Is attic ventilation and insulation really going to lower my electric bill as much as GAF roofing claims in their latest ads
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is attic ventilation and insulation really going to lower my electric bill as much as GAF roofing claims in their latest ads
3 real searches · 1 real-search pass
GAF latest ads attic ventilation insulation lower electric bill savings claims 2026Google ↗
OBSERVEDConsequence
ENERGY STAR attic insulation air sealing energy savings cooling costs ventilation attic guidance DOEGoogle ↗
OBSERVEDYes / no
Chicago climate attic insulation recommended R value attic ventilation energy savings IllinoisGoogle ↗
OBSERVEDComparison
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
GAF latest ads attic ventilation insulation lower electric bill savings claims 2026 Google ↗
ENERGY STAR attic insulation air sealing energy savings cooling costs ventilation attic guidance DOE Google ↗
Chicago climate attic insulation recommended R value attic ventilation energy savings Illinois Google ↗
- Methodology for Estimated Energy Savings · energystar.gov
- Why Seal and Insulate? · energystar.gov
- Attic Ventilation Fans · basc.pnnl.gov
- About Attic Ventilation · energystar.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GAF latest ads attic ventilation insulation lower electric bill savings claims 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
ENERGY STAR attic insulation air sealing energy savings cooling costs ventilation attic guidance DOE OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 | |
Chicago climate attic insulation recommended R value attic ventilation energy savings Illinois OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |