Real ChatGPT answer · index seedZcKf2n5DubQcompleteFinance and banking · investing and brokeragescommercial
How do tax loss harvesting algorithms on Betterment handle ETF replacement matching without triggering wash sales in my taxable portfolio?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do tax loss harvesting algorithms on Betterment handle ETF replacement matching without triggering wash sales in my taxable portfolio?
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
Betterment tax loss harvesting ETF replacement securities wash sale algorithm replacement portfolio ETFs Google ↗
IRS wash sale substantially identical ETF mutual funds 30 days tax loss harvesting Google ↗
- Disclosure for Betterment's Tax Loss Harvesting+ · betterment.com
- Betterment's tax-loss harvesting methodology · betterment.com
- Publication 550 (2025), Investment Income and Expenses · irs.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Betterment tax loss harvesting ETF replacement securities wash sale algorithm replacement portfolio ETFs OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
IRS wash sale substantially identical ETF mutual funds 30 days tax loss harvesting OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |