What AI says about LabWare
Since Jul 5Updated Oct 28, 2026Based on 2,369 AI responses
Reviewed by Dimitry Apollonsky
AI summary
LabWare is an enterprise laboratory informatics platform providing LIMS and ELN software to automate workflows, track samples, and maintain regulatory compliance across industries like water testing and pharmaceuticals. It is the usual answer when buyers need systems for water utility lab management, strict FDA 21 CFR Part 11 audit trails, or complex standard operating procedure enforcement on mobile devices.
16%
of AI answers about LabWare and its rivals
The market map
Laboratory Information Management SystemsMentioned in
- #1LabWareMentioned in 52%Avg. position 4.3
- #2tiedLabVantageMentioned in 31%Avg. position 4.6
- #2tiedBenchlingMentioned in 30%Avg. position 3.3
- #2tiedCloudLIMSMentioned in 29%Avg. position 4.4
- #5tiedStarLIMSMentioned in 26%Avg. position 5.5
- #5tiedQBenchMentioned in 22%Avg. position 4.4
- #7tiedSapio SciencesMentioned in 20%Avg. position 4.8
- #7tiedLabguruMentioned in 19%Avg. position 3.8
- #7tiedThermo Fisher ScientificMentioned in 17%Avg. position 5.2
- #10tiedSciNoteMentioned in 12%Avg. position 5.3
- #12tiedGenemodMentioned in 9%Avg. position 4.4
- #12tiedeLabFTWMentioned in 9%Avg. position 3.2
- #12tiedLabworksMentioned in 8%Avg. position 3.3
- #12tiedLabkeyMentioned in 7%Avg. position 4.5
Where LabWare ranks in AI
- Laboratory Information Management SystemsAI picks LabWare most52%#1 of 257 · 52%
- LIMS and ELN Lab SoftwareAI picks Benchling most43%#4 of 155tied · 22%
- Seed-to-Sale Cannabis Compliance SoftwareAI picks Canix and 2 more about as often70%#11 of 159tied · 10%
- Chemical Compliance and Safety ManagementAI picks Society of Chemical Manufacturers & Affiliates (SOCMA) and 3 more about as often23%#53 of 247tied · 1%
- Smart Water Utility Software PlatformsAI picks OpenFlows WaterSight and 1 more about as often27%#144 of 455tied · <1%
Topics where AI mentions LabWare
- Laboratory information management system for water utilitiesLaboratory Information Management Systems98%Rank #1#1
- Stability study management software for pharmaceutical shelf-life testingLaboratory Information Management Systems73%Rank #1#1
- Track and trace software with state reporting integrationSeed-to-Sale Cannabis Compliance Software3%Rank #12tied#12tied
- AI picks mostMentioned in
- I'm looking for a system to manage our laboratory data. What is the best Laboratory Information Management System (LIMS) for a water utility?on this questionAI picks LabWare most98%
Excerpts where LabWare appeared in the AI's answer
Google AI ModeOct 28, 2026, Google AI Mode LabWare WATER and LABWORKS LIMS are widely considered the best Laboratory Information Management Systems (LIMS) for water and wastewater utilities
ChatGPTOct 28, 2026, ChatGPT LabWare launched this cloud-based offering in September 2026 specifically for small and midsize municipal water utilities.
- How do we ensure data integrity? What LIMS is fully compliant with FDA 21 CFR Part 11 for electronic signatures and audit trails?on this questionAI picks LabWare most88%
Excerpts where LabWare appeared in the AI's answer
Google AI ModeOct 20, 2026, Google AI Mode LabWare LIMS: Widely considered an industry standard in pharma and biotech.
ChatGPTOct 20, 2026, ChatGPT Two other systems worth including in a vendor evaluation are LabVantage LIMS and LabWare LIMS.
- What solution offers the best stability study management for pharmaceutical shelf-life testing?on this questionAI picks H&A Scientific SLIM most73%
Excerpts where LabWare appeared in the AI's answer
ChatGPTSep 18, 2026, ChatGPT For a broader enterprise LIMS, LabWare is another strong option, covering stability pulls, inventory, chain of custody, results, review, and reporting.
Google AI ModeSep 14, 2026, Google AI Mode LabWare LIMS is widely recognized as an industry leader for comprehensive enterprise laboratory automation.
- Which compliance platform is best for cannabis testing labs?on this questionAI picks Confident LIMS and 2 more about as often73%
Excerpts where LabWare appeared in the AI's answer
Google AI ModeOct 26, 2026, Google AI Mode LabWare GROW is a purpose-built SaaS LIMS tailored for CBD/THC testing laboratories.
Google AI ModeSep 17, 2026, Google AI Mode Best for Enterprise Scale & Regulatory Preset Flexibility: LabWare GROW
- We are a contract research organization (CRO). What LIMS allows us to create secure, segregated portals for our clients to view their results?on this questionAI picks CloudLIMS most71%
Excerpts where LabWare appeared in the AI's answer
Google AI ModeOct 11, 2026, Google AI Mode LabWare LIMS / LabWare ELN : Widely used in larger or heavily regulated CRO environments; supports comprehensive external web portal capabilities
Google AI ModeSep 29, 2026, Google AI Mode LabWare is a dominant enterprise player. While its core system is internal, third-party add-ons and certified partner integrations (like the Sample Wizard Web Portal ) provide a polished, user-friendly customer portal that tightly integrates with LabWare LIMS
- How do we standardize workflows? What LIMS allows us to enforce "step-by-step" execution of SOPs for technicians on tablets?on this questionAI picks StarLIMS and 1 more about as often62%
Excerpts where LabWare appeared in the AI's answer
Google AI ModeOct 20, 2026, Google AI Mode LabWare LIMS : Offers a comprehensive LES framework that digitizes master workflows
Google AI ModeOct 16, 2026, Google AI Mode LabWare ELN / Workflow Automation Manager: Offers "Guided Laboratory Execution" to enforce standard testing methods (STMs) and SOPs.
How AI describes LabWare
Common descriptions
highly configurable · robust · comprehensive · enterprise-grade · widely used · extremely configurable
Tone of AI’s statements about LabWare
- Positive63%
- Neutral25%
- Mixed8%
- Negative4%
How often AI mentions LabWare
Share of answers in Laboratory Information Management Systems each week · since Jul 5
How prominently AI mentions LabWare
Position in answers
- Named first25%
- 2nd or 3rd36%
- Later39%
Each engine’s share of its own answers across LabWare’s markets
- ChatGPT18%
- Google AI Mode15%
Insights for LabWare
Since Jul 5
Gap between platforms: The platform gap in Laboratory Information Management Systems narrowed
ChatGPTChatGPT71%Google AI ModeGoogle AI Mode60%
Sources AI cites
labware.com 42%Other sites 58%
- Your site42%
- #1 Laboratory Information Management System for Large & Small Enterprises (opens in a new tab) · 6%
- Navigating 21 CFR Part 11 with LabWare (opens in a new tab) · 6%
- Automate Your Laboratory with the Global Leader for LIMS and ELN (opens in a new tab) · 3%
- Streamlining Pharmaceutical Stability Testing with LabWare LIMS (opens in a new tab) · 3%
- Cloud-Hosted LIMS for Enterprise Laboratories (opens in a new tab) · 3%
- Best LIMS for Water, Wastewater & Environmental Testing Laboratories | LabWare (opens in a new tab) · 3%
- Maximize Lab Efficiency: Discover Cloud-Based LIMS (opens in a new tab) · 2%
- Electronic Laboratory Notebook Features | Enhance LIMS Integration (opens in a new tab) · 2%
- Laboratory Software for CROs & CMOs | Flexible LIMS Solutions (opens in a new tab) · 2%
- LabWare GROW - SaaS LIMS for CBD/THC Testing (opens in a new tab) · 2%
- 4%
- 2026 LIMS Software Comparison: LabWare vs STARLIMS | IntuitionLabs (opens in a new tab) · 1%
- Guide to LIMS: Core Functions & 2025 System Comparison | IntuitionLabs (opens in a new tab) · 1%
- Commercial LIMS Comparison: Top 5 Lab Platforms in 2026 | IntuitionLabs (opens in a new tab) · 1%
- Guide to LIMS: Core Functions & 2025 System Comparison (opens in a new tab) · 1%
- GLP Compliance Software: A Review of Top 5 LIMS & QMS | IntuitionLabs (opens in a new tab) · <1%
- Automating Audit Trail Compliance for 21 CFR Part 11 & Annex 11 | IntuitionLabs (opens in a new tab) · <1%
- GLP Audit Trails: A Guide to Compliant File Systems | IntuitionLabs (opens in a new tab) · <1%
- Open-Source LIMS 2026: Life Sciences Comparison Guide | IntuitionLabs (opens in a new tab) · <1%
- Modern Technology Stacks in Pharmaceutical Software Development (opens in a new tab) · <1%
- 21 CFR Part 11 Compliance: Electronic Records in Pharma (opens in a new tab) · <1%
- 2%
- 6 Best LIMS Software in 2026: Top Systems Tested & Compared (opens in a new tab) · 1%
- 7 Best Lab Management Software in 2026: Which One Is Right? (opens in a new tab) · <1%
- 6 Best Medical Lab Software Compared & Reviewed (2026) (opens in a new tab) · <1%
- 7 Best Lab Software in 2026 (Compared for Labs & Diagnostics) (opens in a new tab) · <1%
- 2%
- Automating Stability Testing & Shelf-Life Predictions with AI ... (opens in a new tab) · 1%
- What is a Stability Study? | Pharmaceutical Product Shelf ... (opens in a new tab) · <1%
- GMP Basics: What Is Data Integrity? | #ALCOA+ Principles Explained #GMP #DataIntegrity #ALCOAplus (opens in a new tab) · <1%
- Cloud vs On-Premises (or Hybrid?): Pick the Right Fit (opens in a new tab) · <1%
- LIMS at the Intersection of Productivity and Compliance (opens in a new tab) · <1%
- Understanding Stability Testing in the Pharmaceutical ... (opens in a new tab) · <1%
- 21 CFR Part 11: Electronic Records & Signatures Explained (opens in a new tab) · <1%
- Using Lockbox LIMS for Protocol Execution (opens in a new tab) · <1%
- 2%
- Meeting GxP and 21 CFR Part 11 Data Integrity Requirements (opens in a new tab) · 1%
- Stability Testing of Pharmaceuticals: Procedures and Best Practices | Lab Manager (opens in a new tab) · 1%
- Bridging the Gap with Mobile Electronic Lab Notebooks (opens in a new tab) · <1%
- ELN vs LIMS: Which Does Your Lab Need? | Lab Manager (opens in a new tab) · <1%
- LabWare LIMS Solutions: LabWare Enterprise Laboratory Platform | Lab Manager (opens in a new tab) · <1%
- LIMS Software: A Complete Guide to Laboratory Information Management Systems | Lab Manager (opens in a new tab) · <1%
- The Relationship between Data Integrity and Security (opens in a new tab) · <1%
- 2%
- Best LIMS Software in 2025 | Sapio Sciences (opens in a new tab) · <1%
- Laboratory Information Management System (LIMS) | Sapio Sciences (opens in a new tab) · <1%
- Best LIMS for Clinical and Molecular Diagnostics Labs | Sapio Sciences (opens in a new tab) · <1%
- Best LIMS Platforms for Sample Management: Comparing Leading Software Options | Sapio Sciences (opens in a new tab) · <1%
- How to Select the Best LIMS Software for Your Lab (opens in a new tab) · <1%
- Securing Innovations: Role-Based Permissions and Encrypted Data Handling (opens in a new tab) · <1%
- What Is A LIMS & What Is It Used For? (opens in a new tab) · <1%
- Writing a LIMS / ELN RFP? Chapter 5: Top lab workflow ... (opens in a new tab) · <1%
- Learn About LIMS Software (opens in a new tab) · <1%
- 1%
- Lab Sample Management Software to Compare | Scispot Blog (opens in a new tab) · <1%
- Best Pharmaceutical LIMS Software in 2026: A Comprehensive Guide for Drug Development Labs | Scispot Blog (opens in a new tab) · <1%
- LabWare vs LabVantage: Which LIMS Platform Is Better for Modern Laboratories? | Scispot Blog (opens in a new tab) · <1%
- Top 8 Caliber LIMS Alternatives & Competitors in 2026 (opens in a new tab) · <1%
- Top 10 Lab Data Management Software Solutions in 2026 (opens in a new tab) · <1%
- Top 10 Lab Execution System Software in 2026: Based on Real User Reviews | Scispot Blog (opens in a new tab) · <1%
- Top 10 Lab Inventory Management Software in 2026 | Scispot Blog (opens in a new tab) · <1%
The page AI cites most for LabWare

