Home / Audit Standard

We don't ask you to trust the output. We show you how it was tested.

Before we publish, every dossier goes through an independent, in-house review — an adversarial pass that resolves every citation, checks every figure, and grades the work. That review ships with the dossier, so you can see the verification, not just the conclusions.

01What gets checked

Adversarial by design.

The auditor's job is not to approve the dossier — it's to try to break it, assuming a claim is wrong until the primary source proves otherwise.

Every citation, live

Resolved against PubMed / Europe PMC, ClinicalTrials.gov and Crossref — metadata and topic match confirmed, retraction banners checked.

Every number

Traced to the primary report and re-stated with units, source, and the analytical-vs-clinical distinction made explicit.

Every figure

Reconciled against the text, the data, and its citation.

The thesis itself

Tested against the evidence — is each controlling claim grounded, or asserted? Language and boundaries policed: a surrogate is not an outcome.

02The loop

Find, correct, re-verify.

When the audit raises a concern, it returns to the authoring system, which corrects it where warranted and re-submits for a final verdict. What you receive is the settled record.

AuthorIndependent auditConcerns returnedCorrectedFinal verdict
The scorecard

Typically ~92/100, release-ready, zero fabricated citations.

Representative: the Precision AMR audit scored 92.4 / 100 — release-ready — with 138 sources resolved live and zero retractions.

Zemi Research publishes independent, pre-packaged research reports delivered as digital downloads (PDF + spreadsheet). These are information products — not medical, clinical, investment, legal, or professional advice; not a consulting, advisory, or regulated service; and they create no professional-client relationship. Provided for general informational use by industry professionals.