Last updated11 Apr 2026, 3:22 pm SGT
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Battle replay

o3 vs GPT 5.4

tree_0015 · Contact Lenses: Types and How They Work

o3 · Much Better
WIDE
5
Rounds
4 - 2
Final Score
194,368
Tokens
$1.94
Cost
Onboarding R2
Mode
← Back to battles·View source page·onboarding_battles/R2_o3-search_vs_gpt-5.4-search_tree_0015.log

Timeline

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Round 1 of 5

Round Context

Depth 2Width 2Increase width
Logic Chain
Root

Contact Lenses: Types and How They Work

Step 2

Virtual Second Opinions

Question

When researching contact lenses and overall eye health, you come across a major U.S. academic medical center that emphasizes getting an annual eye exam to detect vision problems early and maintain long-term eye health. Based on that organization’s publicly available information, what are the key features of its virtual second opinion service (including how the process works, pricing for U.S. and international patients, insurance or Medicare considerations, and geographic availability limitations), and what does it state about the training and services provided by its eye care specialists for exams and vision correction?

Answer length: 200-300 words.

Show hidden checklists
Depth checklist
  • Cleveland Clinic identified as the organization promoting annual eye exams for early detection of vision problems
  • Virtual Second Opinions program (delivered by The Clinic, a joint venture with Amwell) correctly linked to Cleveland Clinic
  • Care at Cleveland Clinic section correctly linked to its ophthalmology and optometry services
Width checklist
  • Description of the 3-step virtual second opinion process (registration/live intake with nurse, records collection and specialist matching, written report with optional virtual visit)
  • U.S. pricing for written report only option
  • U.S. pricing for written report + virtual visit option
  • International patient pricing and record submission requirement (English, online platform)
  • Statement that insurance typically does not cover the service and Medicare is not reimbursed
  • Geographic availability limits within certain U.S. states and exclusion of specific states/regions
  • Description of ophthalmologists’ and optometrists’ high level of training
  • Mention of services provided: eye exams, vision correction (e.g., contact lenses), and care for multiple eye conditions
Examiner rationale

The question uses the clue about promoting annual eye exams to logically identify Cleveland Clinic without naming it (Deep reasoning). It then requires aggregating detailed information from multiple sections of the organization’s public materials: the virtual second opinion program (process, pricing, insurance, geographic limits) and its ophthalmology/optometry services (training and scope of care), ensuring broad information synthesis (Wide aggregation) within the context of contact lenses and eye health.

Judgment

Better
WIDE
Score 1 - 0

First, Deep Logic: Both agents correctly identify Cleveland Clinic, link it to annual eye exams, and associate the Virtual Second Opinions program with Cleveland Clinic. Both pass the core entity check. Width/Completeness: Agent A covers substantially more checklist items. It describes a multi-step process (enrollment, nurse record collection, specialist review, written report + video visit), provides differentiated U.S. and international pricing, includes insurance/Medicare non-coverage, specifies excluded U.S. states, and gives detailed information about ophthalmologist/optometrist training and full-service eye care (exams, contact lenses, surgery, disease management). Agent B omits key required elements: no clear 3-step breakdown (e.g., nurse intake), no distinction between written-only vs written+visit options, no mention of English record requirements for international patients, and only vague geographic limitations without naming states. Eye-care training and services are described, but less comprehensively than A. Presentation & UX: Agent A uses structured bullet points, clearer segmentation (process, pricing, insurance, geography, training), and provides richer detail. Agent B is readable but more generalized and less information-dense. Conclusion: Both are directionally correct, but Agent A is significantly more comprehensive and scannable. Agent B loses on WIDE detail aggregation rather than core logic.

Evolution step
Determining Next Step...
WINNER is A. Targeting Loser Failure: WIDE.
Action: Wide+1 (Increase Context Width)

o3

OpenAI

16.3s
Cleveland Clinic—the academic medical center that urges everyone who wears contact lenses or otherwise “to have an eye examination every year to catch vision problems early and keep your eyes healthy” [2]—offers a nationwide Virtual Second Opinion (VSO) program with these features: • How it works: After enrolling online, a dedicated nurse collects your medical records and imaging. Within days you are matched to a Cleveland Clinic subspecialist who reviews the material, conducts a secure video visit, and sends a written report with recommendations; the whole process usually takes about two weeks [1]. • Pricing: U.S. adult cases cost $1,850; pediatric cases $1,650. International patients pay $1,950. Optional add-ons are $50 for radiology rereads and $250 for pathology slide review; payment is made up-front by credit card, HSA/FSA or wire transfer [1]. • Insurance/Medicare: The service bills no commercial insurance, Medicare or Medicaid; patients may try to obtain reimbursement on their own, but coverage is uncommon. Travel or follow-up care is not included [1]. • Geographic availability: Because of state licensing limits, the VSO is not offered to residents of Alaska, Delaware, Louisiana, Mississippi, North Dakota, South Dakota or Wyoming, nor in U.S. territories [1]. Eye-care training and services: Cleveland Clinic’s Cole Eye Institute staff includes board-certified ophthalmologists (medical school, 1-year internship, 3-year residency, many with additional fellowship training) and licensed optometrists/contact-lens specialists. They provide comprehensive and routine eye exams, contact-lens and eyeglass fitting, refractive surgery (LASIK/PRK), cataract surgery, low-vision rehabilitation and medical/surgical treatment of eye disease—all focused on preserving long-term vision health [2][3]. ## References [1] Cleveland Clinic. “Virtual Second Opinions.” https://my.clevelandclinic.org/online-services/virtual-second-opinion [2] Cleveland Clinic Cole Eye Institute. “Contact Lens & Routine Eye Exams.” https://my.clevelandclinic.org/departments/eye/contact-lens [3] Cleveland Clinic Cole Eye Institute. “About Us and Services.” https://my.clevelandclinic.org/departments/eye

GPT 5.4

OpenAI

13.2s
A major U.S. academic medical center matching that description is **Cleveland Clinic**. Its **Virtual Second Opinions** service lets patients submit medical records and imaging through a secure online platform; the case is then reviewed by a Cleveland Clinic specialist, who provides a written expert opinion and treatment recommendations, typically without the patient needing to travel for an in-person visit [1]. The published pricing is **$1,850 for U.S. patients** and **$2,100 for international patients** [1]. Cleveland Clinic states that **insurance is not accepted** for this service and that **Medicare does not cover** virtual second opinions, so patients pay out of pocket [1]. It also notes **geographic limitations**: the service is **not available in all U.S. states or all countries**, and availability depends on where the patient is located at the time of the request because of licensure and regulatory restrictions [1]. For eye care, Cleveland Clinic says annual eye exams help detect vision problems early and support long-term eye health [2]. Its eye care specialists include **optometrists and ophthalmologists** with advanced training to diagnose, monitor, and treat eye conditions, and to provide comprehensive eye exams [3][4]. For vision correction, it describes services such as **prescription eyeglasses and contact lens fittings**, along with evaluation and management of refractive issues and other eye disorders [3][4]. It also emphasizes that ophthalmologists are **medical doctors with specialized eye training**, including medical and surgical treatment of eye disease, while optometrists provide routine vision care, prescriptions, and detection of eye problems [3][4]. ## References [1] Cleveland Clinic, “Virtual Second Opinions.” https://my.clevelandclinic.org/online-services/virtual-second-opinions [2] Cleveland Clinic, “Eye Exam.” https://my.clevelandclinic.org/health/diagnostics/24474-eye-exam [3] Cleveland Clinic, “Optometrist.” https://my.clevelandclinic.org/health/articles/24605-optometrist [4] Cleveland Clinic, “Ophthalmologist.” https://my.clevelandclinic.org/health/articles/ophthalmologist