https://www.theraintel.com A clinician's read on healthcare AI. Independent news and analysis on AI in pharmacy, telepharmacy, and clinical operations, written by Shan Siddique, PharmD. en-us https://www.theraintel.com/blog/medical-affairs-ai-fabrication-risk https://www.theraintel.com/blog/medical-affairs-ai-fabrication-risk Sat, 27 Jun 2026 00:00:00 GMT Medical Affairs 27% of MSLs now use AI to prep for KOL meetings and only 33% of their companies have a policy. The function built to catch fabricated citations is adopting AI that writes them. https://www.theraintel.com/blog/clinical-ai-decay-monitoring-gap https://www.theraintel.com/blog/clinical-ai-decay-monitoring-gap Sat, 20 Jun 2026 00:00:00 GMT Clinical AI The Joint Commission started certifying hospitals for responsible AI in June 2026. The standard most will fail is the one that treats a clinical model as a perishable asset, not a one-time install. https://www.theraintel.com/blog/ambient-ai-minute-per-note https://www.theraintel.com/blog/ambient-ai-minute-per-note Sat, 13 Jun 2026 00:00:00 GMT Clinical AI The largest objective study of ambient AI scribes clocked the gain at one minute per note. Systems that bought it as a productivity play will fail the CFO's test. https://www.theraintel.com/blog/ai-verification-pharmacist-of-record https://www.theraintel.com/blog/ai-verification-pharmacist-of-record Thu, 11 Jun 2026 00:00:00 GMT Telepharmacy Central fill runs error rates below one in a million, yet telepharmacy can't scale past one pharmacist's verify click. The bottleneck is the law, not the tech. https://www.theraintel.com/blog/ehr-bottleneck-healthcare-ai-scale https://www.theraintel.com/blog/ehr-bottleneck-healthcare-ai-scale Sat, 06 Jun 2026 00:00:00 GMT AI Strategy Hospital CIOs committed $1.4B to AI last year. Only 4% achieved scaled implementation. The problem isn't ambition: it's that 74% are still waiting for Epic to build their AI strategy. https://www.theraintel.com/blog/admin-ai-arms-race-healthcare-costs https://www.theraintel.com/blog/admin-ai-arms-race-healthcare-costs Fri, 05 Jun 2026 00:00:00 GMT AI Strategy PHTI's April 2026 report found that administrative AI reduces individual transaction costs while inflating system-level spending. The bot wars are live, the upcoding arms race is documented, and most health system ROI dashboards are measuring the wrong variable. https://www.theraintel.com/blog/clinical-ai-deskilling-governance https://www.theraintel.com/blog/clinical-ai-deskilling-governance Thu, 04 Jun 2026 00:00:00 GMT Clinical AI Expert endoscopists lost 6 points of cancer detection after months with AI. Deskilling is now measured, and only 22% of health systems govern it. https://www.theraintel.com/blog/dea-telepharmacy-ai-window https://www.theraintel.com/blog/dea-telepharmacy-ai-window Mon, 01 Jun 2026 00:00:00 GMT Telepharmacy The DEA's 4th telemedicine extension gives telepharmacy programs a build window through Dec 31, 2026. Most are treating it as a reprieve. Here's the AI workflow strategy that changes the capacity math. https://www.theraintel.com/blog/telepharmacy-ai-workforce-redesign https://www.theraintel.com/blog/telepharmacy-ai-workforce-redesign Sun, 24 May 2026 00:00:00 GMT Telepharmacy 78.2% of community pharmacists report emotional exhaustion, the highest burnout rate in healthcare. Most telepharmacy deployments moved the crisis, not solved it. Here's the workflow redesign framework that actually changes the outcome. https://www.theraintel.com/blog/wrong-scorecard-pharmacy-ai-roi https://www.theraintel.com/blog/wrong-scorecard-pharmacy-ai-roi Tue, 19 May 2026 00:00:00 GMT AI Strategy 85% of healthcare AI projects fail before proving value. For pharmacy AI, the problem is a measurement mismatch. Health systems apply ambient-documentation ROI frameworks to cost-avoidance tools, making functioning pharmacy AI invisible at budget time. https://www.theraintel.com/blog/oig-ma-ai-coding-fraud-vector https://www.theraintel.com/blog/oig-ma-ai-coding-fraud-vector Mon, 11 May 2026 00:00:00 GMT AI Regulation OIG named AI coding prompts a Medicare Advantage fraud vector. Kaiser paid $556M for the same practice. Here's what ambient AI users must do now. https://www.theraintel.com/blog/ambient-ai-pharmacist-blind-spot https://www.theraintel.com/blog/ambient-ai-pharmacist-blind-spot Mon, 04 May 2026 00:00:00 GMT Telepharmacy A 2026 npj Digital Medicine study found audio-only ambient AI scribes capture medication strength and form 28% of the time. Most health systems are deploying audio-only platforms anyway. https://www.theraintel.com/blog/utah-ai-rx-sandbox-authority https://www.theraintel.com/blog/utah-ai-rx-sandbox-authority Wed, 29 Apr 2026 00:00:00 GMT AI Regulation On April 28, 2026, Utah dismissed its own Medical Licensing Board's demand to halt the Doctronic AI prescription renewal program. Here's what telepharmacy operators and pharmacy directors need to do now. https://www.theraintel.com/blog/healthcare-ai-governance-gap https://www.theraintel.com/blog/healthcare-ai-governance-gap Tue, 28 Apr 2026 00:00:00 GMT AI Strategy Three in four health systems have deployed AI. Only 18% have a formal governance policy. This isn't a technology gap. It's an active compliance liability that will be triggered by your next payer audit, regulatory inspection, or patient safety event. https://www.theraintel.com/blog/cms-drug-epa-ncpdp-2026 https://www.theraintel.com/blog/cms-drug-epa-ncpdp-2026 Mon, 27 Apr 2026 00:00:00 GMT AI Regulation CMS's April 10, 2026 proposed rule separates drug prior authorization into FHIR and NCPDP tracks, with an October 2027 compliance deadline most pharmacy teams aren't planning for. https://www.theraintel.com/blog/fda-ai-cgmp-enforcement-warning-letter https://www.theraintel.com/blog/fda-ai-cgmp-enforcement-warning-letter Mon, 27 Apr 2026 00:00:00 GMT AI Regulation The first FDA cGMP warning letter to cite AI misuse as a standalone deficiency landed April 2, 2026. For pharmacy directors running AI in regulated workflows, this is the line of demarcation. https://www.theraintel.com/blog/autonomous-ai-prescribing-fda-gap https://www.theraintel.com/blog/autonomous-ai-prescribing-fda-gap Mon, 20 Apr 2026 00:00:00 GMT AI Regulation Utah's Doctronic pilot exposes a jurisdiction gap that no health system is prepared for, and pharmacy is squarely in the middle. Here's what that means for your operations right now. https://www.theraintel.com/blog/drug-pa-cms-0062-rule-2026 https://www.theraintel.com/blog/drug-pa-cms-0062-rule-2026 Tue, 14 Apr 2026 00:00:00 GMT AI Regulation A four-day-old proposed rule forces AI accountability into pharmacy, and the comment window closes June 15, 2026. Here's what every pharmacy director needs to do before then. https://www.theraintel.com/blog/ai-billing-gap-cpt-2026 https://www.theraintel.com/blog/ai-billing-gap-cpt-2026 Mon, 06 Apr 2026 00:00:00 GMT AI Regulation CPT 2026 gave healthcare AI its first billing vocabulary. CMS declined to fund most of it. Here is the financial and compliance trap healthcare leaders are walking into. https://www.theraintel.com/blog/the-pilot-trap-healthcare-ai-scale https://www.theraintel.com/blog/the-pilot-trap-healthcare-ai-scale Mon, 23 Mar 2026 00:00:00 GMT AI Strategy Health systems aren't failing at AI because the technology is broken. They're failing because the adoption model they inherited from traditional software procurement doesn't apply to clinical AI. https://www.theraintel.com/blog/cms-access-tempo-deadline-2026 https://www.theraintel.com/blog/cms-access-tempo-deadline-2026 Mon, 16 Mar 2026 00:00:00 GMT AI Strategy CMS and FDA opened the first outcome-aligned payment pathway for AI-enabled chronic care. Applications close April 1, 2026. Most clinical leaders haven't filed, and most don't know why that matters yet. https://www.theraintel.com/blog/agentic-ai-reshaping-telepharmacy https://www.theraintel.com/blog/agentic-ai-reshaping-telepharmacy Mon, 09 Mar 2026 00:00:00 GMT Telepharmacy Walgreens fills 60% of prescriptions with robotics. CVS deploys AI across 9,000 locations. Yet 81% of hospital pharmacy operations haven't adopted AI at any level. The gap isn't a technology problem. It's a strategic framing problem. https://www.theraintel.com/blog/fda-cds-transparency-guidance-2026 https://www.theraintel.com/blog/fda-cds-transparency-guidance-2026 Mon, 02 Mar 2026 00:00:00 GMT AI Regulation The FDA's January 2026 Clinical Decision Support guidance dismantles the black-box era in clinical AI. For telepharmacy operators, the compliance window is already open. https://www.theraintel.com/blog/ehr-ai-tools-fail-point-of-care https://www.theraintel.com/blog/ehr-ai-tools-fail-point-of-care Sun, 01 Mar 2026 00:00:00 GMT Clinical AI Clinicians in AI-enabled health systems are receiving up to 200 alerts per day. They override 96% of them. The problem isn't the AI. It's the integration strategy.