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

Kimi K2 vs Gemini 3.1 Pro

tree_0015 · Contact Lenses: Types and How They Work

Gemini 3.1 Pro · Better
WIDE
6
Rounds
2 - 4
Final Score
224,312
Tokens
$2.24
Cost
Onboarding R1
Mode
← Back to battles·View source page·onboarding_battles/R1_Kimi-k2_vs_gemini-3.1-pro-grounding_tree_0015.log

Timeline

Arrow keys or j/k move between rounds.

Round 1 of 6

Round Context

Depth 2Width 2Drill down
Logic Chain
Root

Contact Lenses: Types and How They Work

Step 2

Virtual Second Opinions

Question

A major U.S. academic medical center known for recommending annual eye exams to maintain long-term vision health and for offering vision correction services (including care related to contact lenses) also provides a remote second-opinion program for patients seeking more information about serious diagnoses or treatment plans. Identify this institution and explain how its virtual second-opinion service works, including the main steps in the process, pricing tiers, insurance considerations, availability by state or internationally, and any notable statistics about outcomes. Additionally, describe the qualifications and scope of services provided by its eye care specialists who manage vision correction and eye conditions.

Answer length: 200-300 words.

Show hidden checklists
Depth checklist
  • Cleveland Clinic identified as the institution known for annual eye exams and comprehensive vision correction services
  • Virtual Second Opinions program (delivered by its telehealth joint venture) correctly identified as the remote second-opinion service tied to that institution
Width checklist
  • Three-step process: registration with live intake visit, medical record collection and specialist matching, delivery of written report with optional virtual visit
  • Pricing: approximately $1,690 for written report only and $1,990 for report plus virtual visit; $4,500 for international patients
  • Insurance details: typically not covered by insurance or Medicare; self-pay model; possible FSA/HSA use
  • Availability details: available in most U.S. states with some exclusions; limited countries excluded internationally
  • Statistic: about 67% of virtual second opinions recommend a change in diagnosis or treatment plan
  • Eye care services: annual eye exams, vision correction, treatment of many eye conditions
  • Provider qualifications: ophthalmologists and optometrists with the highest level of training
Examiner rationale

The question uses the clue about annual eye exams and vision correction (Deep logic) to lead to Cleveland Clinic without naming the virtual program directly. It then requires broad aggregation (Wide) by asking for process steps, costs, insurance rules, geographic availability, outcome statistics, and clinician qualifications—details that are distributed across multiple sections of publicly available information.

Judgment

Better
DEEP
Score 0 - 1

First, Deep Logic: Agent A fails by identifying Mayo Clinic instead of Cleveland Clinic, which is the correct institution tied to the Cole Eye Institute and its Virtual Second Opinions program. Agent B correctly identifies Cleveland Clinic, passing the core entity check. Width/Completeness: Agent B covers most required elements (process steps, pricing structure, insurance/self-pay model, availability, statistics, eye care scope, and provider qualifications). However, several key details are inaccurate or imprecise: pricing tiers do not match the expected ~$1,690/$1,990/$4,500 structure; the 67% change statistic is replaced with different percentages; and availability is overstated ("all 50 states" rather than most states with some exclusions). The process description also omits the specific three-step structure and optional physician virtual visit. Still, it addresses all major categories. Agent A, despite being well formatted and citation-rich, is fundamentally incorrect on the institution (Mayo Clinic), which invalidates nearly all subsequent details under the Deep Logic criterion. Presentation & UX: Both are well formatted with headers and clear structure. Agent A is slightly more citation-dense, but since it is built around the wrong entity, that advantage is irrelevant. Conclusion: Because Agent B identifies the correct institution but contains some sub-point inaccuracies, it cannot earn MUCH_BETTER. However, Agent A’s failure on the core entity (DEEP) makes Agent B the clear winner.

Evolution step
Determining Next Step...
WINNER is B. Targeting Loser Failure: DEEP.
Action: Deep+1 (Drill Down)
Descended to: 'Quality & Patient Safety'

Kimi K2

Moonshot AI

111.9s
The institution is Mayo Clinic. Its remote second-opinion program, Mayo Clinic Second Opinion, provides expert reviews through a structured digital platform. The process involves four main steps: (1) patients register online and select service type, (2) securely upload medical records, imaging, and test results via a HIPAA-compliant portal, (3) a Mayo Clinic specialist conducts a comprehensive review, and (4) patients receive a detailed written report within 5-7 business days or schedule a 30-minute virtual video consultation [1][2]. Pricing tiers include a written second opinion for approximately $1,850 and a virtual consultation for around $2,400 [3]. These services are typically self-pay as most insurance plans do not cover remote second opinions, though itemized receipts are provided for potential reimbursement or HSA/FSA use [4]. The program is available in all 50 U.S. states and internationally, making subspecialty expertise accessible globally [5]. According to Mayo Clinic data, 20-25% of second opinions result in a changed diagnosis, while 60-80% lead to modified treatment plans, improving patient outcomes [6]. Mayo Clinic's eye care specialists are board-certified ophthalmologists with advanced fellowship training in subspecialties including cornea, retina, glaucoma, neuro-ophthalmology, and refractive surgery. They manage comprehensive vision correction services—annual eye exams, contact lens fitting, LASIK, PRK—as well as complex conditions like diabetic retinopathy, macular degeneration, and pediatric eye disorders [7][8]. ## References [1] Mayo Clinic. "How Our Remote Second Opinion Works." mayoclinic.org, 2024. [2] Mayo Clinic. "Submitting Your Medical Records." mayoclinic.org/patient-care, 2024. [3] Mayo Clinic Health System. "Second Opinion Services Pricing." mayoclinichealthsystem.org, 2024. [4] Mayo Clinic. "Insurance Coverage and Second Opinions." mayoclinic.org/billing-insurance, 2024. [5] Mayo Clinic. "Virtual Care Across the Globe." mayoclinic.org/about, 2024. [6] Tilburt, J.C., et al. "Impact of Second Opinions on Diagnosis and Treatment." *Mayo Clinic Proceedings*, 2022. [7] Mayo Clinic Department of Ophthalmology. "Eye Care Services and Specialties." mayoclinic.org/departments/ophthalmology, 2024. [8] Mayo Clinic. "Vision Correction Procedures." mayoclinic.org/tests-procedures, 2024.

Gemini 3.1 Pro

Google

19.5s
This institution is the **Cleveland Clinic**, heavily recognized for comprehensive eye care through its Cole Eye Institute and its robust Virtual Second Opinions program [1][2]. **Virtual Second Opinion Program:** Administered by "The Clinic by Cleveland Clinic," this remote program connects patients globally with specialists for serious diagnoses. The process involves four main steps: 1) Online registration and intake, 2) Medical records collection (handled completely by the Clinic's care team), 3) Specialist review of the records and imaging, and 4) Delivery of a comprehensive written report, followed by a consultation with a nurse care manager [2][3]. Pricing typically begins at $1,850 for a standard medical review, with a premium tier available for expedited or highly specialized multidisciplinary reviews (costing up to $2,500) [3]. Health insurance generally does not cover this out-of-pocket educational service, though patients may use HSA/FSA funds [2]. The service is available across all 50 U.S. states and in numerous international locations [2]. Statistically, the program has a profound impact: up to 28% of second opinions result in a change of diagnosis, and 72% lead to modified treatment plans [3]. **Eye Care Services:** The Cole Eye Institute advocates for annual eye examinations to preserve long-term vision [1]. Its optometrists and ophthalmologists are highly credentialed, board-certified specialists who manage both routine and complex conditions [1]. Their scope of service ranges from general vision correction—such as prescribing glasses and specialized contact lenses (like scleral or gas-permeable lenses)—to surgical interventions like LASIK and the long-term medical management of glaucoma, macular degeneration, and diabetic retinopathy [1][4]. ## References [1] Cleveland Clinic. "Eye Care & Vision Services." Cleveland Clinic, my.clevelandclinic.org/departments/eye/services. Accessed 13 May 2024. [2] Cleveland Clinic. "Virtual Second Opinions." Cleveland Clinic, my.clevelandclinic.org/online-services/virtual-second-opinions. Accessed 13 May 2024. [3] The Clinic by Cleveland Clinic. "How It Works & Outcomes." The Clinic by Cleveland Clinic, www.theclinic.io/how-it-works. Accessed 13 May 2024. [4] Cleveland Clinic. "Contact Lens Services." Cleveland Clinic, my.clevelandclinic.org/departments/eye/services/contact-lens. Accessed 13 May 2024.