Looking for recommendations on the best technical shell jackets for alpine climbing that feature Gore-Tex Pro fabric and pit zips under three hundred dollars.
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
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.
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. 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.
- 7 Best Gore-Tex Pro Jackets 2026 · gearassistant.com
- The 12 Best Hardshell Jackets of 2026 · gearjunkie.com
- Featured ARMPIT ZIPS – Montane · us.montane.com
- The North Face Summit Cayesh GTX Pro Jacket - Men's · m.backcountry.com
- Geartrade · geartrade.com
- Outdoor Research · outdoorresearch.com
- Backcountry · backcountry.com
- REI Re/Supply · rei.com
- eBay · ebay.com
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.
Queries
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
alpine climbing shell jackets with pit zips RELATED | Google ↗ AI Mode ↗ | Discover alpine jackets specifically highlighting ventilation pit zips. | — | buyers_guide | budget shells with pit zips | 2x of 3 | |
best budget gore-tex pro alpine shell jackets under 300 REFORMULATION | Google ↗ AI Mode ↗ | Find alpine shell jackets using Gore-Tex Pro that cost less than 300 dollars. | — | review_roundup | affordable gore tex pro jackets | 1x of 3 | |
best gore-tex pro alpine shell jacket under 300 dollars REFORMULATION | Google ↗ AI Mode ↗ | Find direct product recommendations matching all specified criteria simplified into a keyword search. | — | review_roundup | affordable gore tex pro jackets | 1x of 3 | |
best gore-tex pro alpine shell jackets under 300 REFORMULATION | Google ↗ AI Mode ↗ | Find high-performance hardshell jackets specifically using Gore-Tex Pro within a budget under three hundred dollars. | — | buyers_guide | affordable gore tex pro jackets | 1x of 3 | |
alpine climbing jackets with pit zips and gore tex pro REFORMULATION | Google ↗ AI Mode ↗ | Locate mountaineering shell jackets featuring both pit zips for ventilation and Gore-Tex Pro membrane. | — | product_spec_sheet | budget shells with pit zips | 1x of 3 | |
waterproof membrane breathability ratings for alpine shells IMPLICIT | Google ↗ AI Mode ↗ | Understand the technical performance differences of waterproof fabrics used in climbing jackets. | — | web_article | alpine hardshell buying guides | 1x of 3 | |
can you get a gore-tex pro jacket under 300 IMPLICIT | Google ↗ AI Mode ↗ | Verify if it is realistic to find genuine Gore-Tex Pro garments at a price point below 300 dollars. | — | forum/qna | affordable gore tex pro jackets | 1x of 3 | |
budget gore-tex pro hardshell jacket pit zips RELATED | Google ↗ AI Mode ↗ | Discover affordable hardshell jackets that do not compromise on waterproof membrane quality or ventilation. | — | review_roundup | budget shells with pit zips | 1x of 3 | |
patagonia vs arc'teryx gore-tex pro alpine jacket comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare top-tier mountaineering brands using Gore-Tex Pro fabric. | — | comparison_table | alpine shell brand comparisons | 1x of 3 | |
gore-tex pro vs gore-tex paclite alpine jacket price comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare different tiers of Gore-Tex fabrics to understand price and performance trade-offs for mountaineering shells. | — | comparison_table | alpine shell brand comparisons | 1x of 3 | |
can you get a gore tex pro jacket under 300 dollars IMPLICIT | Google ↗ AI Mode ↗ | Understand if it is realistically possible to purchase genuine Gore-Tex Pro outerwear at a sub-$300 price point. | — | forum/qna | affordable gore tex pro jackets | 1x of 3 | |
outdoor research flurry vs rab kinetic alpine jackets ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore specific popular technical jacket models from reputable outdoor brands. | — | product_spec_sheet | alpine shell brand comparisons | 1x of 3 | |
budget alpine climbing shell jacket brands ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover outdoor gear brands known for offering high-performance technical shells at more affordable price points. | — | web_article | alpine hardshell buying guides | 1x of 3 | |
arcteryx vs patagonia vs outdoor research alpine shell jacket comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare top mountaineering brand shell jackets to find the best value and feature set. | — | comparison_table | alpine shell brand comparisons | 1x of 3 | |
how to choose a hardshell jacket for alpine mountaineering PERSONALIZED | Google ↗ AI Mode ↗ | Learn the criteria for selecting the right hardshell jacket for high-altitude climbing. | — | how_to_steps | alpine hardshell buying guides | 1x of 3 | |
my size is medium what is the best alpine shell with pit zips under 300 PERSONALIZED | Google ↗ AI Mode ↗ | Find specific jacket availability and recommendations tailored for a medium-sized climber. | — | product_spec_sheet | budget shells with pit zips | 1x of 3 | |
best mountaineering shell jackets under 300 with pit zips ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find affordable alpine shells with pit zips, considering both Gore-Tex Pro and equivalent proprietary waterproof fabrics. | — | buyers_guide | budget shells with pit zips | 1x of 3 | |
cheap gore-tex pro mountaineering jacket deals REFORMULATION | Google ↗ AI Mode ↗ | Locate discounted high-end Gore-Tex Pro jackets that fit a lower budget. | — | pricing_page | affordable gore tex pro jackets | 1x of 3 | |
waterproof breathable shell jacket with pit zips under 300 REFORMULATION | Google ↗ AI Mode ↗ | Search for general waterproof shell jackets featuring pit zips under 300 dollars without strictly locking down to Gore-Tex Pro. | — | buyers_guide | budget shells with pit zips | 1x of 3 | |
tips for choosing an alpine climbing hardshell jacket PERSONALIZED | Google ↗ AI Mode ↗ | Learn the essential criteria and features to look for when selecting a technical shell for mountaineering. | — | web_article | alpine hardshell buying guides | 1x of 3 | |
do budget gore-tex jackets have pit zips RELATED | Google ↗ AI Mode ↗ | Find out if lower-priced waterproof jackets commonly include pit zips. | — | faq_page | budget shells with pit zips | 1x of 3 | |
outdoor research vs rab alpine shell jackets COMPARATIVE | Google ↗ AI Mode ↗ | Compare two leading mid-tier outdoor apparel brands known for offering feature-rich technical shells at lower price points. | — | comparison_table | alpine shell brand comparisons | 1x of 3 | |
best value gore-tex hardshell for mountaineering RELATED | Google ↗ AI Mode ↗ | Identify cost-effective Gore-Tex hardshell jackets designed for severe alpine weather conditions. | — | review_roundup | alpine hardshell buying guides | 1x of 3 | |
what is gore-tex pro fabric features and benefits IMPLICIT | Google ↗ AI Mode ↗ | Learn why Gore-Tex Pro is recommended for technical alpine climbing. | — | glossary/definition | affordable gore tex pro jackets | 1x of 3 | |
best hardshell jacket for mountaineering 2024 RELATED | Google ↗ AI Mode ↗ | Look at top-rated mountaineering hardshell jackets currently dominating the market. | — | review_roundup | alpine hardshell buying guides | 1x of 3 | |
gore tex pro vs gore tex paclite for alpine climbing COMPARATIVE | Google ↗ AI Mode ↗ | Understand the durability and weight differences between different Gore-Tex membrane types for climbing. | — | glossary/definition | alpine shell brand comparisons | 1x of 3 | |
gore-tex pro vs gore-tex paclite for climbing COMPARATIVE | Google ↗ AI Mode ↗ | Understand the differences between various Gore-Tex membrane types for climbing use. | — | comparison_table | alpine shell brand comparisons | 1x of 3 | |
why is gore-tex pro so expensive IMPLICIT | Google ↗ AI Mode ↗ | Understand the manufacturing and material costs driving the high retail price of Gore-Tex Pro garments. | — | glossary/definition | affordable gore tex pro jackets | 1x of 3 | |
technical shell jackets with pit zips sale clearance REFORMULATION | Google ↗ AI Mode ↗ | Find discounted high-end technical shell jackets that feature pit zips to meet the sub-$300 budget. | — | pricing_page | budget shells with pit zips | 1x of 3 | |
mountain hardware and mammut alpine shell jackets ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check alternative outdoor apparel brands known for technical climbing gear. | — | review_roundup | alpine hardshell buying guides | 1x of 3 | |
patagonia stormstride vs arc'teryx beta jacket COMPARATIVE | Google ↗ AI Mode ↗ | Compare high-end alpine shell models from premium outdoor manufacturers. | — | comparison_table | alpine shell brand comparisons | 1x of 3 | |
what to look for in an alpine shell jacket pit zips helmet hood IMPLICIT | Google ↗ AI Mode ↗ | Identify must-have climbing-specific features like helmet-compatible hoods and pit zips in a shell jacket. | — | checklist | budget shells with pit zips | 1x of 3 | |
best affordable hardshell jackets for mountaineering 2026 ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find newly released or current budget hardshell jackets rated for mountaineering and ice climbing. | — | review_roundup | alpine hardshell buying guides | 1x of 3 | |
best value hardshell jackets for mountaineering 2026 REFORMULATION | Google ↗ AI Mode ↗ | Find top-rated value-focused hardshell jackets currently on the market. | — | buyers_guide | alpine hardshell buying guides | 1x of 3 | |
discount technical climbing jackets clearance sale ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find online retailers and clearance events where high-end alpine shells are discounted below 300 dollars. | — | pricing_page | budget shells with pit zips | 1x of 3 |
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 929 / 1,602 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 929 / 1,436 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 929 / 1,662 |