstations so retrieval is immediate and accurate.
Chain of custody logging Barcode scans tie every transfer to user credentials and timestamps for complete provenance documentation.
Aliquot and derivative management Parent barcodes link to child aliquots automatically, preserving relationships across splits and maintaining sample genealogy.
Integration with instruments Analyzers read barcodes and push results directly to sample records, eliminating manual result entry errors.
Inventory reconciliation Scanning sample in inventory flags discrepancies between physical storage and database records to surface missing samples quickly.
Customizable workflows Barcode triggers drive sample routing, quality checks, and approval gates based on programmable business rules.
Mobile accessibility Handheld scanners and tablets let staff update records at benches or freezers without returning to workstations.

Overcoming Common Sample Tracking Challenges with Integrated Systems

Labs without barcode LIMS integration struggle with predictable pain points: lost samples, data reconciliation burdens, and compliance gaps. Integrated systems address these challenges directly by automating identification and creating unified records.

Solving Persistent Laboratory Tracking Problems

When barcodes and LIMS work together, the most frustrating sample management problems disappear because the system enforces consistency and captures activity automatically.

Preventing Sample Misidentification

Unique barcodes eliminate confusion between similarly named samples or projects. Scanning enforces correct identity at every step, so tubes never leave the system with ambiguous or duplicate labels.

Eliminating Lost Samples

Real-time location updates from barcode scans mean every sample’s current position is recorded. Search functions retrieve samples in seconds, and discrepancy reports flag containers that have gone missing.

Simplifying Compliance Documentation

Automated audit trails generated by barcode scans satisfy regulatory requirements without dependence on manual logs. Inspectors receive complete chain of custody records instantly during reviews.

Reducing Freezer Excavation Time

Visual freezer maps linked to barcode positions show exactly which box and slot hold target samples. Staff retrieve specimens without thawing entire racks or disturbing neighboring containers unnecessarily.

Measurable Gains from Barcode LIMS Deployment

Labs that integrate barcodes with LIMS report faster turnaround times, fewer quality incidents, and higher staff satisfaction. The barcoded label technology investment pays dividends through error reduction and productivity gains that compound over time.

Quantifiable Benefits Laboratories Experience

Organizations measure success through improved throughput, reduced rework, and stronger compliance posture after barcode LIMS adoption.

Speed

Sample processing time drops as scanning replaces manual logging and lookup steps throughout workflows.

Accuracy

Mislabeling rates fall to near zero because barcode scanning eliminates human transcription and visual identification errors.

Traceability

Complete sample histories with timestamps and user records support root cause analysis and regulatory inspections.

Efficiency

Staff handle larger sample volumes without proportional labor increases by automating repetitive identification and documentation tasks.

Confidence

Researchers trust sample identity and provenance because every movement is recorded and verified through scanning.

Compliance

Automated audit trails and enforced workflows satisfy accreditation standards and reduce findings during inspections and audits.

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What Our Users Say

Don’t take our word for it.
We exceed our client’s demands everyday to make their research and discovery process simpler and more efficient.

This is by far the best value in science software (or anything else in science, really) that we’ve ever experienced. Other solutions in this price range had a fraction of the features, and those with the features cost 3x – 10x more. We’re very happy customers.


Josh Guyer,
Senior Pharmaceutical Scientist


2
Jan

Best Instrument Logbooks (2026)

Best Platforms for Equipment & Instrument Logbooks (2026)


Laboratories increasingly need systems to track instruments, usage, maintenance, and compliance. While traditional ELNs focus on documenting experiments, most do not provide full equipment logbook or maintenance tracking functionality, and many lack LIMS modules entirely. As a result, labs either adopt standalone digital logbooks or choose an integrated ELN/LIMS platform that includes instrument tracking, results capture, and regulatory controls.

Below is a comparative review of leading platforms in 2026, highlighting their capabilities, limitations, and suitability for GxP environments.

SciCord – Unified ELN + LIMS + Equipment Records

SciCord provides a fully integrated platform where experiment documentation, sample management, results recording, and instrument logbooks coexist. It enables comprehensive compliance while tracking equipment usage, calibrations, maintenance, and connectivity.

Strengths:
• Combined ELN, LIMS, equipment/maintenance logs, results data capture
• Fully compliant (GxP, 21 CFR Part 11, audit-ready)
• Structured workflows, e-signatures, traceability, and instrument connectivity
• Rapid no-code implementation with minimal IT involvement
• Replaces paper logbooks and eliminates spreadsheets without custom coding

Considerations:
• Primarily optimized for regulated analytical and QC environments (a strength for most labs needing compliance)

Limitations / Missing Functionality:
• None significant; includes ELN, LIMS, instrument logging, and results capture out of the box

LabWare LIMS/ELN – Enterprise ELN With Equipment Modules

LabWare delivers enterprise-level LIMS + ELN integration with modules for equipment usage, maintenance tracking, and audit trails. Well suited for large regulated labs.

Strengths:
• ELN and LIMS integration supports instrument logs and preventive maintenance
• Highly robust compliance and workflow framework
• Scales across complex organizations

Considerations:
• Requires LabWare LIMS and professional services for most configurations
• Implementation can be lengthy and IT-heavy

Limitations / Missing Functionality:
• ELN alone lacks full instrument log functionality; extra modules or scripting typically required

SciSure – Integrated solution With Equipment Tracking

SciSure (formerly eLabJournal / eLabNext / SciShield) combines ELN, LIMS, inventory management, EHS modules, and equipment tracking. Designed for institutions seeking unified safety, equipment, and research documentation in one system.

Strengths:
• Supports equipment logbooks, sample tracking, EHS, and compliance
• Basic ELN interface is generally easy for everyday users
• Helps labs eliminate paper and centralize scientific operations

Considerations:
• Implementation complexity depends heavily on breadth of modules deployed
• Training required for advanced compliance or EHS workflows

Limitations / Missing Functionality:
• Cost may be challenging for smaller organizations
• Advanced modules have a learning curve
• UX still improving-some template/editing workflows feel constrained
• Some integrations (SSO, instruments, enterprise systems) require extra services
• Risk of over-complexity if too many modules are enabled simultaneously

ThermoFisher SampleManager

Thermo Fisher’s SampleManager is a comprehensive enterprise-grade LIMS solution combining LIMS, ELN, SDMS, and LES functionalities. It excels at managing procedural workflows and integrating with instruments, equipment, and other enterprise systems. Its strength lies in delivering scalability, regulatory compliance, and robust security across large organizations. The tradeoff is a high upfront investment and a complex licensing structure that may be prohibitive for smaller or mid-sized labs.

Strengths:

  • Enterprise solution with LIMS, ELN, SDMS, and LES
  • Robust integration with instruments and enterprise systems

Considerations:

  • Higher upfront costs and licensing complexity can be challenging for smaller labs
  • Customization/configuration is reliant on technical expertise, especially in SQL. Lab managers will be required to reach out to Thermo to make changes, or your organization will need to retain experienced IT staff to make adjustments.

Limitations / Missing Functionality:

  • Data management Issues
  • User friendly process adjustment
  • Cost prohibitive for all but the largest labs

Tulip Digital Equipment Logbook – Compliance-Focused Instrument Logs

Tulip specializes in digital equipment logbooks and standardized workflows for GMP-regulated manufacturing and lab operations.

Strengths:
• Strong equipment usage and maintenance tracking
• E-signatures, workflows, and sensor/device integration
• Good for operational excellence / manufacturing groups

Considerations:
• Not designed to capture research data, sample data, or results
• Lacks ELN and LIMS functionality

Limitations / Missing Functionality:
• Cannot replace an ELN or LIMS
• Not suitable for labs requiring experiment-level documentation

Final Thoughts

For labs requiring both equipment tracking and regulated scientific record-keeping, standalone equipment logbooks fall short-they cannot capture results, experiments, or GxP workflows. Traditional ELNs can track experiments but often lack meaningful instrument logbook or maintenance capabilities.

Integrated platforms like SciCord provide a unified approach, allowing laboratories to manage experiments, samples, and instrument records in a single environment.
Among these, SciCord stands out for its strong compliance foundation, rapid implementation, and inclusion of LIMS, ELN, and equipment logging without requiring custom development or multiple modules.

Not sure what your next steps are? See our Buyer’s Guide for help evaluating vendors and going through the purchasing process.


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What Our Users Say

Don’t take our word for it.
We exceed our client’s demands everyday to make their research and discovery process simpler and more efficient.

This is by far the best value in science software (or anything else in science, really) that we’ve ever experienced. Other solutions in this price range had a fraction of the features, and those with the features cost 3x – 10x more. We’re very happy customers.


Josh Guyer,
Senior Pharmaceutical Scientist


1
Jan

Best ELN of 2026

Best ELN Software Solutions in 2026

A practical look at leading ELNs – with a spotlight on long-term scalability, compliance, and how each handles (or lacks) LIMS functionality.

Many ELNs excel at scientific documentation but require extra modules, custom development, or an additional LIMS to support full sample/test workflows. SciCord continues to stand out as a unified ELN + LIMS platform built for regulated analytical labs.

SciCord ELN + LIMS (Integrated Platform)

SciCord combines a robust ELN with full LIMS capabilities – including sample management, structured workflows, instrument connectivity, and compliance features – in a single, ready-to-deploy platform.

Strengths:

  • Complete ELN + full LIMS without purchasing extra modules
  • Highly configurable (minimal coding required)
  • Strong auditability and compliance (21 CFR Part 11, GxP)
  • Fast implementation with meaningful ROI for labs migrating off paper/Excel
  • Native instrument interfaces and automation

Considerations:

  • Optimized for analytical/QC/GxP labs rather than informal research environments

Limitations / Missing LIMS Functionality:

Not applicable – SciCord includes full LIMS functionality

IDBS E-WorkBook (Danaher)

A mature enterprise ELN widely adopted across R&D organizations. Provides strong documentation capabilities but often relies on additional Danaher modules or coding for LIMS-like features.

Strengths:

  • Proven in large research organizations
  • Template-driven experimental workflows
  • Broad integration options across Danaher products

Considerations:

  • Complex deployments may require dedicated administrators
  • Configuration depth can lead to longer validation cycles

Limitations / Missing LIMS Functionality:

  • The core ELN does not include a native LIMS
  • Sample/test workflows often require add-ons (Workbook Inventory, ActivityBase)

Advanced workflow automation frequently needs custom scripting or extensions

PerkinElmer Signals Notebook (Revvity)

A cloud-first ELN focused on usability and collaboration. Ideal for early-stage research, though less suited for structured or regulated workflows.

Strengths:

  • Clean, modern interface
  • Easy for scientists to adopt
  • Integrates with the broader Signals ecosystem

Considerations:

  • Limited out-of-the-box structured workflows
  • Some features require subscription add-ons

Limitations / Missing LIMS Functionality:

  • No built-in LIMS capabilities (sample lifecycles, QC execution, batch testing)
  • Workflow automation and instrument integration may require code or external tools
  • Less appropriate for intensive GxP operations

LabWare ELN

An ELN tightly linked with LabWare’s powerful LIMS platform. Typically used by organizations already committed to LabWare LIMS.

Strengths:

  • Strong LIMS integration
  • Capable of highly structured and automated workflows
  • Scalable for enterprise environments

Considerations:

  • Implementations frequently depend on LabWare scripting and certified consultants
  • Time-intensive validation and lifecycle management

Limitations / Missing LIMS Functionality:

  • ELN alone is limited-requires LabWare LIMS for full sample/test workflows
  • Enhancing functionality often involves proprietary scripting rather than configuration

LabVantage ELN

Designed to pair closely with LabVantage LIMS, offering an ELN layer for organizations within the LabVantage ecosystem.

Strengths:

  • Tight LIMS integration
  • Strong for structured workflows once the LIMS foundation is in place
  • Scales effectively for global operations

Considerations:

  • Full value typically realized only when combined with the complete LabVantage LIMS
  • Implementation may require specialized Java-based configuration

Limitations / Missing LIMS Functionality:

  • ELN features are limited without the full LIMS platform
  • Advanced capabilities often need custom scripting rather than configuration

SciSure (formerly eLabJournal / eLabNext / SciShield)

A flexible, research-focused ELN with solid sample tracking. Well suited for biotech and academic labs transitioning away from paper.

Strengths:

  • User-friendly for general R&D documentation
  • Good sample tracking foundation
  • Helpful workflow automation in non-regulated environments
  • Strong community and add-ons

Considerations:

  • Setup can feel complex when converting legacy paper processes
  • Some earlier versions reported clunky or fragmented UI sections
  • Limited offline functionality

Limitations / Missing LIMS Functionality:

  • Primarily an ELN-does not provide full LIMS functionality
  • Lacks structured QC workflows, stability study management, controlled results entry
  • More advanced reporting, automation, and integrations may require custom development

Final Thoughts

Choosing the right ELN depends heavily on whether the lab also needs true LIMS functionality-such as structured testing, sample lifecycles, review/approval workflows, and compliance-ready data handling. Many ELNs handle documentation well but require additional modules or custom code to support regulated workflows.

SciCord stands out for labs that want to avoid stitching together multiple products or relying on code-heavy customization, offering a single platform that unifies ELN, LIMS, instrument data, and compliance into one streamlined environment.

Not sure what your next steps are? See our Buyer’s Guide for help evaluating vendors and going through the purchasing process.

PlatformCapability & FlexibilityEasy to UseImplementationReturn on InvestmentSupport, IT InvolvementValidation & Compliance
SciCordHybrid ELN + LIMS platform; structured workflows; avoids gaps found in ELN-only toolsVery intuitive, spreadsheet-likeRapid, low-IT rollout measured in weeksConsistently strong ROI; reduces admin & maintenance overheadHighly responsive; minimal IT neededRobust GxP, 21 CFR Part 11, audit-ready
IDBS E-WorkBookEnterprise ELN with strong modules; LIMS functionality requires add-onsPowerful but training-heavyLong, service-heavyStrong for large enterprisesVendor-driven; significant IT relianceExcellent compliance
PerkinElmer Signals NotebookStrong ELN with chemistry tools; no native LIMSModerateModerate; structured onboardingGood for chemistry-heavy R&DIntegration can require ITSolid compliance posture
SciNoteELN-focused; no built-in LIMS or advanced workflow engineVery easy for academic/basic R&DFast & simpleHigh for small groupsResponsiveBasic compliance; less for regulated labs
LabguruELN + inventory + workflow; LIMS features limited compared to dedicated systemsEasy–moderateFast cloud setupGood for R&D teamsSome scripting/IT neededSuitable for R&D; lighter GxP
SciSureELN + sample tracking; lacks full LIMS and advanced reportingEasy after onboarding; some interface complexityModerate; paper conversion adds timeGood for small–mid labsSupport varies; some integration effortDecent compliance; no offline mode
BenchlingStrong ELN + biology tools; limited LIMS and QC workflow capabilitiesVery easyModerate; heavy migrationsHigh for biotech discoveryGood support; scaling needs ITGood for R&D, not QC/manufacturing
LabWareVery extensive ELN + full LIMS; highly customizableModerate–complexLong, resource-intensiveStrong for global regulated orgsHeavy IT & vendor involvementVery strong enterprise compliance
LabVantageFull ELN + LIMS with pharma/QC modulesModerateLong; service-drivenStrong for manufacturing/QCHigh vendor dependenceRobust GxP & data governance
LabCollectorModular ELN/LIMS components; lighter functionality than enterprise suitesEasyFastGood for small labsLight support, minimal ITBasic compliance

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What Our Users Say

Don’t take our word for it.
We exceed our client’s demands everyday to make their research and discovery process simpler and more efficient.

This is by far the best value in science software (or anything else in science, really) that we’ve ever experienced. Other solutions in this price range had a fraction of the features, and those with the features cost 3x – 10x more. We’re very happy customers.


Josh Guyer,
Senior Pharmaceutical Scientist


1
Jan

How LIMS and ELN Enhance Food and Beverage Testing Labs

How LIMS and ELN Enhance Food and Beverage Testing Labs

Streamlining workflows, ensuring compliance, and safeguarding product quality with integrated informatics solutions.
Food and beverage testing laboratories face increasing pressure to deliver accurate, timely results while adhering to stringent regulatory standards. Traditional manual processes can lead to inefficiencies, errors, and challenges in maintaining compliance. Implementing integrated Laboratory Information Management Systems (LIMS) and Electronic Lab Notebooks (ELN) offers a transformative approach, enhancing operational efficiency, data integrity, and regulatory adherence. This article explores the specific needs of food testing labs and how LIMS and ELN solutions address these challenges.

Challenges in Food and Beverage Testing

ood and beverage testing laboratories encounter unique challenges that can impact the quality and safety of products. From sample tracking to regulatory compliance, these hurdles require robust solutions.

Data Integrity

Manual data entry is prone to errors, compromising the reliability of test results and audit trails.

Sample Misidentification

Manual labeling and tracking increases the risk of sample mix-ups, leading to inaccurate results and potential product recalls.

Regulatory Compliance

Adhering to standards like FSMA, HACCP, and ISO 17025 necessitates meticulous documentation and traceability, often challenging with paper-based systems.

Workflow Inefficiencies

Disjointed processes and lack of automation can delay testing cycles, affecting time-to-market for new or reformulated products.

LIMS Features That Enhance Food Testing

A Laboratory Information Management System (LIMS) offers comprehensive features tailored to the needs of food and beverage testing laboratories, ensuring efficiency and compliance.
Feature Benefit for Food Testing Labs
Automated Sample Tracking Ensure accurate sample identification and traceability from intake to reporting.
Chain of Custody Management Maintain a secure and auditable record of sample handling, crucial for compliance.
Instrument Integration Automate data capture from lab instruments, reducing manual entry errors.
Regulatory Compliance Support Facilitate adherence to standards like FSMA, HACCP, and ISO 17025 through built-in tools.
Real-time Data Access Provide immediate access to test results, enhancing decision-making, and response times.
Inventory and Reagent Management Track reagent stock levels and usage, preventing shortages and ensuring consistent testing conditions.

Enhancing Quality Assurance and Regulatory Compliance

Ensuring product quality and regulatory compliance is paramount in food and beverage testing. LIMS and ELN solutions play a crucial role in achieving these objectives.
  • Standardized Testing Procedures LIMS and ELN systems enforce standardized testing protocols, reducing variability and ensuring consistent results.
  • Comprehensive Audit Trails Electronic records provide detailed audit trails, facilitating compliance with regulatory requirements.
  • Real-time Monitoring and Alerts Automated monitoring systems detect deviations in real-time, enabling prompt corrective actions.
  • Data Integrity and Security Digital systems with secure access controls protect data integrity and prevent unauthorized alterations.
  • Regulatory Reporting Automation Automated report generation streamlines the preparation of regulatory submissions and inspections.
  • Continuous Improvement Integrated systems facilitate the analysis of testing data, supporting continuous quality improvement initiatives.

Real-World Impact of LIMS and ELN in Food Testing

Implementing LIMS and ELN solutions in food and beverage testing laboratories leads to tangible improvements in quality assurance and operational efficiency.

Reduced Compliance Errors

Labs have reported a decrease in compliance-related errors.

Faster Time-to-Market

Streamlined workflows and automated data handling accelerate product testing and release.

Enhanced Product Quality

Consistent testing and documentation practices lead to higher quality and safety standards.

Improved Audit Readiness

Comprehensive and organized data facilitates smoother and quicker audits.

Cost Savings

Automation and efficiency reduce labor costs and minimize the risk of costly recalls.

Better Decision-Making

Access to real-time, accurate data supports informed strategic decisions.

Conclusion

The integration of LIMS and ELN solutions in food and beverage testing laboratories addresses critical challenges such as sample traceability, regulatory compliance, and data integrity. By automating workflows and centralizing data management, these systems enhance operational efficiency and product quality. Laboratories adopting these technologies are better equipped to meet the demands of modern food safety standards and consumer expectations.

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What Our Users Say

Don’t take our word for it.
We exceed our client’s demands everyday to make their research and discovery process simpler and more efficient.

This is by far the best value in science software (or anything else in science, really) that we’ve ever experienced. Other solutions in this price range had a fraction of the features, and those with the features cost 3x – 10x more. We’re very happy customers.


Josh Guyer,
Senior Pharmaceutical Scientist


26
Dec

Automating Quality Control with LIMS/ELN

Automating Quality Control with LIMS/ELN

How digital platforms transform laboratory quality assurance through intelligent workflows, real time monitoring, and validation tools that eliminate manual errors while ensuring regulatory compliance.
Quality control forms the backbone of reliable laboratory operations, yet traditional manual processes create bottlenecks that compromise both accuracy and efficiency. As laboratories face increasing regulatory scrutiny, higher sample volumes, and demands for faster turnaround times, paper-based quality control systems become inadequate. Manual quality control relies on human interpretation, paper trails, and disconnected systems that introduce errors at every step. A Laboratory Information Management System (LIMS) or Electronic Lab Notebook (ELN) designed for quality control automation provides centralized oversight of every testing phase, from sample receipt through final reporting, ensuring consistency and compliance across all laboratory operations.

Defining QC Automation in Modern Laboratories

Quality control automation transforms manual verification processes into systematic, rule-based workflows. This approach eliminates subjective interpretation while maintaining rigorous oversight at every testing phase.
Feature Benefit for Quality Control
Automated data validation Real time error detection prevents invalid results from progressing through analytical workflows.
Statistical process control Continuous monitoring of control charts identifies trends before they impact sample results.
Instrument integration Direct data capture eliminates transcription errors while maintaining complete audit trails.
Workflow enforcement Mandatory quality checks ensure protocols are followed consistently across all testing procedures.
Alert and notification systems Immediate warnings when results exceed control limits enable rapid corrective action.
Compliance tracking Automated documentation supports regulatory requirements while reducing administrative burden on staff.

How Workflows and Validation Tools Improve Results

Automated workflows transform quality control from reactive problem solving to proactive prevention. These integrated systems catch deviations before they impact published results.

Systematic Quality Improvements Through Automation

Digital quality control systems provide measurable improvements in accuracy, consistency, and compliance across laboratory operations.
  • Real Time Data Validation Immediate verification of analytical results against established acceptance criteria prevents invalid data from advancing through testing workflows.
  • Standardized Operating Procedures Enforced protocols ensure every technician follows identical procedures, eliminating variability that compromises quality control effectiveness across shifts and locations.
  • Automated Control Sample Management Systematic tracking of quality control samples with automated acceptance or rejection decisions based on predefined statistical rules and control limits.
  • Instrument Performance Monitoring Continuous oversight of analytical equipment with automated calibration verification and maintenance scheduling to ensure optimal performance throughout testing cycles.
  • Exception Based Reporting Focused alerts highlight only results requiring attention while routine acceptable data proceeds automatically, improving efficiency without sacrificing oversight.
  • Audit Trail Generation Complete documentation of every action, decision, and modification creates comprehensive records supporting regulatory compliance and quality system audits.

Overcoming Traditional Quality Control Challenges

Laboratory quality control faces persistent obstacles that manual systems cannot address at scale. Automated LIMS and ELN platforms systematically eliminate these bottlenecks while improving overall laboratory performance.

Critical Quality Control Pain Points

Modern laboratories struggle with quality control challenges that compound over time without systematic intervention through digital platforms.

Manual Error Prevention

Human transcription errors and calculation mistakes disappear when analytical instruments directly populate LIMS databases with validated results, eliminating the largest source of quality control failures.

Consistent Protocol Enforcement

Automated workflows ensure every sample follows identical testing procedures regardless of technician, shift, or location, preventing the procedural variations that undermine quality control effectiveness.

Real Time Deviation Detection

Immediate identification of out of specification results enables rapid investigation and corrective action before problems propagate through additional samples or testing batches.

Documentation Completeness

Automated record keeping captures every quality control decision with timestamps and user identification, creating comprehensive audit trails that support regulatory compliance and internal reviews.

Transforming Daily Laboratory Operations

LIMS and ELN platforms convert ad hoc quality control activities into predictable, efficient processes. Laboratory staff spend more time on analytical problem solving and less time chasing documentation.

Practical Benefits of QC Automation

Quality control automation delivers immediate improvements in laboratory productivity while maintaining the highest standards of analytical accuracy.

Efficiency

Automated workflows reduce quality control review time while improving accuracy through systematic validation.

Consistency

Standardized procedures ensure identical quality control processes across all samples and testing locations.

Compliance

Complete audit trails and automated documentation satisfy regulatory requirements without additional staff effort.

Accuracy

Direct instrument integration eliminates transcription errors while maintaining data integrity throughout testing.

Visibility

Real time dashboards provide immediate oversight of quality control performance across all laboratory operations.

Prevention

Proactive monitoring identifies potential problems before they impact analytical results or customer deliverables.

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What Our Users Say

Don’t take our word for it.
We exceed our client’s demands everyday to make their research and discovery process simpler and more efficient.

This is by far the best value in science software (or anything else in science, really) that we’ve ever experienced. Other solutions in this price range had a fraction of the features, and those with the features cost 3x – 10x more. We’re very happy customers.


Josh Guyer,
Senior Pharmaceutical Scientist


22
Dec

Writing End User Requirements

Writing End User Requirements

See typical requirements and implementation steps you’ll need to implement a LIMS

Before you can implement a Lab Information Management System (LIMS), you will need to define your user requirements. Especially in a GxP environment, having a clear understanding of how you want the system to operate will make it easier to select a preferred a product, and to validate it for implementation.

Typical user requirements will include quality goals that define how user roles are managed, security is maintained, and data is retained. Here is a snippet of SciCord’s typical recommended quality requirements:

UR-Qual-01The system manages user roles for at minimum Administrator, Scientist, Data Reviewer, Sample Manager, Customer, and Quality Assurance.
UR-Qual-02The system supports granular permissions for system functionality.
UR-Qual-03The system manages a matrix of roles versus permissions.
UR-Qual-04The system manages User definition – creation, activation, updates, deactivation, and role assignment.
UR-Qual-05Grouping mechanism, such as the “site”, which governs the default scope of information displayed to a user. Site scope may be overridden to display a wider range of information.
UR-Qual-06A mechanism must be available to expose specific information or documentation to internal or external customers

Additional requirements will be required to cover specific functions – document editing and lifecycles, sample management, review, reporting, user interface, etc.

Requirements will vary based on your needs, but SciCord provides a full typical requirement set if you need a robust starting point:

What’s next?

After you’ve written requirements, you’ll need to identify the vendor and product that best meets your requirements. After purchasing, your selected system will need to go through validation (if you are GxP) and implementation.

If you need assistance selecting a vendor, we have a full Buyer’s Guide available. This guide also covers post-purchase activities (implementation and maintenance).


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What Our Users Say

Don’t take our word for it.
We exceed our client’s demands everyday to make their research and discovery process simpler and more efficient.

This is by far the best value in science software (or anything else in science, really) that we’ve ever experienced. Other solutions in this price range had a fraction of the features, and those with the features cost 3x – 10x more. We’re very happy customers.


Josh Guyer,
Senior Pharmaceutical Scientist


18
Dec

Integrating Equipment with Your LIMS

Integrating Instruments and Equipment with Your ELN and LIMS

Enhancing data accuracy, compliance, and operational efficiency through seamless instrument integration.
In modern laboratories, integrating instruments and equipment with Electronic Lab Notebooks (ELNs) and Laboratory Information Management Systems (LIMS) is crucial for maintaining data integrity and streamlining workflows. This integration ensures that data flows seamlessly from instruments to digital records, reducing manual entry errors and enhancing compliance with regulatory standards.

Importance of Instrument Integration

Integrating instruments with ELNs and LIMS is vital for accurate data capture and efficient laboratory operations. Laboratories benefit from faster workflows and more reliable datasets when instrument integration is implemented.

Eliminates Manual Data Entry

Automates data transfer from instruments to ELNs and LIMS, reducing human errors and saving time.

Ensures Real-Time Data Availability

Provides immediate access to data for analysis and decision-making, enhancing responsiveness.

Facilitates Compliance

Automatically records data with timestamps and user identifiers, supporting audit trails and regulatory compliance.

Improves Data Accuracy

Direct data transfer from instruments to digital systems minimizes transcription errors and enhances data reliability.

Examples of Integrated Instruments

Most laboratory instruments can be integrated with ELNs and LIMS to streamline operations. Integration ensures data is captured consistently and reduces the risk of human error across workflows.
Instrument Type Integration Benefits
Gas Chromatographs (GC) Automated data capture and analysis, reducing manual input and enhancing throughput.
Mass Spectrometers (MS) Direct data transfer to LIMS, improving data accuracy and compliance.
High-Performance Liquid Chromatographs (HPLC) Seamless integration with ELNs for real-time data analysis and reporting.
Spectrophotometers Automated data logging and analysis, reducing errors and improving efficiency.
DNA Sequencers Integration with LIMS allows for automated data capture and analysis, enhancing throughput.
Microplate Readers Automated data capture and analysis, reducing manual input and enhancing throughput.
Analytical Balances Direct integration ensures accurate mass measurements are logged automatically.
pH Meters Automated logging of readings into LIMS eliminates transcription errors and speeds workflows.

Benefits of Integration

Integrating instruments with ELNs and LIMS offers numerous advantages. Laboratories gain operational efficiencies and higher data confidence while supporting compliance requirements.
  • Enhanced Data Integrity Automatic data capture ensures accurate and consistent records, supporting reliable analysis.
  • Increased Efficiency Reduces manual data entry, freeing up time for researchers to focus on analysis and innovation.
  • Improved Compliance Facilitates adherence to regulatory standards through automated audit trails and data management.
  • Scalability Supports laboratory growth by easily integrating new instruments and expanding data management capabilities.

Real-World Impact

Laboratories worldwide are experiencing significant improvements through instrument integration. Real-time instrument data enhances collaboration and speeds decision-making across research teams. Practical Gains from Integration:

Accuracy

Consistent identifiers and standardized metadata keep specimen records aligned across teams and time.

Compliance

Immutable logs and permission controls support inspections while protecting donor privacy and consent conditions.

Efficiency

Visual maps and automated retrieval workflows cut search times and reduce unnecessary handling.

Collaboration

Harmonized data models allow safe sharing and combined queries across projects and institutions.
Integrating instruments and equipment with your ELN and LIMS is a strategic move towards enhancing laboratory efficiency, data integrity, and compliance. By automating data capture and streamlining workflows, laboratories can achieve higher productivity while maintaining rigorous standards.

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What Our Users Say

Don’t take our word for it.
We exceed our client’s demands everyday to make their research and discovery process simpler and more efficient.

This is by far the best value in science software (or anything else in science, really) that we’ve ever experienced. Other solutions in this price range had a fraction of the features, and those with the features cost 3x – 10x more. We’re very happy customers.


Josh Guyer,
Senior Pharmaceutical Scientist


  

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