Company · Validation & regulatory

Validation and regulatory status

How each product is validated against pathologist reads, how model versions are controlled, and where each product stands with regulators.

Method

How products are validated

1

Reference standard

Pathologist annotation, compared reader by reader, or a molecular reference where one exists.

2

Held-out cohort

Cases from sites and scanners not seen in training; at least 100 per product.

3

Metrics that match the use

Agreement at the clinical threshold, not only overall accuracy.

4

Locked and versioned

Each release is frozen, numbered and documented before it reaches a laboratory.

Regulatory status

Status by product

Status is stated per product and per jurisdiction, in the wording of the applicable mark.

Product
Regulatory status
Validation summary
Octo CellularityResearch use only83.1% agreement with consensus · 414 cases
Octo ImmuneResearch use only942 cases
Octo MitosisResearch use only86% detection accuracy · 105 images
Octo E-NResearch use onlyValidation in progress
Octo DuctResearch use only128 resections · gland architecture prognostic in TCGA-PAAD
Nemo ER-PRResearch use onlyDetection F1 0.84 · 210,419 nuclei
Nemo HER2Research use onlyF1 0.984, pilot
Nemo PD-L1Research use onlyDetection F1 0.82 · TPS r = 0.93 · 32 regions
Nemo Ki67Research use onlyF1 0.934, pilot
Quality

Quality and security

Quality management

ISO 13485 quality system in preparation.

Information security

NHS DSPT submitted; ISO 27001 in preparation; on-premises by default.

Post-market surveillance

Performance monitored per site; drift reported.

Need the documentation?

Validation summaries and technical files are shared with laboratories and partners under NDA.