Quantitative imaging for grain and seed science
Vibe delivers high-resolution imaging, automated analysis, and reproducible workflows for research labs, breeding programs, and quality teams that need data they can trust and repeat.
Standardized measurement pipelines designed to reduce subjectivity across time and sites.
Export-friendly outputs that slot into stats workflows and ML experimentation.
Designed for high-throughput sample runs without compromising measurement consistency.
Built for real lab operations, not a one-off demo environment.
Our mission
Vibe exists to close the gap between traditional visual inspection and the precision modern grain and seed science requires. Manual grading is slow, subjective, and hard to reproduce across labs and seasons. Our goal is to turn each sample into a traceable dataset: color, morphology, purity, and defect signals that can be compared and cited with confidence.
What the QM3i Analyzer does
The QM3i Analyzer is an automated imaging platform that captures high-resolution images across large sample runs. Built-in algorithms segment and classify each kernel, calculate morphology metrics, and produce structured outputs for statistical analysis and machine learning pipelines.
Researchers use Vibe to support breeding decisions, validate traits, optimize processing, and align grading rules across locations.
Where Vibe is used
What we care about
• Reproducible measurements across time, locations, and teams.
• Transparent datasets that can be cited, audited, and reused.
• Practical workflows that fit into real labs and QC pipelines.