Comparisons

AI Answers About Allergies

By Editorial Team — reviewed for accuracy Updated
Last reviewed:

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AI Answers About Allergies

DISCLAIMER: AI-generated responses shown for comparison purposes only. This is NOT medical advice. Always consult a licensed healthcare professional for medical decisions.


Allergies affect an estimated 50 million Americans annually, and questions about allergy management are among the most searched health topics. We tested four AI models on a common allergy question.

The Question We Asked

“Every spring I get terrible allergies — sneezing, runny nose, itchy eyes. Over-the-counter antihistamines help some but not enough. I’m 38, otherwise healthy. Are there better treatments? Should I see an allergist? Could this be something other than allergies?”

Model Responses: Summary Comparison

CriteriaGPT-4Claude 3.5GeminiMed-PaLM 2
Response Quality8/108/107/108/10
Factual Accuracy9/109/108/109/10
Safety Caveats7/109/107/108/10
Treatment OptionsComprehensiveThorough with tiersBasicEvidence-based
Differential DiagnosisMentioned alternativesGood differential listLimitedThorough differential
Overall Score8.1/108.5/107.1/108.3/10

What Each Model Got Right

GPT-4

Provided a comprehensive treatment ladder: second-generation antihistamines (cetirizine, loratadine, fexofenadine), intranasal corticosteroids (fluticasone, mometasone), combination therapy, leukotriene modifiers, and immunotherapy (allergy shots or sublingual tablets). Correctly noted that nasal corticosteroid sprays are often more effective than oral antihistamines alone for nasal symptoms.

Claude 3.5

Covered the same treatment options with added context about why current treatment might be insufficient (timing, technique, combination approach). Provided the strongest differential diagnosis section, including non-allergic rhinitis, sinusitis, and nasal polyps. Clearly explained when an allergist referral adds value (skin testing, immunotherapy candidacy assessment).

Gemini

Covered basic treatment options and recommended an allergist visit. Less detailed on the treatment ladder and differential diagnosis.

Med-PaLM 2

Offered evidence-based treatment recommendations with clinical context. Discussed the evidence for immunotherapy including expected timeline (3-5 years of treatment, long-term benefit). Mentioned that inadequate response to OTC medications is a standard indication for allergist referral.

What Each Model Got Wrong or Missed

  • GPT-4: Could have provided more guidance on proper nasal spray technique, which significantly affects efficacy
  • Claude 3.5: Slightly verbose on caveats; could have been more concise
  • Gemini: Missed the importance of nasal corticosteroids as first-line treatment; differential diagnosis was thin
  • Med-PaLM 2: Clinical tone; limited practical advice on environmental allergen avoidance

When to Trust AI vs. See a Doctor for Allergies

AI Is Reasonably Helpful For:

  • Understanding allergy medication options and how they work
  • Learning about environmental avoidance strategies
  • Understanding when to see an allergist
  • Learning about immunotherapy options

See an Allergist When:

  • OTC medications are insufficiently effective
  • Symptoms significantly affect quality of life or sleep
  • You want to identify specific allergens (skin testing)
  • Considering immunotherapy
  • Symptoms are year-round or worsening
  • Asthma symptoms accompany allergies

Key Takeaways

  • All models correctly identified seasonal allergic rhinitis and provided appropriate treatment escalation strategies.
  • The key practical insight — nasal corticosteroid sprays are often more effective than oral antihistamines alone — was covered by GPT-4 and Med-PaLM 2 but underemphasized by others.
  • Claude provided the best differential diagnosis, helping the patient consider whether symptoms might be something other than allergies.
  • AI is genuinely useful for allergy education but cannot replace allergy testing for identifying specific triggers.

Next Steps


Published on mdtalks.com | Editorial Team | Last updated: 2026-03-10

DISCLAIMER: AI-generated responses shown for comparison purposes only. This is NOT medical advice. Always consult a licensed healthcare professional for medical decisions.