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Assembling Your AI Toolkit in Family Medicine

KARIM HANNA, MD

FPM. 2025;32(6):27-31.

Author disclosure: Dr. Hanna discloses that he serves in an advisory role with ReachRx, an AI platform focused on pharmaceutical information.

This content conforms to AAFP criteria for CME.

This curated list of AI tools that save time and support evidence-based decisions offers a solid starting point for building your own AI toolkit.

Artificial intelligence (AI) has swiftly shifted from futuristic hype to everyday reality. Family physicians are uniquely positioned to benefit from this shift because our work requires managing broad medical knowledge as well as time-consuming administrative tasks, all while nurturing the doctor-patient relationship. AI isn't here to sideline us; it's here to support us, like a reliable assistant who handles some of the work, freeing us to focus on the human elements that drew us into this field.1

This article describes what family physicians should consider when assembling their AI toolkit. I've curated this list through hands-on use in busy clinics and teaching rounds, and I've tested these tools in real-world scenarios, prioritizing those that are free or low-cost, user-friendly, and adaptable. Of course, the AI landscape evolves faster than influenza strains in winter. New tools pop up weekly, and what works today might be outdated tomorrow. This list of AI tools isn't exhaustive, but it's a solid starting point for family physicians looking to dip their toes in the AI waters without drowning in options.

To make this toolkit actionable, I've organized it around five key categories and use cases:

  1. Clinical knowledge assistants, which excel at rapid, evidence-based information retrieval — such as pulling up the latest clinical guidelines mid-visit,
  2. Decision support tools, which go further, aiding in diagnostic reasoning, differentials, and management plans by synthesizing patient data into structured insights,
  3. Documentation support, which can save you time,
  4. Administrative support, which can save you frustration,
  5. Learning support, which can help you stay current amid information overload.

KEY POINTS

  • AI tools can enhance family physicians' efficiency by supporting clinical decisions, reducing administrative burdens, and improving documentation.
  • This curated AI toolkit includes clinical knowledge assistants, decision support tools, documentation support, administrative support, and learning support, all designed to save time and improve patient care.
  • While AI tools are valuable, physicians must always verify AI-generated outputs to ensure accuracy and maintain the human touch in patient care.

1. CLINICAL KNOWLEDGE ASSISTANTS

Case: A 45-year-old patient with type 2 diabetes asks about the newest glucagon-like peptide-1 (GLP-1) agonist options during a routine follow-up visit, and you need to quickly access up-to-date, citable evidence without derailing the visit.

Dr. Hanna is associate professor and program director at the University of South Florida Family Medicine Residency Program, Tampa. He is also a clinical informaticist and author of the AI+MedEd blog, https://karimhannamd.substack.com.

Author disclosure: Dr. Hanna discloses that he serves in an advisory role with ReachRx, an AI platform focused on pharmaceutical information.

Send comments to fpmedit@aafp.org, or add your comments to the article online.

Author disclosure: Dr. Hanna discloses that he serves in an advisory role with ReachRx, an AI platform focused on pharmaceutical information.

  1. 1.Hanna K, Chartash D, Liaw W, et al. Family medicine must prepare for artificial intelligence. J Am Board Fam Med. 2024;37(4):520-524.
  2. 2.Hurt RT, Stephenson CR, Gilman EA, et al. The use of an artificial intelligence platform OpenEvidence to augment clinical decision-making for primary care physicians. J Prim Care Community Health. 2025;16 :21501319251332215.
  3. 3.Chaudry S, Lee D, Wright S. 20 tips for using an AI virtual scribe to document office visits. Fam Pract Manag. 2025;32(2):5-8.
  4. 4.Tierney AA, Gayre G, Hoberman B, et al. Ambient artificial intelligence scribes: learnings after one year and over 2.5 million uses. NEJM Catal Innov Care Deliv. 2025;6(5).
  5. 5.You JG, Dbouk RH, Landman A, et al. Ambient documentation technology in clinician experience of documentation burden and burnout. JAMA Netw Open. 2025;8(8):e2528056.
  6. 6.Muro M, Maxim R, Whiton J. Automation and Artificial Intelligence: How Machines Are Affecting People and Places. The Brookings Institution. Jan. 24, 2019. Accessed Sept. 2, 2025. https://www.brookings.edu/research/automation-and-artificial-intelligence-how-machines-affect-people-and-places

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