Which insurance company has a worse reputation for UnitedHealthcare prior authorization delays on specialty oncology drugs, and how does that affect patient out of pocket costs?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which insurance company has a worse reputation for UnitedHealthcare prior authorization delays on specialty oncology drugs, and how does that affect patient out of pocket costs?
3 real searches · 1 real-search pass
UnitedHealthcare oncology prior authorization delays 2026 specialty drugs patient reports insurer comparisonGoogle ↗
OBSERVEDComparison
UnitedHealthcare prior authorization delays specialty oncology drugs insurer comparison reputation oncology patientsGoogle ↗
OBSERVEDComparison
prior authorization delays cancer treatment out of pocket costs patient financial toxicity specialty drugs study insurerGoogle ↗
OBSERVEDReason
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
UnitedHealthcare oncology prior authorization delays 2026 specialty drugs patient reports insurer comparison Google ↗
UnitedHealthcare prior authorization delays specialty oncology drugs insurer comparison reputation oncology patients Google ↗
prior authorization delays cancer treatment out of pocket costs patient financial toxicity specialty drugs study insurer Google ↗
- Physicians concerned AI increases prior authorization denials · ama-assn.org
- Prior Authorization Metrics Provide New Insights into Insurer Practices, but Gaps Remain · kff.org
- Payers ranked by prior authorization denial rates - Becker's Payer Issues · beckerspayer.com
- The Patient Experience of Prior Authorization for Cancer Care | Oncology | JAMA Network Open · jamanetwork.com
- The Patient Experience of Prior Authorization for Cancer Care · pmc.ncbi.nlm.nih.gov
- The Health Insurance Maze:How Cancer Patients Get Lost in the Red Tape of Utilization Management · cancercare.org
- CancerCare Media Packet_Red Tape Report 2025 · media.cancercare.org
- Insurance and Cost-Related Access Barriers to Specialty Oral Anticancer Medications for Blood Cancers in a Nationwide Sample of Medicare and Commercially Insured Patients · ascopubs.org
- Insurance and Cost-Related Access Barriers to Specialty Oral Anticancer Medications for Blood Cancers in a Nationwide Sample of Medicare and Commercially Insured Patients. · pubmed.ncbi.nlm.nih.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
UnitedHealthcare oncology prior authorization delays 2026 specialty drugs patient reports insurer comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
UnitedHealthcare prior authorization delays specialty oncology drugs insurer comparison reputation oncology patients OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
prior authorization delays cancer treatment out of pocket costs patient financial toxicity specialty drugs study insurer OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |