Brand vs. Generic: The Substitution Confusion Questions That Keep Coming Back
There are two kinds of medication questions: the ones that are really about pharmacology, and the ones that are really […]
The Brand-Switching Confusion That Keeps Coming Back (And Why It Matters)
Drug switching is supposed to be boring: same active ingredient, same job, fewer headaches. But in the real world—formularies, insurance
The Food-and-Drug Interaction Myths That Keep Coming Back (and the Questions People Ask Instead)
Top food and drug interaction questions people keep getting wrong Every week, the same themes show up in patient questions:
The Discontinuation Question Everyone Asks: Can I Stop Taking It Now?
There are two kinds of medication questions: the ones you ask when you’re starting, and the ones you ask when
Dosing: The Three Ways It Goes Wrong—Too Much, Too Little, and the Timing That Pretends It Doesn’t Matter
There are two kinds of dosing confusion: the kind that comes from misunderstanding a label, and the kind that comes
When AI Gets Your Drug Wrong: The Hidden Risk of Outdated Training Data in Pharma AI Responses
In March 2023, the FDA updated the prescribing information for Dupixent (dupilumab) to include new warnings around eosinophilic conditions. Physicians
What ChatGPT Gets Wrong About Drug Safety in Pregnancy — And Why Pharma Should Care
A pregnant patient searches ‘is it safe to take metformin while pregnant’ in ChatGPT. The answer she receives is plausible,
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
When AI Gets Clinical Trials Wrong: What Pharma Brand Teams Must Monitor Now
A physician in Cincinnati asks ChatGPT whether semaglutide reduces cardiovascular events in patients without diabetes. The AI answers confidently, citing
Pharma Brand Protection in the Age of AI: Monitor LLMs Before They Monitor You
Every day, millions of patients type questions about their prescriptions into ChatGPT, Perplexity, Gemini, and Claude. They ask whether Ozempic
Inside AEO for Pharma: The Tools Watching What ChatGPT Says About Your Drug
A patient with rheumatoid arthritis does not always call her rheumatologist first anymore. She opens ChatGPT and asks whether switching
When AI Gives Contradictory Drug Advice: The Pharma Brand Risk No One Is Measuring
Ask ChatGPT whether Ozempic is safe for patients with a history of pancreatitis. Then ask Gemini. Then ask Perplexity. You
