Guide-linked quiz · Hard Level

How to Dispute a Medical Bill With AI Quiz

Tests telling a bill from an EOB, reading CPT and ICD-10 codes on an itemized bill, and building an appeal around the insurer's stated denial reason.

Question 1 of 8

How does a provider's bill differ from an Explanation of Benefits?

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Answers and explanations appear as you take the quiz.

  1. How does a provider's bill differ from an Explanation of Benefits?
    • The EOB is the final bill and must be paid within 30 days
    • The bill comes from your insurer and the EOB comes from the hospital
    • The EOB comes from your insurer and shows billed, allowed and paid amounts plus your share, but it isn't a bill
    • They are two copies of the same document
  2. On an itemized hospital bill, what do CPT/HCPCS codes describe compared with ICD-10 codes?
    • CPT and HCPCS codes describe procedures, supplies and drugs, while ICD-10 codes describe diagnoses
    • CPT codes describe diagnoses, while ICD-10 codes describe procedures
    • Both describe the insurer's payment decision
    • CPT codes are patient account numbers
  3. AI flags the same CPT code billed twice on the same date. What is the best next step?
    • Refuse to pay the entire bill
    • Report the hospital for fraud right away
    • Assume it's an error and subtract it from your payment
    • Ask the billing office to explain it, since a repeated code can be legitimate or a mistake
  4. Before pasting an EOB into a chatbot, what should you remove?
    • The CPT codes
    • Your name, date of birth, member ID and account numbers
    • The dates of service
    • The charge amounts
  5. You get a bill from an out-of-network anesthesiologist after surgery at an in-network hospital. Which U.S. law's protections does the guide suggest citing?
    • HIPAA
    • The Fair Credit Billing Act
    • The No Surprises Act
    • The Magnuson-Moss Warranty Act
  6. In medical billing, what does 'unbundling' mean?
    • Billing separately for items that are normally billed together as one package
    • Billing for a higher level of visit than was provided
    • Sending a bill before insurance has processed the claim
    • Charging for a service dated after discharge
  7. What should an AI-drafted appeal of a denied MRI be built around?
    • How long you've been a customer of the insurer
    • A general complaint about insurance costs
    • The AI's estimate of a fair price for the MRI
    • The insurer's stated denial reason and the plan wording it cites
  8. Why can't AI confirm on its own that a medical bill is wrong?
    • Chatbots aren't allowed to read billing codes
    • It can't see your medical records, so it can only flag patterns to question
    • Billing codes are secret and unpublished
    • AI tools always side with hospitals

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