Uncountable Blog

Uncountable's ML team's talk at Beiersdorf's AI Month: how Bayesian optimization and Gaussian processes let the data pick the next experiment, hitting R&D targets in fewer trials. Structure first, AI second, augmenting scientists not replacing them.

Fragmented R&D data quietly costs coatings makers months and margin at scale-up. See how leading manufacturers turn connected formulation data into faster development and competitive advantage.

R&D data management software centralizes and structures a chemical company's experimental data, linking formulations, process conditions, and test results across ELN and LIMS workflows so teams can search, reuse, and build on past research.

Legacy R&D platforms were never designed, they were accumulated: ELN, LIMS, QC, and PLM systems that never share data. See what that fragmentation really costs and what a modern R&D platform does differently.

Gypsum board R&D isn't short of data, it's short of a way to learn from it. Trials repeat, raw-material variability hides, and lab wins fail at the board line. Structured, connected formulation data turns scattered trials into reusable knowledge.

Uncountable connects to the R&D stack you already run, from instruments and ERP to your own AI tools, so you break down the walls between systems instead of ripping them out.

The five ways manual, fragmented data slows food and beverage R&D, and how centralizing formulation, process, and quality data on one platform turns every experiment into a reusable asset.

R&D transformations are run like projects with a finish line, but change now outruns any one-time rollout. It argues for change fitness, the permanent capacity to adapt, built on four pillars: people, process, technology, and business alignment.

Why sunscreen R&D keeps running out of season, and how structured formulation and test data helps suncare teams reuse proven work instead of repeating it.

A PLM stores a flattened bill of materials; rubber needs the whole executable recipe as structured data. Mixing, shear, and cure profile shape properties as much as ingredients. Here's why the process is the recipe, and where it should live.

Uncountable has launched Bodie, an AI assistant built into its R&D platform. From one natural-language conversation, Bodie searches past experiments, designs DOEs, builds visualizations, and records results — acting on a team's own data across the R&

In home and personal care, one product is really dozens of formulations — regional versions, retailer exclusives, cost-reduced tiers, sustainability reformulations. The cost isn't the sprawl; it's losing the links between them. Keep them connected.

Why R&D teams keep solving problems a colleague already cracked — and how searchable-by-default data turns prior work into a reusable asset. As seen in Speciality Chemicals Magazine.

Global industry leaders convened in Philadelphia for two days of innovation and collaboration

Uncountable signs four new specialty chemicals partnerships, unifying formulation, scale-up, and production data with AI to accelerate end-to-end product development.

Most industrial AI initiatives stall not from weak strategy, but from R&D data infrastructure that was never built for AI. Here’s what to do about it.

Learn why a unified data infrastructure is the true competitive advantage for product development, and how it unlocks real AI value across R&D and Quality

Most R&D experimental data is never reused. Learn why data goes dormant in specialty chemicals and materials R&D — and how AI platforms that structure experimental data are changing that equation.

Disconnected lab systems slow innovation and increase risk. Learn how lab instrument connectivity boosts efficiency, ensures data integrity, and supports compliance—with flexible solutions from Uncountable. Learn more about our flexible connectivity

Explore how integrating Electronic Lab Notebooks (ELN) and Laboratory Information Management Systems (LIMS) into a single platform empowers scientific teams to work smarter, move faster, and unlock the full potential of their R&D data.

Uncountable’s three co-founders, Noel Hollingsworth, CEO; Jason Hirshman, CTO; and Will Tashman, CRO, reflect on a transformative 2024—from global growth, 100+ customers, AI & ML advancements, new logos, and a few highlights of what's to come in 2025

Discover Uncountable's Listing Tables—a powerful, customizable tool to organize, filter, and manage critical data. Enhance project tracking, inventory management, and product selection with flexible query options, custom tabs, and quick filters for..

Unified Laboratory Informatics Software offers a comprehensive solution, combining data capture, analysis, collaboration, and compliance into one cohesive platform. This blog explores why this technology is critical for enterprise R&D labs and how it

As the industry drives forward with increased automation in quality control (QC) and manufacturing, unifying cross-departmental workflows and data, and leveraging informatics for R&D processes, Future Labs Live USA 2024 offered a glimpse into the...

In today’s rapidly evolving research and development (R&D) landscape, the digitalization and standardization of data and processes have become crucial. These advancements are not just about efficiency—they are essential for fostering innovation and..

Ensuring data integrity in enterprise R&D laboratories is a multifaceted challenge, compounded by the rapid evolution of technology and increasing external pressures. Implementing robust data management strategies and advanced tools and technologies

While Electronic Laboratory Notebooks (ELNs) have become a staple in the R&D process, not all ELNs are created equal. Traditional ELNs, while helpful, fall short of addressing the unique needs of enterprise-sized R&D organizations. To identify the...

Uncountable’s “Notebook Dashboards” feature empowers users to maximize the functionality of Uncountable’s Integrated Electronic Laboratory “Notebook” tool by offering dynamic, configurable dashboards.

In light of recent security incidents like the CrowdStrike breach, the importance of robust security and reliable availability in enterprise software has never been clearer. At Uncountable, we are dedicated to safeguarding our customers' data and...

Discover the the inception of Uncountable as the founders set out to revolutionize R&D data management.

Uncountable is thrilled to be sponsoring and exhibiting at the American Coatings Show! Register here and visit us at booth #206...

Whether you’ve heard of Laboratory Information Management Systems (AKA "LIMS") and aren’t sure of their capabilities or what features and capabilities differentiate a LIMS solution from other laboratory R&D software systems – this guide is for you...

Implementing a new LIMS solution often fails when R&D organizations cannot get users comfortable with the new workflows. In this article, learn how to avoid common mistakes when transitioning your R&D organization from Excel Spreadsheets to a LIMS...

Barcode scanners have become a key component for efficiency and accuracy when conducting R&D lab inventory. Learn about what a lab barcode system is, and how it contributes to the success of lab management for leaders in R&D...

Chemical product development is complex and time-consuming, requiring meticulous data management, collaboration, and strict regulatory standards. Fortunately, modern technology offers solutions to these challenges. ELNs and LIMS being the forefront

Explore the symbiotic relationship between Laboratory and Materials Informatics in R&D. Learn how Uncountable's unified platform capitalizes on this dynamic duo, driving innovation and efficiency.

Choosing the right Materials Informatics platform is a strategic decision that can significantly impact your organization's efficiency and competitiveness. Should you build your solution or leverage a ready-made platform? The key factors to consider

Explore the transition from traditional data management methods like spreadsheets and shared drives to innovative structured data systems in R&D. Learn how this shift can enhance collaboration, decision-making, and innovation.

In Part 1, we explore the challenges companies face when tracking and applying R&D-related Key Performance Indicators (KPIs). We discuss issues such as the lack of familiarity with relevant KPIs, scattered and unstructured data, and absence of proper

In part 2 of this series, we outline the 7 groups of performance metrics tracked in R&D and break down KPIs & metrics measuring: Innovation; Time-to-Market; Financial; Cost; Safety, Regulatory, & Compliance; Product Improvement; and Talent & Service

5 essential steps to revolutionize your lab inventory management, streamline your processes, and save time. Plus, explore Uncountable's end-to-end inventory tracking solution. Don't miss these game-changing tips that will improve your lab's inventory

Artificial Intelligence (AI) is transforming the way R&D teams work and the manner in which research and development teams operate. AI technology, when implemented properly, can significantly drive innovation. Discover the top 5 ways AI can help R&D

What is Scientific Data Management System “SDMS” Software, and how does it work? This blog explains the key elements of SDMS solutions, common industries and use cases, key benefits, and how it differs from data management systems like LIMS and ELNs

Laboratory information management systems (LIMS) are a critical component of many scientific and medical laboratories, providing a centralized platform for managing and organizing lab operations. But what can be stored in a LIMS, and why is this info

Data management is critical to research and development in any laboratory setting. For many years, paper lab notebooks and scattered spreadsheets were the primary tools scientists and researchers used to capture, organize, and store data. However, wi

In today's modern and fast-paced world, Laboratory Information Management Systems (LIMS) have become indispensable tools for many laboratories – helping streamline research and development processes in various industries and departments, from scienti

Despite the advances in software that have pervaded other industries recently, most materials companies are using decades-old ELN software. This guide shows how a modern ELN can do so much more. Electronic Lab Notebooks: How ELNs are shaping R&D work