Why are so many expired listing agents complaining about Vulcan 7 data accuracy issues in recent forum posts?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why are so many expired listing agents complaining about Vulcan 7 data accuracy issues in recent forum posts?
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.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Vulcan7 data accuracy complaints expired listing agents forum posts 2026 Google ↗
Vulcan 7 data quality inaccurate phone numbers expired listings complaints forum Reddit 2025 2026 Google ↗
- Kai Data | BBB Reviews · bbb.org
- Better data source for Expireds/Cancelled than Redx or Vulcan7? · reddit.com
- State of Real Estate Prospecting 2026: Data From 76.9M Calls · vulcan7.com
- Why Vulcan7 · vulcan7.com
- Expired Real Estate Listing Leads for Realtors · vulcan7.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Vulcan7 data accuracy complaints expired listing agents forum posts 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Vulcan 7 data quality inaccurate phone numbers expired listings complaints forum Reddit 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |