Data · dataset · 2026
AI assistant picks for HVAC across 2,383 cities (October 2026)
Listed in NCL Data
<p dir="ltr">Open dataset from Picked by Agents covering one LLM agent study of HVAC recommendations across 2,383 cities in the United States, Canada and United Kingdom, collected September 29 to October 1, 2026.
Description
Includes 34,907 picks, 22,056 considered-but-not-picked records and 21,167 companies, with recorded reasons and source URLs.</p><p><br></p><p dir="ltr">This is a web-search-enabled research agent study, not a measurement of consumer ChatGPT, Gemini or Siri answers.
Recommendations are not bookings or revenue. Recorded reasons are not independently verified. The collection instructions favored company websites.
Read the rest (1 more)
These limitations are documented in the included README.</p><p><br></p><p dir="ltr">This mirror preserves the original six public dataset files and CC BY 4.0 license. The original organizational author is Picked by Agents.</p><p><br></p><p dir="ltr">Source project and methodology pickedbyagents.com/hvac</p><p dir="ltr">Public Picks Index pickedbyagents.com/picks</p><p dir="ltr">Project pickedbyagents.com/</p><p dir="ltr">Zenodo archive doi.org/10.5281/zenodo.23162848</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.34069866.v1 ↗
DOI / persistent id · from data ncl ac uk
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from data ncl ac uk
Topics
- From keywords
- Computer Science & AI · Earth & Environmental Science
- Inferred from text
- Artificial intelligence 69%
Provenance · 1 source records, 8 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| NCL Data | oai:figshare.com:article/34069866 | 25 h ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| concepts[field].anzsrc:group:4602 | enrichment · data ncl ac uk | taxonomy-embedding@1.1.0 | title+keywords+description (69%) |
| concepts[field].local:field:computer-science-ai | mapping · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| description | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | /metadata/dc/description |
| license | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | /metadata/dc/rights |
| publication_date | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| title | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | /metadata/dc/title |