Sam features for detergent formulation & R&D
Practical tools to create better formulations, faster.
Sam combines d-labs’ detergent expertise with governed AI to support formulation and product development work across key stages of the R&D workflow.
The main features are outlined below.
Sam’s eight core capabilities
Sam is designed to support formulators, detergent scientists, technical managers and R&D teams working on detergent and cleaning-product development.
Intergrated. Governed. Built for detergent R&D.
Formulation Guidance & Optimisation
Generate, refine and optimise formulations using specialised detergent knowledge, established formulation principles and your performance targets.
Troubleshooting
Diagnose formulation issues faster, identify likely causes, understand mechanisms and explore clear, practical recommendations.
Performance Interpretation
Make sense of your test results, understand what they mean, identify performance drivers and determine useful next steps.
Test Planning
Plan appropriate tests for your objectives, including key parameters, test conditions and success criteria.
Regulatory & Claims
Explore regulatory requirements and claims considerations relevant to your product. Get guidance on evidence, technical requirements and wording within Sam’s defined scope.
Protocols & Methods
Access methods and step-by-step protocols designed to support consistent laboratory practice.
Governed Answers & Evidence
Get evidence-informed answers supported by curated knowledge, transparent sources and clear traceability where available.
Knowledge Capture
COMING SOON - STRATEGIC PARTNERS
Capture and structure your team’s knowledge. Preserve expertise and make it discoverable across your organisation.
Questions about Sam features? Contact the team: info@sambydlabs.com
Build skills with Sam Academy
Structured detergent R&D learning pathways from foundational science through to advanced formulation practice. Build confidence and apply knowledge directly to your work.