Detecting missing material facts in healthcare advertising using ApertureDB, Unstructured, and OpenAI
Healthcare marketing content — especially social media posts promoting prescription drugs — frequently omits FDA-required material facts such as contraindications and safety limitations because informal channels like influencer partnerships often skip formal review processes.
How it works
Common implementation structure
How this type of workflow is generally built, generalized across documented cases — not tied to any one vendor's stack. Click any stage to read what happens there. Specific products that implement these stages appear in “Tools commonly seen” below.
Stage 1 · Marketing document provided
A marketing claim image is provided as the input document to analyze.
The pipeline identifies omissions in healthcare marketing content — including the specific contraindication cited in the FDA's warning letter — and automates what previously required manual review, saving time and building credibility.
What failed first
Kim Kardashian's post promoting Diclegis omitted the drug's key contraindication — that it had not been studied in women with hyperemesis gravidarum — resulting in an FDA warning letter, illustrating that informal content channels lack systematic compliance checks.