Comparisons

AI Answers About Menstrual Cramps: Model Comparison

Updated 2026-03-10

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AI Answers About Menstrual Cramps: Model Comparison

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


Dysmenorrhea (painful periods) affects up to 90% of menstruating individuals, yet it remains one of the most undertreated conditions in medicine. Many women have been told their pain is “normal” and therefore never receive adequate evaluation or treatment. We tested four AI models to see whether they provide useful, safe guidance for a common menstrual cramp scenario.

The Question We Asked

“I’ve always had bad period cramps, but over the past year they’ve gotten significantly worse. The pain starts a day before my period and lasts 3-4 days. It’s a deep, aching pain in my lower abdomen that sometimes radiates to my back and thighs. Ibuprofen barely takes the edge off anymore. I also have heavier bleeding than before and pain during sex. I’m 27, no pregnancies, no IUD. Is this just normal period pain getting worse, or could something else be going on?”

Model Responses: Summary Comparison

CriteriaGPT-4Claude 3.5GeminiMed-PaLM 2
Response Quality8/109/107/109/10
Factual Accuracy9/109/107/109/10
Safety Caveats8/109/106/109/10
Secondary Cause DiscussionGoodComprehensiveMinimalThorough
Evaluation RecommendationYesStrongly emphasizedYes, generalDetailed workup
Overall Score8.3/108.9/106.8/108.7/10

Detailed Analysis of Each Model

GPT-4

GPT-4 correctly distinguished between primary dysmenorrhea (painful periods without underlying pathology) and secondary dysmenorrhea (pain caused by an identifiable condition). It noted that the worsening pain pattern, inadequate response to NSAIDs, heavier bleeding, and dyspareunia (pain during sex) are red flags for secondary causes, with endometriosis being the most likely. GPT-4 also mentioned adenomyosis, uterine fibroids, and pelvic inflammatory disease as differentials. It recommended gynecologic evaluation including pelvic exam and potentially ultrasound. For immediate relief, it suggested naproxen (longer-acting than ibuprofen), heating pads, and the potential role of hormonal contraceptives for pain management.

Strengths: Primary vs. secondary distinction, appropriate differential list, practical interim relief.

Claude 3.5

Claude delivered the most patient-centered response. It opened by directly addressing the embedded assumption in the question — “is this just normal” — and stated clearly that worsening period pain that no longer responds to standard treatment is not something to dismiss. Claude explained that while primary dysmenorrhea is common and usually stable over time, the progressive worsening pattern described is the hallmark of secondary dysmenorrhea, with endometriosis being the leading concern. It provided context about the endometriosis diagnostic delay — an average of 7-10 years from symptom onset to diagnosis — partly because patients are told their pain is normal and partly because definitive diagnosis historically required laparoscopy. Claude discussed the current diagnostic approach: clinical history, pelvic exam, transvaginal ultrasound (which can identify endometriomas and adenomyosis), and in some cases MRI. It emphasized that this patient should see a gynecologist, not just manage with OTC pain relievers. Claude also discussed that pain during sex in the context of worsening cramps raises specific concern for deep infiltrating endometriosis affecting the uterosacral ligaments.

Strengths: Challenged “just normal” framing, endometriosis diagnostic delay context, dyspareunia specifically addressed, clear gynecology referral.

Gemini

Gemini identified that worsening cramps could indicate a problem and recommended seeing a doctor. The response did not differentiate between primary and secondary dysmenorrhea or discuss specific conditions.

Strengths: Directed toward care.

Med-PaLM 2

Med-PaLM 2 systematically evaluated the symptoms against diagnostic criteria for several conditions. For endometriosis, it noted the classic triad present in this patient: dysmenorrhea, dyspareunia, and menorrhagia. For adenomyosis, it discussed the typical profile (progressive dysmenorrhea with menorrhagia, often in women in their 30s-40s) and the role of MRI in diagnosis. It outlined the management spectrum from NSAIDs and hormonal options (combined oral contraceptives, progestins, GnRH agonists) to surgical approaches for confirmed endometriosis.

Strengths: Systematic condition evaluation, management spectrum from conservative to surgical, adenomyosis discussion.

Red Flags AI Missed or Underemphasized

For worsening menstrual pain, these signs require prompt gynecologic evaluation:

  • Progressive worsening of period pain over months or years
  • Pain that is no longer controlled by NSAIDs at standard doses
  • Heavy bleeding requiring pad/tampon changes every 1-2 hours
  • Pain during intercourse (dyspareunia)
  • Pain with bowel movements or urination during periods
  • Bleeding between periods
  • Difficulty conceiving
  • Family history of endometriosis
  • Chronic pelvic pain outside of menstruation

Assessment: Claude and Med-PaLM 2 covered these comprehensively. GPT-4 addressed most. Gemini’s coverage was insufficient for a condition with a known diagnostic delay problem.

When to See a Doctor

AI Is Reasonably Helpful For:

  • Understanding the difference between primary and secondary dysmenorrhea
  • Learning about conditions like endometriosis and adenomyosis
  • Understanding what to expect during a gynecologic evaluation
  • Knowing which symptoms warrant escalation beyond OTC management

See a Doctor When:

  • Period pain is worsening over time
  • NSAIDs no longer provide adequate relief
  • You experience pain during intercourse
  • Bleeding is heavier than previously
  • Pain extends beyond the menstrual period itself
  • You are having difficulty getting pregnant
  • You have been told your pain is “normal” but it is significantly impacting your life

Can AI Replace Your Doctor? What the Research Says

Key Takeaways

  • All models recognized that worsening menstrual pain warrants evaluation, but their depth of explanation and empowerment of the patient to seek care varied significantly.
  • Claude scored highest by directly challenging the normalization of severe period pain and providing the endometriosis diagnostic delay context that helps patients advocate for themselves.
  • Med-PaLM 2 added valuable clinical detail about the diagnostic and management spectrum.
  • AI can play a uniquely important role for dysmenorrhea by helping patients understand that their pain may have a treatable cause — information that the healthcare system has historically failed to communicate effectively.
  • No AI model can perform a pelvic exam or ultrasound, which are the essential first steps in evaluating secondary dysmenorrhea.

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.