Real ChatGPT answer · index seedd0X0yFMLJO4completeFinance and banking · retirement accountscomparison

How do automated tax loss harvesting algorithms in robo-advisors like Betterment handle short-term versus long-term capital gains differently than a human portfolio manager?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do automated tax loss harvesting algorithms in robo-advisors like Betterment handle short-term versus long-term capital gains differently than a human portfolio manager?
2 real searches · 1 real-search pass
Betterment tax loss harvesting short term long term capital gains loss matching tax lots methodologyGoogle ↗
OBSERVED
IRS capital losses offset short term long term gains netting rules capital gains taxGoogle ↗
OBSERVED

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
Betterment tax loss harvesting short term long term capital gains loss matching tax lots methodology Google ↗
IRS capital losses offset short term long term gains netting rules capital gains tax Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Betterment tax loss harvesting short term long term capital gains loss matching tax lots methodology
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
IRS capital losses offset short term long term gains netting rules capital gains tax
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1