Real ChatGPT answer + Gemini simulation · index seediFfW2jV4uoQcompleteAI OverviewEntertainment and media · booksinformational
What are the best wood treatments to use on an outdoor neighborhood book-sharing box to withstand heavy winter snow and rain?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search35 queries10/30/2026
Download run
Gemini unique queries
34
1 in ≥ half the passes · stability 35%
ChatGPT real searches predicted
0%
0 of 1 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
What are the best wood treatments to use on an outdoor neighborhood book-sharing box to withstand heavy winter snow and rain?
34 unique queries · 3 passes
weatherproofing wood finishes and seale…
1 query · 3 hits
best exterior wood finish for harsh winter weather3xGoogle ↗
REFORMULATION
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence. 34 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.
ChatGPT1 real searches · gpt-60% predicted
best exterior wood preservatives water repellent stains spar urethane outdoor wood snow rain manufacturer guidance Google ↗
- Woodlife Classic Clear Wood Preservative · rustoleumsupport.zendesk.com
- Water-Based Helmsman Spar Urethane - Spar Varnish · minwax.com
- Finishing Wood Exteriors Selection, Application, and Maintenance · fpl.fs.usda.gov
- Exterior Wood in the South Selection, Applications, and Finishes · fpl.fs.usda.gov
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
34 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best exterior wood finish for harsh winter weather REFORMULATION | Google ↗ AI Mode ↗ | Find top-rated wood sealers and finishes capable of surviving heavy snow and freezing temperatures. | — | buyers_guide | weatherproofing wood finishes and seale… | 3x of 3 | |
how to waterproof a little free library wooden box IMPLICIT | Google ↗ AI Mode ↗ | Learn the step-by-step application process and waterproofing techniques specifically for neighborhood book boxes. | — | how_to_steps | little free library weatherproofing | 1x of 3 | |
spar urethane vs exterior polyurethane for outdoor little free library COMPARATIVE | Google ↗ AI Mode ↗ | Compare spar urethane and exterior polyurethane to see which protects outdoor wooden structures better. | — | comparison_table | little free library weatherproofing | 1x of 3 | |
how to waterproof a little free library box IMPLICIT | Google ↗ AI Mode ↗ | Get step-by-step instructions on making a small outdoor wooden enclosure completely waterproof. | — | how_to_steps | little free library weatherproofing | 1x of 3 | |
spar urethane vs exterior polyurethane for outdoor wood COMPARATIVE | Google ↗ AI Mode ↗ | Compare the performance, UV resistance, and moisture protection of spar urethane versus standard exterior polyurethane. | — | comparison_table | weatherproofing wood finishes and seale… | 1x of 3 | |
how to waterproof a wooden little free library RELATED | Google ↗ AI Mode ↗ | Learn the step-by-step process for effectively waterproofing an outdoor wooden book box. | — | how_to_steps | little free library weatherproofing | 1x of 3 | |
marine varnish vs exterior polyurethane for outdoor wood COMPARATIVE | Google ↗ AI Mode ↗ | Understand which protective coating offers superior long-term defense against moisture. | — | comparison_table | weatherproofing wood finishes and seale… | 1x of 3 | |
marine varnish for outdoor book exchange box ENTITY EXPANSION | Google ↗ AI Mode ↗ | Determine if marine-grade varnish is a viable, heavy-duty option for a tiny outdoor book-sharing shelter. | — | web_article | little free library weatherproofing | 1x of 3 | |
does boiled linseed oil protect wood from snow and rain IMPLICIT | Google ↗ AI Mode ↗ | Understand if boiled linseed oil is a sufficient standalone treatment for heavy winter precipitation. | — | web_article | weatherproofing wood finishes and seale… | 1x of 3 | |
best rot resistant wood for outdoor book box ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify naturally durable lumber types that do not require heavy chemical treatments. | — | buyers_guide | little free library weatherproofing | 1x of 3 | |
how often to reapply wood sealer on outdoor structures RELATED | Google ↗ AI Mode ↗ | Understand the long-term maintenance schedule required to keep an outdoor wooden book box protected year after year. | — | faq_page | weatherproofing wood finishes and seale… | 1x of 3 | |
marine grade varnish for outdoor book box ENTITY EXPANSION | Google ↗ AI Mode ↗ | Determine if marine-grade varnish is a viable, high-durability option for neighborhood book-sharing boxes. | — | product_spec_sheet | little free library weatherproofing | 1x of 3 | |
preventing condensation inside outdoor book sharing box RELATED | Google ↗ AI Mode ↗ | Learn how to manage internal moisture buildup caused by temperature fluctuations in winter. | — | web_article | little free library weatherproofing | 1x of 3 | |
best weatherproofing for cedar wood outdoor box ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find out what treatments work best specifically when cedar is used as the building material for a weather-exposed box. | — | buyers_guide | little free library weatherproofing | 1x of 3 | |
best wood sealer for zero maintenance outdoor book exchange PERSONALIZED | Google ↗ AI Mode ↗ | Discover low-maintenance wood sealers that require minimal reapplication despite heavy snow. | — | review_roundup | little free library weatherproofing | 1x of 3 | |
how often to reapply spar urethane on outdoor wood RELATED | Google ↗ AI Mode ↗ | Determine the maintenance schedule required to keep winter protection effective year after year. | — | faq_page | weatherproofing wood finishes and seale… | 1x of 3 | |
preventing snow and ice damage on outdoor wooden structures RELATED | Google ↗ AI Mode ↗ | Learn preventative measures against moisture freezing within wood grains during heavy winter snowstorms. | — | web_article | weatherproofing wood finishes and seale… | 1x of 3 | |
how to seal roof joints on little free library against leaks RELATED | Google ↗ AI Mode ↗ | Learn specific techniques for sealing roof joints to prevent melting snow from leaking inside. | — | how_to_steps | little free library weatherproofing | 1x of 3 | |
best weatherproofing for outdoor community book box in snowy climate PERSONALIZED | Google ↗ AI Mode ↗ | Find specialized sealant recommendations for regions with heavy snow loads and ice. | — | web_article | little free library weatherproofing | 1x of 3 | |
boiled linseed oil vs tung oil for outdoor exposure COMPARATIVE | Google ↗ AI Mode ↗ | Compare natural penetrating oils for outdoor durability against heavy precipitation and freezing rain. | — | comparison_table | weatherproofing wood finishes and seale… | 1x of 3 | |
penetrating stain vs film forming sealer for freezing climates COMPARATIVE | Google ↗ AI Mode ↗ | Compare how penetrating stains and film-forming sealers handle freeze-thaw cycles. | — | comparison_table | weatherproofing wood finishes and seale… | 1x of 3 | |
linseed oil vs tung oil for exterior wood weatherproofing COMPARATIVE | Google ↗ AI Mode ↗ | Compare natural penetrating oils for their effectiveness against rain and snow. | — | comparison_table | weatherproofing wood finishes and seale… | 1x of 3 | |
best clear wood sealer that won't yellow in sunlight REFORMULATION | Google ↗ AI Mode ↗ | Find non-yellowing transparent wood sealers that protect against UV rays and moisture simultaneously. | — | product_spec_sheet | weatherproofing wood finishes and seale… | 1x of 3 | |
treating cedar wood for outdoor weather exposure ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find out the best treatment practices if the book box is built specifically using cedar wood. | — | web_article | weatherproofing wood finishes and seale… | 1x of 3 | |
diy flashing details for outdoor wooden roof ENTITY EXPANSION | Google ↗ AI Mode ↗ | Learn how to install metal flashing on a small roof to shed rain and melting snow effectively. | — | how_to_steps | weatherproofing wood finishes and seale… | 1x of 3 | |
diy rubber roof flashing for little free library IMPLICIT | Google ↗ AI Mode ↗ | Discover auxiliary weatherproofing methods like roof caps to complement wood treatments against heavy snow. | — | how_to_steps | little free library weatherproofing | 1x of 3 | |
best clear coat that wont yellow in UV and snow REFORMULATION | Google ↗ AI Mode ↗ | Identify non-yellowing clear protective topcoats for outdoor painted wooden structures. | — | buyers_guide | weatherproofing wood finishes and seale… | 1x of 3 | |
best paint for outdoor wooden book exchange box REFORMULATION | Google ↗ AI Mode ↗ | Identify exterior paint formulations that provide both color and heavy-duty moisture barrier protection. | — | product_spec_sheet | little free library weatherproofing | 1x of 3 | |
best wood preservatives for ground contact and snow RELATED | Google ↗ AI Mode ↗ | Identify wood preservatives that protect against rot caused by sitting snow and damp ground conditions. | — | review_roundup | weatherproofing wood finishes and seale… | 1x of 3 | |
preventing mold and rot on wooden book box in winter IMPLICIT | Google ↗ AI Mode ↗ | Find preventative measures against mold and wood rot caused by trapped winter moisture. | — | faq_page | little free library weatherproofing | 1x of 3 | |
how to seal end grain wood outdoor IMPLICIT | Google ↗ AI Mode ↗ | Find techniques to protect the most vulnerable part of wooden boxes from absorbing water. | — | how_to_steps | weatherproofing wood finishes and seale… | 1x of 3 | |
eco friendly outdoor wood sealer recommendations PERSONALIZED | Google ↗ AI Mode ↗ | Find non-toxic, eco-friendly wood sealers safe for community spaces where children handle books. | — | buyers_guide | weatherproofing wood finishes and seale… | 1x of 3 | |
outdoor wood sealer checklist for winter preparation RELATED | Google ↗ AI Mode ↗ | Get a checklist of steps and products needed to prep an outdoor wooden structure for winter. | — | checklist | weatherproofing wood finishes and seale… | 1x of 3 | |
outdoor book sharing box weatherproofing tips from makers RELATED | Google ↗ AI Mode ↗ | Discover practical community-tested advice and lessons learned from building durable book boxes. | — | forum/qna | little free library weatherproofing | 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 / 1,507 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 921 / 1,475 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 921 / 1,404 |