Best Scientific Data Management Systems (SDMS) - Page 4

How Many Scientific Data Management Systems (SDMS) Products Does G2 Track?

Total Products under this Category: 106

Category Stats (Oct 2026)

  • Average Rating: 4.52/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Code Ocean (+0.54%) - Among all products in this category, Code Ocean recorded the largest rating increase compared to last month

Last updated: October 01, 2026

How Does G2 Rank Scientific Data Management Systems (SDMS) Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 1,100+ Authentic Reviews
  • 106+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Scientific Data Management Systems (SDMS)

G2 Grid® for Scientific Data Management Systems (SDMS) plotting products by satisfaction and market presence

Highlighted products: Labguru ELN LIMS, Thermo Scientific SampleManager LIMS Software, SciNote, Dotmatics, STARLIMS, Benchling, Google Genomics, and Genemod.

Underlying data: [Grid® JSON](https://www.g2.com/categories/scientific-data-management-system-sdms/grids.json?focus%5B%5D=labguru-eln-lims&focus%5B%5D=thermo-scientific-samplemanager-lims-software&focus%5B%5D=scinote&focus%5B%5D=dotmatics-dotmatics&focus%5B%5D=starlims&focus%5B%5D=benchling&focus%5B%5D=google-genomics&focus%5B%5D=genemod)

QMENTA Neuroimaging Platform

QMENTA is the AI orchestration platform for regulated medical imaging in clinical trials and research. Designed specifically for imaging-intensive multi-site studies, the platform connects scanners, sites, AI models, and regulators into a single auditable system — compressing trial timelines and eliminating operational imaging risk.The platform covers the complete imaging workflow: cloud-based site activation with no IT setup, real-time QC and protocol adherence monitoring, vendor-neutral harmonisation across scanner manufacturers, governed AI deployment with version-locked and audit-trailed algorithms, zero-footprint central review for all stakeholders, and automated regulatory closeout documentation. The full chain of custody from first scan to submission lives in one system.QMENTA is 510(k)-cleared by the FDA, compliant with FDA 21 CFR Part 11, HIPAA, GDPR, ISO 13485, and GxP standards, and has achieved zero nonconformities across all external pharmaceutical partner audits. The platform supports more than 90 validated imaging AI workflows and biomarker tools, is vendor-neutral across GE HealthCare, Siemens Healthineers, Philips, Canon, and any DICOM system, and is deployable on GCP, AWS, or Azure.QMENTA is in production across more than 400 imaging sites, with over 16 million imaging files processed and 1.3 million subjects across clinical trials, academic medical centres, and biopharma programmes. Customers include Cleveland Clinic, Cedars-Sinai, Harvard Medical School, UCSF, Bayer, ICON, and Parexel. The platform served as the operational backbone for the CAVS-MS trial, which validated Central Vein Sign biomarkers and contributed to revising the McDonald Criteria — the global diagnostic standard for Multiple Sclerosis.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind QMENTA Neuroimaging Platform?

  • Seller: QMENTA
  • Year Founded: 2013
  • HQ Location: Boston, US
  • Twitter: @QMENTA_inc
  • LinkedIn® Page: www.linkedin.com
    37 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of QMENTA Neuroimaging Platform?

Seqera

Seqera makes complex data analysis accessible at any scale. Leveraging the deep knowledge of high-throughput analysis gained from building Nextflow, we have created the Seqera Platform to make data-intensive research scalable, flexible, and collaborative. The Seqera Platform consolidates fragmented data and diverse computing resources into a unified control plane, enabling teams to rapidly develop, test, and deploy together while maintaining deep insight into resource usage and leveraging tools for intelligently scaling. Cutting-edge organizations shave months off their timelines and millions of dollars of cost off their budgets by empowering scientists with modern software engineering. Key Features - Launch, manage, and monitor scalable, portable Nextflow pipelines from anywhere in real time - Enable non-technical users to easily run pipelines via the intuitive Launchpad interface - Run pipelines on any environment – from workstations to on-premises clusters to private, hybrid and public clouds - Collaborate and share data securely among local and remote teams with rich organization and workspace management features

Average Rating: 5.0/5.0

Total Reviews: 2

How Do G2 Users Rate Seqera?

  • Ease of Use: 10.0/10 (Category avg: 8.7/10)

Who Is the Company Behind Seqera?

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of Seqera?

Sonrai Biomarker Discovery

The Sonrai Analytics biomarker discovery platform integrates and analyses multi-omics, towards early identification of novel disease biomarkers. The end-to-end data solution for Biomarker Discovery is streamlined to support your analysts and augmented by advanced AI & Machine Learning tools.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Sonrai Biomarker Discovery?

  • Lab Systems Integration: 10.0/10 (Category avg: 8.4/10)
  • Query and Search: 10.0/10 (Category avg: 8.5/10)
  • Library Collections: 10.0/10 (Category avg: 8.4/10)
  • Ease of Use: 10.0/10 (Category avg: 8.7/10)

Who Is the Company Behind Sonrai Biomarker Discovery?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Sonrai Biomarker Discovery?

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StackWave SDMS

The StackWave SDMS is the perfect solution for your lab and includes out-of-the box support for Document Management, Automatic Data Validation, Laboratory Automation, and Assay Data Collection.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate StackWave SDMS?

  • Ease of Use: 10.0/10 (Category avg: 8.7/10)

Who Is the Company Behind StackWave SDMS?

  • Seller: Stackwave
  • Year Founded: 2011
  • HQ Location: Cambridge, US
  • Twitter: @stackwave
    104 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of StackWave SDMS?

Verogen

ForenSeq Universal Analysis Software is specifically designed to support forensic genomics applications.

Average Rating: 4.0/5.0

Total Reviews: 1

Who Is the Company Behind Verogen?

  • Seller: Illumina
  • Year Founded: 1998
  • HQ Location: San Diego, CA
  • Twitter: @illumina
    95,976 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    9,688 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Verogen?

AlinIQ AMS

AlinIQ AMS is an expert middleware designed to better manage the flow of data throughout an entire clinical laboratory network.

Who Is the Company Behind AlinIQ AMS?

  • Seller: OMNILAB
  • HQ Location: N/A
  • Twitter: @omnilab
    18 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

AMPLY Discovery

AMPLY Discovery is revolutionizing drug discovery by integrating artificial intelligence with natural evolutionary processes to identify novel medicines. By digitizing biological data through next-generation sequencing, AMPLY's platform analyzes vast datasets to uncover potential therapeutic compounds. These digital discoveries are then bio-printed into tangible molecules for real-world testing, ensuring practical applicability. This innovative approach has been validated in leading hospital laboratories, demonstrating efficacy against real diseases.

Who Is the Company Behind AMPLY Discovery?

AuthorITe

Includes GoldFFX, Emeritus, Backpack, etc.

Who Is the Company Behind AuthorITe?

  • Seller: ChemWatch
  • Year Founded: 1983
  • HQ Location: Glen Huntly, AU
  • LinkedIn® Page: www.linkedin.com
    121 employees on LinkedIn®

BC Platforms

BC Platforms is a world leader in providing powerful genomic data management and analysis solutions to address some of the biggest healthcare challenges today by leveraging the convergence of genomics and healthcare information technologies.

Who Is the Company Behind BC Platforms?

Bioflow

Who Is the Company Behind Bioflow?

  • Seller: Bioflow
  • Year Founded: 2026
  • HQ Location: CDMX, MX
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

biotrellis

The AI workspace for building evidence-linked gene regulatory networks

Who Is the Company Behind biotrellis?

Constructor Research

Research is Constructor Tech's research computing and collaboration platform for universities, research institutions, and scientific teams. It covers both the computational side of research, including running experiments, managing data, and collaborating on code, and the hypothesis side, including literature discovery, AI-assisted writing, and research management, within a single environment. Researchers can access on-demand HPC, GPU, and storage without manual infrastructure setup, and orchestrate external institutional HPC clusters or on-premise servers via SSH, keeping existing hardware investments in use rather than replacing them. Automated workflows support experiment reproducibility through pre-configured environments. A native AI assistant helps with research tasks while keeping all data within the Constructor environment through a proprietary LLM, meaning research queries and outputs are not sent to third-party AI providers. Teams can share, reuse, and publish data, models, and papers through a collaborative workspace, with a marketplace of apps, catalogs, and workflows available for broader use. A white-label option allows institutions to deploy the platform under their own brand. Research teams typically manage compute infrastructure, collaboration tools, and publication workflows across separate systems. Research brings these into one place, reducing infrastructure overhead and giving institutions with strict data sovereignty requirements a platform that handles AI-assisted research without exposing sensitive data to external providers.

Who Is the Company Behind Constructor Research?

  • Seller: Constructor Tech
  • Year Founded: 2019
  • HQ Location: Switzerland
  • Twitter: @ConstructorTech
    957 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    600 employees on LinkedIn®
Emma Stein
ES
Researched and written by Emma Stein
Updated October 3, 2024