Dotmatics
  • Platform

    Scientific Intelligence Platform

    AI-powered data management and workflow automation for multimodal scientific discovery

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    Capabilities

    Adaptive Workflows

    Customize, automate, and scale your lab workflows

    Artificial Intelligence

    Leverage AI and ML to accurately predict scientific outcomes

    Material & Ontology Management

    Classify materials and manage entities with full traceability

    Luma Products

    Geneious Luma

    Accelerated antibody discovery for sequence analysis, construct design, and lab execution—integrating the power of Geneious Prime and Geneious Biologics with Luma’s adaptive workflows.

    Lab Connect

    Automated lab data ingestion and modeling—connect instruments, structure scientific data, and streamline lab operations with seamless integration.

  • Solutions

    The State of Chemicals & Materials

    Uncover key trends shaping the chemicals and materials industry

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    Solutions

    Antibody & Protein Engineering

    Integrated registration, lab workflow and data management

    Flow Cytometry

    Automated flow data processing and auto-gating

    Industry

    Biology Discovery

    Chemistry R&D

    Chemicals and Materials

  • Products

    R&D Software for Scientists

    Review our comprehensive portfolio of products driving scientific breakthroughs for R&D innovation and collaboration.

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    BIOINFORMATICS

    SnapGene

    Geneious Prime

    Geneious Biologics

    CHEMINFORMATICS

    Vortex

    DATA ANALYSIS & VISUALIZATION

    Prism

    ELN

    ELN & Data Discovery Platform

    FLOW CYTOMETRY

    OMIQ

    FCS Express

    MULTIMODAL SCIENCE

    Scientific Intelligence Platform

    PROTEOMICS

    Protein Metrics

  • Resources

    Watch a Demo

    See Dotmatics in action with on-demand product tours and demos.

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    Blog

    Latest insights and perspectives to lead your R&D

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    Ebooks & White Papers

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    Videos

    On-demand videos from industry topics to product demos

    Events

    Dotmatics Summit

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Request Demo
Dotmatics
Request Demo
  • Platform

    Scientific Intelligence Platform

    AI-powered data management and workflow automation for multimodal scientific discovery

    Learn More

    Capabilities

    Adaptive Workflows

    Customize, automate, and scale your lab workflows

    Artificial Intelligence

    Leverage AI and ML to accurately predict scientific outcomes

    Material & Ontology Management

    Classify materials and manage entities with full traceability

    Luma Products

    Geneious Luma

    Accelerated antibody discovery for sequence analysis, construct design, and lab execution—integrating the power of Geneious Prime and Geneious Biologics with Luma’s adaptive workflows.

    Lab Connect

    Automated lab data ingestion and modeling—connect instruments, structure scientific data, and streamline lab operations with seamless integration.

  • Solutions

    The State of Chemicals & Materials

    Uncover key trends shaping the chemicals and materials industry

    Read More

    Solutions

    Antibody & Protein Engineering

    Integrated registration, lab workflow and data management

    Flow Cytometry

    Automated flow data processing and auto-gating

    Industry

    Biology Discovery

    Chemistry R&D

    Chemicals and Materials

  • Products

    R&D Software for Scientists

    Review our comprehensive portfolio of products driving scientific breakthroughs for R&D innovation and collaboration.

    Explore All

    BIOINFORMATICS

    SnapGene

    Geneious Prime

    Geneious Biologics

    CHEMINFORMATICS

    Vortex

    DATA ANALYSIS & VISUALIZATION

    Prism

    ELN

    ELN & Data Discovery Platform

    FLOW CYTOMETRY

    OMIQ

    FCS Express

    MULTIMODAL SCIENCE

    Scientific Intelligence Platform

    PROTEOMICS

    Protein Metrics

  • Resources

    Watch a Demo

    See Dotmatics in action with on-demand product tours and demos.

    View Demos

    Resources

    All Resources

    Explore the resource library

    Blog

    Latest insights and perspectives to lead your R&D

    Case Studies

    How our customers are using Dotmatics

    Ebooks & White Papers

    News and discoveries from industry leaders

    Videos

    On-demand videos from industry topics to product demos

    Events

    Dotmatics Summit

    Upcoming Events & Webinars

  • Company

    COMPANY

    About Us

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    Contact Us

    COMPANY

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    Latest News

Scientific R&D Data Liquidity: What It Is and Why It Matters

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A lot of the potential customers we meet are struggling with R&D infrastructures that are complicated, inefficient and siloed. And as a result, their data flow is unorganized, and users often struggle to access the data they need, when and how they need it.

When talking to these companies about data flow in their R&D infrastructure, some of the biggest concerns we hear relate to:

  • data liquidity: getting the right data to the right users, exactly how and when they need it

  • data monetization: how users derive value from data once they have it

What is data liquidity?

Data liquidity is the ability for data to flow, securely. Poorly interconnected systems are the enemy of data liquidity. Data liquidity requires a flexible, scalable, harmonized platform that can seamlessly handle an ever-increasing volume and variety of data and ensure it’s accessible to different users in a secure, clean, relevant, and timely matter.

Collaborative Scientific R&D Data Liquidity

Key data liquidity in scientific R&D is getting not just getting everything to function in unison, but also everyone. This means not just working to establish interconnectivity behind the scenes, but also facilitating data transfer and communication at the application level, where users work, share data, make discoveries, and gain insights. Achieving this level of interconnectivity can take an incredible amount of work. Dotmatics helps take the pain out of that process.

The ways in which the Dotmatics Platform handles, processes, shares, and stores data all work together to deliver data liquidity. Notable features include:

  • Efficient data acquisition from all data producers – Clean and fast data collection, whether through automated instrument data capture, LIMS sample management, database integration, or error-proof data entry via electronic laboratory notebooks (ELNs)

  • Centralized data repository – A scientifically-aware master repository that eliminates disconnected (often discipline-specific) data silos and creates a single source of truth for all users and collaborators across an organization and its partners

  • Common data model – Standardized data model that breaks away from proprietary data formats, automates QC and QA, and provisions the model quality data need for in-depth scientific analyses

  • Centralized biological and chemical entity registration - Centralized, formalized system for single-entity or batch registration, provenance tracking, and relationship tracking for biological, chemical, and mixed entities

  • Interoperability and seamless data exchange – Secure data exchange not only amongst behind-the-scenes systems, but also amongst end users via research collaboration tools that help different teams talk to each other, share data and insights, collaborate, and move projects forward

  • Accessible and traceable data for easy auditing – Fast and constant access to data, such as through scientific search, reports and dashboards, and browseable experiments

  • Iterative data layering – Records that are layered with data points from multiple (often cross-team) analyses, which provides a complete picture that accurately reflects context.

  • Secure data storage, transfer, and sharing – Safeguarded data, at rest and in transit, on the cloud or on-premises with granular authorization and access controls, which make it possible for different users, collaborators, and CROs to work on (and exchange data within) the same platform, without threatening privacy.

Improving Data-Driven Decisions with Scientific R&D Data

Not only have we created the world’s largest enterprise data platform focused on enabling data-driven decisions, but we are also experts at assessing existing R&D infrastructure to see what specific changes will help users get the data they need and then put that data to work.

If you want to explore how Dotmatics can help improve your data liquidity, contact us today to get the conversation started.

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