Pharma’s Blind Spot: How AI Citation Sources Are Reshaping Drug Brand Risk
When a patient asks ChatGPT whether Ozempic causes pancreatitis, the answer they receive depends entirely on which sources the model […]
General
The Dependence Problem: Medications That Can Quietly Turn Into Something Else
There are two kinds of “dependency” in medicine. One is the obvious sort—people miss a dose and feel terrible. The
The Most Dangerous Revenue Stream Is the One You Don’t Control
No pharmaceutical brand team sets a quarterly target for off-label prescriptions. Nobody puts “unauthorized use growth” on a slide for
Before You Pour Another Glass: the “Can I Take This With Alcohol?” Questions People Actually Ask
Alcohol is the universal solvent. It dissolves inhibitions, plans, and—sometimes—drug safety. If you’re taking prescription medicines (especially the ones that
When a Patient Asks ChatGPT About Their Diagnosis, Who Answers?
In 2023, a 54-year-old woman in Phoenix typed a question into ChatGPT that her endocrinologist hadn’t fully answered to her
Pharma Companies That Ignore AI Monitoring Will Lose Narrative Control
When a physician in Ohio types “best GLP-1 for weight loss” into Perplexity and receives a two-paragraph synthesis with no
When AI Gets Drugs Wrong: Real Hallucination Examples and What Pharma Can Do Now
ChatGPT has told patients that Ozempic is FDA-approved for weight loss in children. Gemini has cited drug interaction warnings that
When AI Gives Off-Label Drug Advice: What Pharma Must Track Now
A patient asks ChatGPT whether their antidepressant can help with chronic pain. Another asks Gemini if a GLP-1 drug will
AI Search Is Eating Google’s Drug Traffic — And Pharma Isn’t Ready
When a patient types “is Ozempic safe for someone with a history of pancreatitis?” into ChatGPT, they get an answer
The Pharma AI Monitoring Playbook: Track LLM Mentions, Catch Hallucinations, Protect Your Brand
Most pharmaceutical companies still don’t know what ChatGPT says about their drugs. They don’t know whether Perplexity recommends their biologic
Oracle Argus vs Veeva Vault Safety vs ArisGlobal LifeSphere: Which PV Platform Actually Fits Your Team
Three vendors control most of the case-processing market that keeps adverse event reports moving from intake to FDA submission. Oracle
Brand vs. Brand: The Top Drug-Switching Confusion Questions People Keep Asking
Drug switching is supposed to be boring: same active ingredient, same job, fewer surprises. But in the real world, “brand
