VerityBetaby Olto
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The Evidence Engine for Precision Medicine

Every number a cited engine can prove.
None a language model made up.

Verity classifies variants, resolves pharmacogenomic phenotypes, and computes doses with deterministic, guideline-cited engines, sealed with a recomputable hash and independently re-verifiable. A CAP inspector, a journal reviewer, and a skeptical MD can each recompute any output offline.

Open the workbench →How it works

Product status and scientific standing are separate. Beta describes how finished the software is. It says nothing about the evidence behind the model, and the research-use-only boundary is not a beta limitation that general availability will lift. What has and has not been evaluated.

Recompute it yourself: live, no server, no AI
Classification
Likely pathogenic
Likely pathogenic (i)
Tavtigian points
+10
P ≈ 99%

⚠ The categorical and points engines disagree here, so Verity flags this for human review instead of picking a tier.

Richards 2015 combining rules + Tavtigian 2020 points. The same functions run in the product, on the server, and in the known-answer test suite, with identical output everywhere.

Computed, not asserted

ACMG/AMP combining rules (Richards 2015) plus the Tavtigian points model, transcribed from the papers and known-answer tested. The model orchestrates and explains; it never emits a code or a number.

Attributed

Every applied criterion must carry an evidence source: a PMID, a ClinVar SCV, a gnomAD frequency. Enforced in the engine and again in the database. No un-sourced codes, ever.

Sealed & falsifiable

Each classification is sealed with a SHA-256 hash over its evidence and verdict, on a hash-chained audit trail. Anyone can re-derive it, and the platform can refute a verdict that doesn't reproduce.

Two engines, honest dissent

Richards categorical and Tavtigian points run in parallel. When they disagree, Verity flags it for molecular-pathologist review instead of quietly choosing a tier.

Reviewed before release

A classification is locked and requires molecular-pathologist sign-off. Research-use-only, non-diagnostic, physician-in-the-loop, designed to sit inside the FDA non-device CDS boundary.

Protein analysis & synthesis

ProtParam-class physicochemistry (pI, MW, ε₂₈₀, GRAVY, aliphatic index), a developability liability scan for biologics, and codon-optimized construct design: all deterministic, verified against published ExPASy values.

Native to the lab

A Verity classification hands off to a real wet-lab assay in Olto (organoid or plate → dataset → back-calculated potency = functional evidence) and returns, closing interpretation → validation → evidence.