Why Ounias exists
Structured-data investigations often become fragmented across notebooks, spreadsheets, exported plots, model outputs, scripts, and disconnected tools.
Each individual output may remain useful, but the investigation as a whole becomes difficult to reconstruct, compare, challenge, or continue. Earlier decisions and alternative analytical branches can disappear while results become separated from the configurations and evidence that produced them.
Ounias is intended to provide the connective analytical layer around this work.
A connected analytical environment
Ounias treats an analysis as more than a final model or isolated result. Projects, datasets, runs, configurations, metrics, explanations, artifacts, comparisons, and lineage remain connected within a shared workspace.
Researchers can explore multiple analytical paths while preserving each branch of the investigation. This makes it easier to examine where methods agree, where they diverge, and where uncertainty remains.
Principles behind the product
Glass-box analysis
Methods, settings, feature roles, transformations, outputs, and evaluation criteria should remain visible.
Comparative investigation
A dataset rarely has only one reasonable analytical representation. Complementary approaches should be generated and compared rather than hidden behind one selected result.
Preserved context
Plots and metrics are more useful when they remain attached to the dataset version, configuration, lineage, and evidence that produced them.
Reproducible exploration
Seeds, parameters, derived runs, artifacts, and analytical relationships should remain available so promising directions can be revisited and extended.
Who Ounias is for
Ounias is being developed for research groups, laboratories, innovation teams, and analytical organizations working with structured data.
This includes research involving surveys, clinical and longitudinal records, registries, experimental outputs, biological assays, operational datasets, and other tabular data sources.
Current stage
Ounias is currently entering pilot collaboration. The platform already supports connected projects and datasets, reproducible analytical runs, comparison across methods, evaluation metrics, explanations, run lineage, longitudinal analysis, and shareable analytical Snapshots.
Pilot collaborations will test Ounias against real research workflows and help shape the next stage of development.