Best Enterprise Scientific Data Management Systems (SDMS)

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: Genemod, STARLIMS, Thermo Scientific SampleManager LIMS Software, and Uncountable Web Platform.

Underlying data: [Grid® JSON](https://www.g2.com/categories/scientific-data-management-system-sdms/grids.json?focus%5B%5D=genemod&focus%5B%5D=starlims&focus%5B%5D=thermo-scientific-samplemanager-lims-software&focus%5B%5D=uncountable-web-platform&segment=enterprise)

Genemod

Genemod is the agentic operating system for the wet lab — purpose-built for biotech and diagnostics R&D. ELN, LIMS, and inventory live in one unified data model, with an AI agent that captures every action, links every record across the lab, and keeps every audit trail complete. Used by regulated labs at Pfizer, Merck, Stanford, Johns Hopkins, and Memorial Sloan Kettering, managing 10M+ records across cell therapy, RNA, antibody, and diagnostics programs. Unlike traditional lab software where ELN, LIMS, and inventory are separate tools stitched together, Genemod runs the full research cycle on a single architecture built for how wet labs actually work. Sample lineage, experiment records, protocol versions, and audit trails connect the moment work happens at the bench — not reconciled after the fact. This eliminates the manual entry, broken handoffs, and duplicate records that drag down most lab teams as they scale from a single freezer to multi-site programs. Built for teams operating under 21 CFR Part 11, GxP, SOC 2, and HIPAA, Genemod ships with audit trails that build themselves and exportable lineage diagrams ready for regulatory submission. Whether you're a Series A biotech scaling your first program or a top-20 pharma standardizing across sites, Genemod's agent and unified data model let your scientists ship science, not paperwork. Genemod is the operating system for the wet lab. Request a demo to see one Agent across your entire lab.

Average Rating: 4.8/5.0

Total Reviews: 49

How Do G2 Users Rate Genemod?

  • Lab Systems Integration: 10.0/10 (Category avg: 8.4/10)
  • Query and Search: 10.0/10 (Category avg: 8.5/10)
  • Library Collections: 9.9/10 (Category avg: 8.4/10)
  • Ease of Use: 9.4/10 (Category avg: 8.7/10)

Who Is the Company Behind Genemod?

  • Seller: Genemod
  • Year Founded: 2018
  • HQ Location: Seattle, Washington
  • Twitter: @genemod
    81 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    7 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Researcher, Research Assistant
  • Top Industries: Biotechnology, Research
  • Company Size: 61% Small, 35% Large

What Do G2 Reviewers Say About Genemod?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the seamless inventory management of Genemod, enhancing lab operations and resource sharing efficiency.
  • Users commend Genemod for its responsive continuous improvement and customization options, enhancing the lab management experience.
  • Users value the responsiveness of Genemod's team, appreciating their willingness to implement feedback and suggestions swiftly.
  • Users value the seamless integration of laboratory management features in Genemod, enhancing collaboration and efficiency.
  • Users value the streamlined lab management of Genemod, vastly improving resource sharing and operational efficiency.
Cons
  • Users face access limitations with Genemod, causing difficulties in user management and hindering account usage.
  • Users experience data management issues with access denial for certain users, impacting their ability to use Genemod effectively.
  • Users experience limited access with Genemod, hindering their ability to fully utilize the account features.
  • Users note some limited functionality, like missing code embedding, though support quickly resolves minor issues.
  • Users often face module issues when adding users, causing access problems that hinder account functionality.

What Are Recent G2 Reviews of Genemod?

What Are G2 Users Discussing About Genemod?

STARLIMS

As a recognized leader in enterprise informatics solutions, STARLIMS is committed to providing quality products and services to over 1,100 customers across the globe. Found in over 2,000 laboratories, STARLIMS serves Life Sciences, Contract Development Manufacturing Organizations (CDMOs), Food & Beverage, Chemical, Agrochemical, Oil & Gas, Consumer Goods, Contract Testing, Public Health, and Clinical Diagnostics organizations. With a modern and intuitive R&D ELN incorporated into our portfolio, STARLIMS address the critical challenges customers face in finding an advanced platform that supports them from R&D through to commercialization.

Average Rating: 4.5/5.0

Total Reviews: 156

How Do G2 Users Rate STARLIMS?

  • Lab Systems Integration: 8.8/10 (Category avg: 8.4/10)
  • Query and Search: 8.9/10 (Category avg: 8.5/10)
  • Library Collections: 8.4/10 (Category avg: 8.4/10)
  • Ease of Use: 8.4/10 (Category avg: 8.7/10)

Who Is the Company Behind STARLIMS?

  • Seller: STARLIMS
  • Year Founded: 1986
  • HQ Location: Hollywood, Florida
  • Twitter: @starlims_lims
    77 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    256 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Pharmaceuticals, Biotechnology
  • Company Size: 46% Large, 42% Medium

What Do G2 Reviewers Say About STARLIMS?

AI-generated summary from verified user reviews

Pros
  • Users enjoy the easy customization options of STARLIMS, enhancing laboratory data management and workflow efficiency.
  • Users find the user-friendly control of actions and processes in STARLIMS very impactful and efficient.
  • Users value the easy integration capabilities of STARLIMS, enhancing workflow and data management efficiency in laboratories.
  • Users value the comprehensive and customizable modules of STARLIMS, enhancing data integrity and workflow efficiency.
  • Users value the configuration ease of STARLIMS, noting its simplicity in integration and customization.
Cons
  • Users find STARLIMS has an outdated system with a crowded interface, lacking flexibility and modernization.
  • Users struggle with the poor usability of STARLIMS, facing challenges with its complicated interface and slow performance.
  • Users find STARLIMS to have difficult usability, struggling with a complicated interface and slow performance.
  • Users find the module issues in STARLIMS frustrating, with user unfriendliness and slow performance impacting their experience.
  • Users find the poor documentation of STARLIMS a barrier, complicating navigation and understanding of features.

What Are Recent G2 Reviews of STARLIMS?

What Are G2 Users Discussing About STARLIMS?

Thermo Scientific SampleManager LIMS Software

Thermo Scientific SampleManager LIMS, SDMS, ELN and LES Software manages your laboratory, data and procedural workflows, connecting with other enterprise systems, instruments, equipment and your customers to deliver increased compliance and productivity across your business. SampleManager LIMS software is a complete, comprehensive solution for lab, data and process management, and one of the most widely deployed LIMS in the world. For over 35 years, SampleManager LIMS software has supported customers using the latest technologies and is developed, designed and supported in an ISO 9001 environment. Through configuration, not customization, SampleManager LIMS software can be tailored to your specific business processes and laboratory workflows.

Average Rating: 4.3/5.0

Total Reviews: 108

How Do G2 Users Rate Thermo Scientific SampleManager LIMS Software?

  • Lab Systems Integration: 8.9/10 (Category avg: 8.4/10)
  • Query and Search: 9.3/10 (Category avg: 8.5/10)
  • Library Collections: 8.8/10 (Category avg: 8.4/10)
  • Ease of Use: 8.4/10 (Category avg: 8.7/10)

Who Is the Company Behind Thermo Scientific SampleManager LIMS Software?

  • Seller: Thermo Fisher Scientific
  • HQ Location: Waltham, MA
  • Twitter: @thermosci
    23,517 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    95,923 employees on LinkedIn®
  • Ownership: BMV:TMO
  • Total Revenue (USD mm): $32,218

Who Uses This Product?

  • Top Industries: Pharmaceuticals, Oil & Energy
  • Company Size: 35% Medium, 33% Large

What Are Recent G2 Reviews of Thermo Scientific SampleManager LIMS Software?

What Are G2 Users Discussing About Thermo Scientific SampleManager LIMS Software?

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Uncountable Web Platform

Uncountable is a single AI-native platform connecting research and development, quality, product lifecycle management and project management for formulation-based industries, replacing the fragmented mix of spreadsheets, lab notebooks, ELNs, LIMS, and PDFs that most R&D and quality teams currently rely on. The platform runs on one structured data layer, so a record created in R&D, such as a formulation, a batch result, or a raw-material lot, carries its context into quality and product lifecycle management without re-entry. Four suites sit on top of that shared data layer. Research & Development covers electronic lab notebooking, lab data management (LIMS), DOE and predictive tools, and formulation and recipe building. Quality covers QC lab data management, statistical process control, quality management (QMS), supplier quality management, document control, and root cause analysis grounded in linked batch and formulation data. Product Lifecycle covers bill of materials and formula management, ESG and sustainability tracking, and regulatory screening. Project Management covers project portfolio management, stage-gated project reviews, and internal request routing. Bodie, Uncountable's built-in AI assistant, and the Uncountable Portal, which lets suppliers, contract testing labs, and other outside partners submit directly into a workflow without a platform seat, work across all four suites. Uncountable's core value is helping R&D and product development teams centralize, structure, and leverage their data to accelerate innovation. Before Uncountable, these organizations typically run R&D, quality control, and product lifecycle management on separate tools, so institutional knowledge lives in spreadsheets and people's heads, scientists spend months recreating past experiments, and handoffs between R&D, QC, and product lifecycle lose context at every step. Uncountable serves R&D-heavy enterprise organizations in chemicals, petrochemicals, adhesives, paints and coatings, batteries, food and beverage, cosmetics, advanced materials, and pharmaceuticals. Customers include AGC Chemicals, Ripple Foods, Lubrizol, Sika, Clariant, Covestro, SCG Chemicals, and Cooper Standard, among others. AGC Chemicals cut weeks from its experimentation cycle after centralizing its formulation data globally, and Ripple Foods cut data reconciliation time by 30% with a four-month implementation. Founded by a team that ran AI on Fortune 500 R&D data as a data-science consultancy, Uncountable was built on the finding that most R&D tools are built for compliance, not intelligence, and that AI is only as good as the data feeding it.

Average Rating: 4.7/5.0

Total Reviews: 39

How Do G2 Users Rate Uncountable Web Platform?

  • Lab Systems Integration: 8.7/10 (Category avg: 8.4/10)
  • Query and Search: 9.0/10 (Category avg: 8.5/10)
  • Library Collections: 8.2/10 (Category avg: 8.4/10)
  • Ease of Use: 8.0/10 (Category avg: 8.7/10)

Who Is the Company Behind Uncountable Web Platform?

  • Seller: Uncountable Inc.
  • Company Website:
  • Year Founded: 2016
  • HQ Location: San Francisco, California
  • Twitter: @uncountable_inc
    35 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    206 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Chemicals, Research
  • Company Size: 38% Large, 33% Small

What Do G2 Reviewers Say About Uncountable Web Platform?

AI-generated summary from verified user reviews

Pros
  • Users find Uncountable Web Platform to be easy to use, streamlining lab organization and enhancing productivity.
  • Users appreciate the flexibility and interconnectivity of Uncountable, simplifying data analysis and organization across the company.
  • Users value the lab automation features of Uncountable, enhancing organization and efficiency in laboratory operations.
  • Users value the quick and helpful customer support from Uncountable, enhancing their overall experience and satisfaction.
  • Users appreciate the flexibility of the Uncountable Web Platform for easy customization and extensive data handling capabilities.
Cons
  • Users find the difficult learning curve of the Uncountable Web Platform a challenge, requiring significant time for effective use.
  • Users face significant complex setup challenges with Uncountable Web Platform, often requiring extensive time and effort for implementation.
  • Users face a steep learning curve with Uncountable Web Platform, finding it challenging to navigate and utilize effectively.
  • Users struggle with customization difficulty, finding the platform less intuitive and time-consuming for effective implementation.
  • Users find the poor visualization aspects of Uncountable Web Platform hinder effective data comparison and presentation.

What Are Recent G2 Reviews of Uncountable Web Platform?

What Are G2 Users Discussing About Uncountable Web Platform?

Emma Stein
ES
Researched and written by Emma Stein
Updated