Aidvantage keeps sending me conflicting emails about my income driven repayment plan recertification, and I want to know if their customer service is any good at fixing mistakes
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Aidvantage keeps sending me conflicting emails about my income driven repayment plan recertification, and I want to know if their customer service is any good at fixing mistakes
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
Aidvantage customer service reviews fixing errors income driven repayment recertification complaints CFPB Google ↗
Aidvantage student loan servicer complaint resolution customer service reviews BBB Google ↗
- Aidvantage | BBB Complaints · bbb.org
- Aidvantage | BBB Complaints · bbb.org
- Ombudsman List · freestudentloanadvice.org
- Federal Student Aid Feedback Center · studentaid.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Aidvantage customer service reviews fixing errors income driven repayment recertification complaints CFPB OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Aidvantage student loan servicer complaint resolution customer service reviews BBB OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |