How accurate are the automated roof replacement cost estimates on Zillow compared to specialized contractor software like Roofr?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How accurate are the automated roof replacement cost estimates on Zillow compared to specialized contractor software like Roofr?
2 real searches · 1 real-search pass
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.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
Zillow roof replacement cost estimate accuracy Zestimate home improvement roof replacement estimate methodology Google ↗
Roofr roofing estimate software measurements satellite imagery accuracy roof reports pricing estimates Google ↗
- Satellite Roof Measurements for Contractors (2026) · roofr.com
- Roof Measurement Reports: What Reviewers Check · sureclaims.com
- How Accurate Is My Zestimate, and Can I Influence It? · zillow.com
- How Accurate Is a Zillow Home Estimate? · thebalancemoney.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Zillow roof replacement cost estimate accuracy Zestimate home improvement roof replacement estimate methodology OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Roofr roofing estimate software measurements satellite imagery accuracy roof reports pricing estimates OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |