Use cases
The decision it improves
VERITAS is useful at the moment a finding turns into a decision — to follow up, to report, to submit, or to trust. Each role below is framed by the decision it makes better.
- Bench scientist
Should I chase this hit at the bench?
Without VERITAS
A striking differential-expression hit from the core facility's pipeline. Do I commit weeks of wet-lab follow-up to it?
With VERITAS
Run it through VERITAS first. If the donor-level pseudobulk axis breaks it, you learn it is pseudoreplication before you order a single reagent.
Wet-lab effort goes to findings that survive re-analysis, not to donor-driven artifacts.
- Computational biologist
Which of my findings are robust enough to report?
Without VERITAS
Dozens of candidate genes, each significant under my chosen pipeline. Which are pipeline artifacts and which are real?
With VERITAS
VERITAS reruns each across the multiverse and separates the robust survivors from the fragile ones — with the exact axis that fails a fragile finding.
You report the survivors and disclose the fragile ones, with a signed certificate per finding.
- PI / lab head
Is this manuscript claim defensible before submission?
Without VERITAS
A trainee's key figure rests on a single analysis pipeline. Will a reviewer's alternative choice overturn it?
With VERITAS
The certificate shows whether the claim holds across defensible choices and flags any structural confound with a re-derivable statistic — before a reviewer finds it.
Claims go out pre-checked against the objections a careful reviewer would raise.
- Reviewer / journal
Can I trust this finding without re-running the whole analysis?
Without VERITAS
A submission asserts a single-cell result. Independently re-analyzing it is hours of work you rarely have.
With VERITAS
Open the finding's public certificate by its id — no account needed. The signature is re-checked on read, and the bundle reproduces the result with one command.
Independent verification takes minutes, and the verdict is reproducible by anyone.
Improve your next decision
Verify a bundled sample in the console, or open a public certificate to see what a reviewer would see.