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Atlas/Methodology

How Atlas works

Atlas is built from public regulatory documents only. Every answer is a verbatim quote with its source and page, checked by machine before it is published.

What Atlas covers

109 products approved by FDA or through the EU centralised procedure, across five modalities: bispecific antibodies (18), antibody-drug conjugates (14), oligonucleotides (24), gene therapy (26), cell therapy (27). Coverage aims to include every approval in these modalities as of 13 Oct 2026. Radioconjugates, immunotoxins and products approved only outside the US and EU are out of scope. A product is left out when no review documents are public.

Sources

Extraction

For each product, AI agents extract the same 15 fields (species and rationale, surrogates, study length and design, genotoxicity, carcinogenicity, reproductive toxicity, safety pharmacology, first-in-human dose, NOAEL, immune findings, biodistribution and modality-specific risks). Each value must come with a verbatim quote, the document and the page.

Verification

Every quote is checked, word for word, against the text of the page it cites. If one quote fails, the build fails and nothing is published. Today 1,529 of 1,529 quotes pass.

How Atlas stays current

A scheduled job checks the sources every week: new FDA approvals and review documents (Drugs@FDA and CBER), new EMA authorisations and assessment report updates, and changes to ICH and FDA guidance pages. Anything new goes into a review queue. Extraction and verification run on everything in the queue, and an update is published on the first Monday of each month.

Summaries and counts

Board dots and counts (species, conducted or skipped studies) are derived from the extracted text and spot-checked. How the first human dose was set is classified by hand: 9 of 109 reviews state it; the rest are marked partly stated or not stated. Study lengths worked out from a dosing schedule are labelled “derived”.

Limits

See it in practice

Open any board and click a cell to read the regulator's sentence.

Open the bispecifics board