https://www.limsforum.com The Global Laboratory, Informatics, Medical and Science Professional Community Fri, 24 Apr 2026 19:00:28 +0000 en-US hourly 1 https://wordpress.org/?v=6.1.10 https://s3.limsforum.com/www.limsforum.com/wp-content/uploads/cropped-LIMSforum-Fav-32x32.png https://www.limsforum.com 32 32 https://www.limsforum.com/115922-2/115922/?utm_source=rss&utm_medium=rss&utm_campaign=115922-2 https://www.limsforum.com/115922-2/115922/#respond Fri, 24 Apr 2026 04:05:31 +0000 https://www.limsforum.com/?p=115922 As AI drives renewed interest in historical lab data, pharma R&D teams face new challenges around long-term storage, retrieval, and version control. A robust Lab Data Management System provides the structure to preserve data integrity, traceability, and institutional knowledge across projects, teams, and decades of research.[Read More]]]> https://www.limsforum.com/115922-2/115922/feed/ 0 https://www.limsforum.com/115880-2/115880/?utm_source=rss&utm_medium=rss&utm_campaign=115880-2 https://www.limsforum.com/115880-2/115880/#respond Fri, 17 Apr 2026 04:08:59 +0000 https://www.limsforum.com/?p=115880 Lab AI adoption is moving through three stages: passive ELNs that record work without supporting it, shadow labs where scientists lean on public generative AI and fragment the record, and active labs where governed intelligence lives inside the notebook itself. See the full maturity model and a practical roadmap to get from one to the next.[Read More]]]> https://www.limsforum.com/115880-2/115880/feed/ 0 https://www.limsforum.com/115852-2/115852/?utm_source=rss&utm_medium=rss&utm_campaign=115852-2 https://www.limsforum.com/115852-2/115852/#respond Sun, 12 Apr 2026 04:07:16 +0000 https://www.limsforum.com/?p=115852 Nearly all lab professionals (97%) now use some form of AI, and 77% turn to public tools like ChatGPT alongside their ELN. The problem? 45% do so through personal accounts, pulling scientific reasoning outside governed workflows. This article explores why labs need context-aware AI inside the notebook, not a crackdown.[Read More]]]> https://www.limsforum.com/115852-2/115852/feed/ 0 https://www.limsforum.com/115827-2/115827/?utm_source=rss&utm_medium=rss&utm_campaign=115827-2 https://www.limsforum.com/115827-2/115827/#respond Fri, 03 Apr 2026 04:08:08 +0000 https://www.limsforum.com/?p=115827 New research from Sapio Sciences reveals that 65% of lab professionals report repeating experiments because prior results are too hard to find or reuse. While 81% say their ELN records data effectively, it falls short on interpretation. The findings highlight a growing need for next-generation notebooks that support reuse, context, and decision-making.[Read More]]]> https://www.limsforum.com/115827-2/115827/feed/ 0 https://www.limsforum.com/115804-2/115804/?utm_source=rss&utm_medium=rss&utm_campaign=115804-2 https://www.limsforum.com/115804-2/115804/#respond Fri, 27 Mar 2026 04:05:37 +0000 https://www.limsforum.com/?p=115804 With 65% of scientists repeating experiments due to lost context and 55% of scientific data effectively "dark," life sciences organizations need a "digital-from-day-one" strategy. Building a unified lab informatics backbone before the science begins ensures audit-ready compliance, preserves workflow context, and creates the trusted data foundation AI tools require to deliver real value.[Read More]]]> https://www.limsforum.com/115804-2/115804/feed/ 0 https://www.limsforum.com/115772-2/115772/?utm_source=rss&utm_medium=rss&utm_campaign=115772-2 https://www.limsforum.com/115772-2/115772/#respond Fri, 20 Mar 2026 04:09:42 +0000 https://www.limsforum.com/?p=115772 AI investment in life sciences is surging, but enterprise-wide impact remains uneven. SapioCon 2026 explored why: the bottleneck isn't capability, it's coordination. With 65% of scientists repeating experiments due to lost context and over half of organizational data trapped in silos, the real challenge is building workflows where AI can deliver end to end.[Read More]]]> https://www.limsforum.com/115772-2/115772/feed/ 0 https://www.limsforum.com/115755-2/115755/?utm_source=rss&utm_medium=rss&utm_campaign=115755-2 https://www.limsforum.com/115755-2/115755/#respond Mon, 16 Mar 2026 04:08:43 +0000 https://www.limsforum.com/?p=115755 Over 75% of scientists admit to using unvetted AI tools outside governed systems just to keep up. This SapioCon 2026 recap explores why coordination, not ambition, remains the real R&D bottleneck and how embedding intelligence directly into the lab record is replacing bolt-on tools with orchestrated, traceable, audit-ready workflows.[Read More]]]> https://www.limsforum.com/115755-2/115755/feed/ 0 https://www.limsforum.com/115732-2/115732/?utm_source=rss&utm_medium=rss&utm_campaign=115732-2 https://www.limsforum.com/115732-2/115732/#respond Thu, 05 Mar 2026 05:07:23 +0000 https://www.limsforum.com/?p=115732 97% of scientists now use AI to support lab work, yet 65% still repeat experiments because legacy ELNs can't surface prior results. This Sapio Sciences report surveying 150 life sciences professionals reveals why traditional electronic lab notebooks are failing and how AI-native notebooks are becoming the new standard for scientific productivity.[Read More]]]> https://www.limsforum.com/115732-2/115732/feed/ 0 https://www.limsforum.com/115693-2/115693/?utm_source=rss&utm_medium=rss&utm_campaign=115693-2 https://www.limsforum.com/115693-2/115693/#respond Fri, 27 Feb 2026 05:10:37 +0000 https://www.limsforum.com/?p=115693 Implementing an ELN is only the beginning. In biopharma R&D, sustaining long-term adoption requires ongoing strategies that keep scientists engaged and ensure the platform evolves with their workflows. Discover key approaches to drive continued ELN usage, overcome resistance, and maximize the return on your digital lab investment.[Read More]]]> https://www.limsforum.com/115693-2/115693/feed/ 0 https://www.limsforum.com/maintaining-data-integrity-during-eln-migration/115662/?utm_source=rss&utm_medium=rss&utm_campaign=maintaining-data-integrity-during-eln-migration https://www.limsforum.com/maintaining-data-integrity-during-eln-migration/115662/#respond Fri, 20 Feb 2026 05:07:03 +0000 https://www.limsforum.com/?p=115662 Migrating from legacy systems to a modern ELN is high-stakes — historical research data contains irreplaceable IP, regulatory evidence, and institutional knowledge. This article outlines how to design migration strategies that preserve scientific context, maintain audit trails, and meet FDA 21 CFR Part 11 and EU Annex 11 compliance requirements.[Read More]]]> https://www.limsforum.com/maintaining-data-integrity-during-eln-migration/115662/feed/ 0 https://www.limsforum.com/115621-2/115621/?utm_source=rss&utm_medium=rss&utm_campaign=115621-2 https://www.limsforum.com/115621-2/115621/#respond Fri, 13 Feb 2026 05:05:42 +0000 https://www.limsforum.com/?p=115621 Analytical chemistry demands traceable, reproducible data, but manual documentation introduces inconsistencies and compliance gaps. Electronic lab notebooks transform operations by standardizing methods with version control, integrating instrument data directly into experimental records, automating calculations, and embedding quality controls for scalable, compliant research.[Read More]]]> https://www.limsforum.com/115621-2/115621/feed/ 0 https://www.limsforum.com/115545-2/115545/?utm_source=rss&utm_medium=rss&utm_campaign=115545-2 https://www.limsforum.com/115545-2/115545/#respond Wed, 04 Feb 2026 05:07:10 +0000 https://www.limsforum.com/?p=115545 Choosing the right electronic lab notebook depends on your organization's scale and complexity. Learn which ELN features matter most for startups prioritizing fast adoption, SMEs managing growth and governance, and enterprises requiring compliance maturity and global integration across discovery and development workflows. [Read More]]]> https://www.limsforum.com/115545-2/115545/feed/ 0 https://www.limsforum.com/115504-2/115504/?utm_source=rss&utm_medium=rss&utm_campaign=115504-2 https://www.limsforum.com/115504-2/115504/#respond Fri, 30 Jan 2026 05:10:15 +0000 https://www.limsforum.com/?p=115504 Fragmented lab data slows research and increases compliance risks. Modern labs need Lab Data Management Systems (LDMS) to unify experimental records and sample tracking in one centralized platform. The right LDMS reduces manual errors, improves reproducibility, and gives teams complete visibility across experiments—accelerating the path from discovery to development. [Read More]]]> https://www.limsforum.com/115504-2/115504/feed/ 0 https://www.limsforum.com/115509-2/115509/?utm_source=rss&utm_medium=rss&utm_campaign=115509-2 https://www.limsforum.com/115509-2/115509/#respond Fri, 30 Jan 2026 05:06:15 +0000 https://www.limsforum.com/?p=115509 New research: Only 5% of scientists can analyze data independently with current ELNs. Two-thirds repeat experiments because results are hard to find, while 45% turn to shadow AI for help. Traditional ELNs function like "glorified filing cabinets"—scientists want tools that actively support analysis, not just documentation. [Read More]]]> https://www.limsforum.com/115509-2/115509/feed/ 0 https://www.limsforum.com/115482/115482/?utm_source=rss&utm_medium=rss&utm_campaign=115482 https://www.limsforum.com/115482/115482/#respond Fri, 23 Jan 2026 05:07:54 +0000 https://www.limsforum.com/?p=115482 Implementing an Electronic Lab Notebook (ELN) is a strategic investment that extends far beyond digitizing paper records. A comprehensive ROI analysis reveals that while initial costs include setup and training, the long-term value stems from accelerated R&D timelines, reduced manual errors, and seamless data searchability. By unifying workflows on a single platform, labs can achieve faster breakthroughs and significant operational savings. [Read More]]]> https://www.limsforum.com/115482/115482/feed/ 0 https://www.limsforum.com/115495-2/115495/?utm_source=rss&utm_medium=rss&utm_campaign=115495-2 https://www.limsforum.com/115495-2/115495/#respond Fri, 23 Jan 2026 05:05:42 +0000 https://www.limsforum.com/?p=115495 Navigating the global regulatory landscape for Electronic Lab Notebooks (ELNs) requires a nuanced understanding of regional standards, from FDA 21 CFR Part 11 in the US to EMA and Annex 11 in Europe. Success hinges on ensuring data integrity through robust audit trails, electronic signatures, and localized compliance. By aligning digital workflows with specific regional mandates, labs can ensure seamless global collaboration and audit readiness. [Read More]]]> https://www.limsforum.com/115495-2/115495/feed/ 0 https://www.limsforum.com/115457-2/115457/?utm_source=rss&utm_medium=rss&utm_campaign=115457-2 https://www.limsforum.com/115457-2/115457/#respond Thu, 15 Jan 2026 05:07:40 +0000 https://www.limsforum.com/?p=115457 Sapio Sciences announced ELaiN, its third-generation AI lab notebook, with a growing partner ecosystem featuring leading AI models, molecular modeling tools, and scientific platforms. ELaiN enables scientists to describe their research goals in natural language, transforming how labs approach scientific discovery and design workflows—moving beyond documentation into active scientific collaboration. [Read More]]]> https://www.limsforum.com/115457-2/115457/feed/ 0 https://www.limsforum.com/115361-2/115361/?utm_source=rss&utm_medium=rss&utm_campaign=115361-2 https://www.limsforum.com/115361-2/115361/#respond Fri, 26 Dec 2025 05:04:25 +0000 https://www.limsforum.com/?p=115361 Managing large-scale genomics workflows across fragmented legacy systems creates coordination challenges and visibility gaps that slow scientific progress. Digital transformation initiatives address these complexities by unifying sample tracking, automating multi-step workflows, and providing real-time access to critical data across research teams. [Read More]]]> https://www.limsforum.com/115361-2/115361/feed/ 0 https://www.limsforum.com/115290-2/115290/?utm_source=rss&utm_medium=rss&utm_campaign=115290-2 https://www.limsforum.com/115290-2/115290/#respond Mon, 15 Dec 2025 05:07:51 +0000 https://www.limsforum.com/?p=115290 Join us at SapioCon 2026 in Boston (Feb 18-19) as biopharma leaders move beyond AI hype toward real-world impact. Experience hands-on training with science-aware AI lab informatics, hear industry keynotes from Novo Nordisk and LabConnect, and discover practical workflows that accelerate drug discovery. Register now for smarter science. [Read More]]]> https://www.limsforum.com/115290-2/115290/feed/ 0 https://www.limsforum.com/115206-2/115206/?utm_source=rss&utm_medium=rss&utm_campaign=115206-2 https://www.limsforum.com/115206-2/115206/#respond Mon, 01 Dec 2025 05:02:54 +0000 https://www.limsforum.com/?p=115206 Sapio Sciences' ELaiN electronic lab notebook received recognition in the 2025 BioTech Breakthrough Awards for AI integration. The platform combines generative AI with lab workflows, offering features like molecular docking, data analytics, and protocol execution. Industry award acknowledges AI-native approach to scientific documentation. [Read More]]]> https://www.limsforum.com/115206-2/115206/feed/ 0