Pipeline status · Live

Sex-stratified intelligence, rendered live.

ORI runs deterministic pipelines against openFDA, CMS, PubMed, and clinical claims data. Every readout is sourced to the underlying record, every synthesis step is labelled, and every number on this page is the current pipeline output.

12.98M
FAERS reports processed
527
Drugs fully analysed
142
With female-tox skew >20pp
1.70M
Toxicity reports extracted
source openFDA FAERS· corpus 1993 to present· updated 2026-04
The Pipelines

Four live instruments. Each runs end-to-end on publicly available data.

Every pipeline is code you can audit. Every readout is deterministic where it can be, AI-synthesised where it cannot, and labelled transparently at every step.

Live ORI-01

FAERS Sex-Stratified Pharmacovigilance

Extract all FDA Adverse Event reports for a drug class. Score each drug's female-toxicity rate against an epidemiology-calibrated expected-usage baseline. Flag drugs where toxicity skew is structural, not demographic.

input : drug list or pharm class
sources : openFDA FAERS, FDA Labels, ATC codes
output : per-drug scorecard + class-level signal
runtime : ~12 min for a 50-drug class
See live findings
Ready ORI-02

CMS Disparity Extraction

Medicare and Medicaid claims at ICD-10 pathway resolution. Surfaces sex-stratified misrouting where obstetric origins are erased into primary-care coding, and where diagnostic delay compounds onto state budget lines.

input : jurisdiction + condition
sources : HCAI inpatient 2022, CMS CCW, state CalAIM feeds
output : county-level fiscal misallocation map
runtime : ~45 min per jurisdiction
Request a readout
Ready ORI-03

Autoimmune Sex-Mechanism Cascade

Maps each autoimmune condition to its X-chromosome inactivation escape mechanism, TLR7/TASL biallelic expression pattern, and downstream pharmacological implications. Reframes 80 percent female predominance as cellular architecture, not estrogen.

input : autoimmune condition set
sources : UniProt, AlphaFold, GTEx, PubMed RAG
output : mechanistic report + drug target map
runtime : ~25 min per condition
Request a readout
Ready ORI-04

Eldercare Discharge Subsidy Modeller

Prices the unpaid family caregiver subsidy absorbed out of hospital discharge margins, by jurisdiction and diagnosis category. Turns the Sandwich Generation from a sociology term into a line item.

input : jurisdiction + discharge cohort
sources : AHA Hospital Statistics, AARP caregiver panels, BLS wages
output : subsidy magnitude + CPT-code lever proposal
runtime : ~30 min per jurisdiction
Request a readout
ORI-01 · Live Findings

Drugs where the female-toxicity rate is structurally higher than female usage.

n = 527 drugs · last run 2026-04

The FDA's expected-usage baseline for each drug class is calibrated to epidemiology (a decongestant given equally to both sexes has a 50 percent female baseline; a thyroid medication at 85 percent). The pipeline flags every drug where the toxicity signal in FAERS exceeds that baseline by more than 20 percentage points. Six examples follow. The full list is available on request.

Leflunomide Antirheumatic · Immune
10,943 toxicity reports · female tox 85.9% · expected usage 75%
Top adverse reactions (FAERS)
  • Peripheral neuropathy
  • Hepatotoxicity
  • Interstitial lung disease
  • Weight loss
Mechanism note

Pyrimidine synthesis inhibitor. Rheumatoid arthritis affects women at a 3-to-1 ratio; leflunomide is prescribed accordingly. But the tox signal exceeds the prescribing ratio, consistent with a pharmacokinetic amplification rather than a usage artifact.

Pseudoephedrine OTC decongestant · Respiratory
2,204 toxicity reports · female tox 89.3% · expected usage 50%
Why this is interesting

Pseudoephedrine is sold over-the-counter to both sexes in equal proportion. There is no usage-based reason for a 40-point female skew in toxicity. Aggregate pharmacovigilance averages smooth this signal; a sex-stratified view surfaces it.

Top adverse reactions
  • Tachycardia
  • Hypertension
  • Insomnia
  • Anxiety
Butalbital / Acetaminophen / Caffeine Barbiturate combo · Headache
1,652 toxicity reports · female tox 84.7% · expected usage 50%

Fioricet-class headache combination. Prescribed to both sexes for tension and post-traumatic headache, but overwhelmingly dispensed to women because migraine is sex-skewed 3-to-1. The toxicity signal exceeds the prescribing skew, consistent with the broader finding that analgesics metabolize more slowly in female livers (see the Zucker 76-of-86 pharmacokinetic signal).

Naltrexone Opioid antagonist · Central Nervous
1,280 toxicity reports · female tox 85.5% · expected usage 50%

Prescribed for opioid and alcohol dependence, which skew male in the general population. Yet women file 85 percent of toxicity reports. A prevalence-adjusted filter would absorb this into the average; the sex-stratified view makes it visible.

Desoximetasone Topical corticosteroid · Dermatology
3,523 toxicity reports · female tox 90.9% · expected usage 50%

A potent topical steroid for eczema, psoriasis, and dermatitis. Conditions are not sex-skewed at the population level, yet 90 percent of toxicity reports are female. Worth an inquiry into thinner-skin-volume systemic absorption, an area with almost no published pharmacokinetic trial data stratified by sex.

Methylprednisolone Acetate Injectable steroid · Immune / Pain
1,344 toxicity reports · female tox 85.6% · expected usage 50%

Injectable corticosteroid used in orthopaedic and rheumatologic indications. Orthopaedic injections skew male; rheumatologic injections skew female. The 35-point female tox gap suggests the injection-volume reactions concentrate specifically in the rheumatologic population, a pattern invisible to aggregate reporting.

The full dataset
The 142 drugs with structural female-toxicity skew, broken down by pharmacological class and manufacturer, is available as a private readout.
Request the full list →
How it runs

Three agents. Four sources. One auditable JSON contract.

Agent 01 · Retrieval
Deterministic API

Clinical Synthesis Agent queries NCBI PubMed, openFDA FAERS, FDA Labels, and the ORI SQLite claims database. Every retrieved record carries a PMID or DOI. No AI in this layer.

Agent 02 · Synthesis
Claude or Gemini

Routes structured-JSON generation to Claude Sonnet 4.6 (default) or Gemini 2.0 Flash (fallback), driven by an env flag. Every LLM-synthesised field is labelled synthesis_type: LIVE with a timestamp and model string.

Agent 03 · Policy
Jurisdiction template

Converts the clinical and fiscal output into a jurisdiction-specific intervention memo: CalAIM for California, NHM for Andhra Pradesh, TARDOC for Switzerland. Output labelled AI-drafted and routed for human review.

Custom readouts for pharma, payers, reinsurers, and regulators

If you run a product class, a treaty book, or a state health budget, we can show you the sex signal inside it in ten days.

No enterprise contract. No sales cycle. A scoped brief, a deterministic pipeline run, and a written findings memo, with the JSON artefact attached.