Ingest
Native scientific data, metadata, scale, channels, acquisition context, and provenance are preserved.
AI-Powered Scientific Intelligence
Scientific instruments produce data. BENNETT produces understanding.
BENNETT reads native scientific instrument files, measures what is present, tests interpretations against scientific constraints, blocks unsupported claims, and publishes defensible scientific output.
Access is reviewed by hand. Request access and an administrator will approve your account.
- Evidence first
- Measurement before interpretation
- Constraints always
The pipeline
Native data in, defensible evidence out
Every stage is recorded rather than assumed.
Measure
Deterministic engines quantify signal, structure, spatial relationships, and applicable scientific parameters.
Govern
Interpretations are tested against modality, instrument, measurement, and scientific limits.
Publish
Measured evidence, methods, validation state, claim boundaries, and provenance are assembled into a defensible record.
Formats
Reads your instrument's own files
Straight from the microscope. No conversion, no export step. The vendor container is decoded as-is.
- .czi
- .nd2
- .lif
- .vsi
- .tif
- .ome.tif
- .dat.gz
- .csv
- .zip
ZeissNikonLeicaOlympusBrukerZeissNikonLeicaOlympusBruker
Archives are unpacked through a hardened extractor that refuses executables, symlinks, path traversal and compression bombs.
Constraints
It tells you what it cannot tell you
A gated engine is not a failure — it means your acquisition does not meet that engine's preconditions, and the report says which one and why. Interpretation stays inside what the modality, resolution and metadata can support: no inferring molecular interaction from co-localization, no numbers that did not come out of your pixels.
- Run Channel intensity, measured on the decoded array
- Gated Calibrated distance — this file carries no physical scale
- Blocked Molecular interaction inferred from co-localization
Foundation
The scientific foundation
Identifyn built the scientific operating foundation. BENNETT is what that foundation made possible.
Identifyn operated under a LEAN manufacturing system designed to standardize method development, image acquisition, processing, and documentation across conventional microscopy, super-resolution, and single-molecule imaging. Reproducible workflows, structured metadata, and disciplined documentation created the scientific training foundation for BENNETT.
- 3 years Building the Identifyn scientific system
- 40K+ Structured data points
- Multi-modal Conventional to single-molecule imaging
- 20+ years Across science & operational excellence
Ready to transform your research?
BENNETT is designed to reduce interpretive bias and workflow variability while lowering the time and cost required to move from native scientific data to defensible output.