Oryx Centre for Strategic Futures
Oryx AI · Verified beta report
Large language models in healthcare, 2023–2026
A verified public-beta report from Oryx AI, answering: what does published evidence say about large language models in healthcare, 2023–2026?
What this is, plainly: a public-beta verification run (job 20261031-011705-c98c4d, 31 October 2026) — not a client delivery and not a sale. Every source was checked mechanically and the report passed a human review gate before publication: Riya Nalwa reviewed it with no corrections and approved publication on 4 November 2026.
Verification numbers (mechanical counts from the run):
- 10 sources screened, 7 included, 3 excluded
- 7 sources cited, 7/7 verified
- 25 citation markers, 0 invalid
- 35 claim sentences, 21 cited — sourced-claim rate 60%
Gaps in plain sight: 32 adversarial-review flags are recorded verbatim in the report. They were preserved, not resolved or hidden, because the reviewer approved the content as reviewed, with no corrections.
Read the report
- Full report (web version)
- Full report (PDF, 13 pages, with the Audit Certificate on page 1)
- Audit certificate (web version)
- Audit certificate (PDF)
Verify these files
SHA-256 hashes of the files above, computed 4 November 2026. Download a file, hash it yourself, and compare: if a file changes after publication, its hash changes too.
- Full report (web):
f9249550d15bcab3a3b73f6bb1f6110c9fb04d9c27c36b9ddabf926bee415956 - Full report (PDF):
77f30a3a4e40c6ceefaf1ac6b1a6ad8328d8ca53fbd3bd9627dba3210e90b3d9 - Audit certificate (web):
5055b83701b8216469edb03588ecca6bdf52673fa3fa9ab43a3de56cc84514b7 - Audit certificate (PDF):
7520207a0cf1dbb510c10a7514a3baa1e1c5c23ab04dc62dc908f4ed8f33fe53
Want a report like this on your own question, checked the same way?
How an Oryx AI engagement works · amartya@oryxai.in
Oryx Centre for Strategic Futures · oryxai.in