Real ChatGPT answer + Gemini simulation · index seedBUBDvjxIuwscompleteAI OverviewHealth and wellness · vision carecomparison
What is the real difference between Biofinity Energys and standard Biofinity contacts when dealing with digital eye strain in teenagers?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search37 queries10/30/2026
Download run
Gemini unique queries
35
1 in ≥ half the passes · stability 34%
ChatGPT real searches predicted
50%
1 of 2 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
What is the real difference between Biofinity Energys and standard Biofinity contacts when dealing with digital eye strain in teenagers?
35 unique queries · 3 passes
safety and suitability for teens
1 query · 2 hits
can teenagers wear monthly silicone hydrogel contact lenses2xGoogle ↗
ENTITY EXPANSION
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence. 35 queries are still being classified.
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
ChatGPT2 real searches · gpt-650% predicted
Biofinity Energys standard Biofinity digital eye strain evidence study teenagers CooperVision lens design digital device use Google ↗
contact lenses digital eye strain children teenagers evidence screen use myopia ophthalmology recommendations Google ↗
- Biofinity Energys® · coopervision.com
- Digital Eye Strain · coopervision.com
- Biofinity Energys® · coopervision.com
- DigitalBoost™ Technology · coopervision.com
- Changes in accommodative micro-fluctuations after wearing contact lenses of different optical designs · doi.org
- Full article: Contact lenses and digital eye strain · tandfonline.com
- Contact lenses and digital eye strain · tandfonline.com
- Digital Devices and Your Eyes · aao.org
- Computers, Digital Devices, and Eye Strain · aao.org
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
35 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
can teenagers wear monthly silicone hydrogel contact lenses ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know if monthly replacement lenses are appropriate for teenage hygiene habits. | — | web_article | safety and suitability for teens | 2x of 3 | |
biofinity energys vs standard biofinity contact lenses difference REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct and concise comparison of the core specifications and features distinguishing the two lens types. | — | comparison_table | lens design and effectiveness | 1x of 3 | |
Biofinity Energys vs standard Biofinity digital eye strain differences COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a direct comparison of how the two contact lenses address digital eye strain. | — | comparison_table | lens design and effectiveness | 1x of 3 | |
Biofinity Energys vs standard Biofinity contact lenses differences REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct restatement of the core comparison between the two contact lens types. | — | comparison_table | lens design and effectiveness | 1x of 3 | |
do biofinity energys actually help with digital eye strain RELATED | Google ↗ AI Mode ↗ | The user wants to know if the specialized optics in Biofinity Energys are clinically proven to reduce screen fatigue. | — | review_roundup | lens design and effectiveness | 1x of 3 | |
how do Biofinity Energys digital zone optics work REFORMULATION | Google ↗ AI Mode ↗ | The user wants to understand the proprietary technology behind the Energys lens design. | — | product_spec_sheet | lens design and effectiveness | 1x of 3 | |
how do Biofinity Energys contacts help with digital eye strain RELATED | Google ↗ AI Mode ↗ | The user wants to understand the exact optical technology or mechanism behind Energys lenses. | — | web_article | lens design and effectiveness | 1x of 3 | |
digital eye strain symptoms in teens screen time IMPLICIT | Google ↗ AI Mode ↗ | The user needs to understand how digital eye strain presents specifically in teenagers to confirm if contacts are the right solution. | — | web_article | safety and suitability for teens | 1x of 3 | |
are Biofinity Energys safe for teenagers IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know if teenagers can safely wear these specialized digital relief contact lenses. | — | faq_page | safety and suitability for teens | 1x of 3 | |
Digital Zone Optics lens design CooperVision explained IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know the name and function of the specific technology used in Biofinity Energys. | — | product_spec_sheet | safety and suitability for teens | 1x of 3 | |
biofinity energys digital zone optics design explained ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants a technical explanation of the Digital Zone Optics feature unique to Biofinity Energys. | — | product_spec_sheet | lens design and effectiveness | 1x of 3 | |
teenager screen time eye strain symptoms and contact lenses RELATED | Google ↗ AI Mode ↗ | The user wants to learn about adolescent digital eye strain symptoms and how contact lenses can help. | — | web_article | safety and suitability for teens | 1x of 3 | |
Biofinity Energys vs Biofinity Toric or XR comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to evaluate Biofinity Energys against other major variants in the Biofinity product family. | — | comparison_table | lens design and effectiveness | 1x of 3 | |
CooperVision Biofinity contact lenses for teenagers safety and prescription ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to check if these specific lenses are safe and commonly prescribed for teenagers. | — | faq_page | safety and suitability for teens | 1x of 3 | |
are biofinity energys good for teenagers wearing contacts PERSONALIZED | Google ↗ AI Mode ↗ | The user wants to evaluate whether these specific lenses are safe and appropriate for adolescent wearers. | — | faq_page | safety and suitability for teens | 1x of 3 | |
CooperVision Biofinity Energys specifications ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants official manufacturer data and material properties for the Energys lens. | — | product_spec_sheet | lens design and effectiveness | 1x of 3 | |
coopervision biofinity vs biofinity energys price comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare the cost difference between the standard and Energys versions. | — | pricing_page | lens design and effectiveness | 1x of 3 | |
are special contacts for screen time worth it for teens PERSONALIZED | Google ↗ AI Mode ↗ | The user wants to see subjective evaluations or expert opinions on whether specialty screen lenses are necessary for teens. | — | buyers_guide | safety and suitability for teens | 1x of 3 | |
my teenager gets headaches from computers do they need special contacts PERSONALIZED | Google ↗ AI Mode ↗ | The user is looking for advice as a parent whose teen suffers from computer-induced headaches. | — | forum/qna | safety and suitability for teens | 1x of 3 | |
how do digital zone optics reduce eye fatigue RELATED | Google ↗ AI Mode ↗ | The user wants to know the physiological mechanism of how specialized contact lens curves help with near-focus tasks. | — | glossary/definition | safety and suitability for teens | 1x of 3 | |
CooperVision Biofinity Energys reviews and side effects RELATED | Google ↗ AI Mode ↗ | The user wants to read real user experiences and potential drawbacks of wearing Biofinity Energys. | — | review_roundup | lens design and effectiveness | 1x of 3 | |
Biofinity Energys vs standard Biofinity review COMPARATIVE | Google ↗ AI Mode ↗ | The user wants real-world opinions on whether the Energys upgrade is actually worth it over standard Biofinity. | — | review_roundup | lens design and effectiveness | 1x of 3 | |
best contact lenses for computer use for teenagers REFORMULATION | Google ↗ AI Mode ↗ | The user is looking for broader recommendations for screen-friendly contact lenses suitable for teens. | — | buyers_guide | safety and suitability for teens | 1x of 3 | |
Digital eye strain symptoms in teenagers screen time RELATED | Google ↗ AI Mode ↗ | The user wants to recognize the signs of digital eye strain in adolescents to justify lens choice. | — | web_article | safety and suitability for teens | 1x of 3 | |
can teenagers wear biofinity energys monthly lenses IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know the wear schedule and maintenance requirements for monthly replacement lenses in a teen demographic. | — | how_to_steps | safety and suitability for teens | 1x of 3 | |
digital eye strain relief contact lenses options ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know what other contact lens brands offer anti-fatigue or digital eye strain features. | — | buyers_guide | safety and suitability for teens | 1x of 3 | |
do standard Biofinity contacts help with computer fatigue REFORMULATION | Google ↗ AI Mode ↗ | The user wants to know if standard Biofinity lenses offer any inherent relief for screen use without the Energys optics. | — | web_article | lens design and effectiveness | 1x of 3 | |
Biofinity Energys specifications and water content REFORMULATION | Google ↗ AI Mode ↗ | The user wants the hard technical data parameters for Biofinity Energys lenses. | — | product_spec_sheet | lens design and effectiveness | 1x of 3 | |
biofinity energys user reviews reddit eye strain RELATED | Google ↗ AI Mode ↗ | The user wants real-world experiences from actual wearers regarding the effectiveness of Biofinity Energys. | — | forum/qna | lens design and effectiveness | 1x of 3 | |
optometrist review biofinity energys vs standard ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants professional eye care opinions on when to prescribe the Energys version over standard Biofinity. | — | pdf_whitepaper | lens design and effectiveness | 1x of 3 | |
optometrist advice on digital eye strain contacts for youth RELATED | Google ↗ AI Mode ↗ | The user wants professional clinical perspectives on prescribing anti-fatigue lenses to young people. | — | pdf_whitepaper | safety and suitability for teens | 1x of 3 | |
computer vision syndrome treatment options for adolescents IMPLICIT | Google ↗ AI Mode ↗ | The user wants to see all available treatments for digital eye strain in teens, including lenses and drops. | — | web_article | safety and suitability for teens | 1x of 3 | |
signs your teenager needs computer glasses or specialty contacts IMPLICIT | Google ↗ AI Mode ↗ | The user wants guidance on how to determine if digital eye strain requires corrective intervention. | — | checklist | safety and suitability for teens | 1x of 3 | |
Biofinity Energys price vs standard Biofinity cost COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare the financial cost difference between standard and Energys lenses. | — | pricing_page | lens design and effectiveness | 1x of 3 | |
Biofinity Energys price compared to standard Biofinity COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to know the cost difference between the standard and Energys versions. | — | pricing_page | lens design and effectiveness | 1x of 3 |
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
Geminix = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 921 / 1,485 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 921 / 1,479 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 921 / 1,460 |