Real ChatGPT answer · index seedK6TLrgeM6a0completeFinance and banking · retirement accountscomparison
Does Betterment's tax-coordinated portfolio feature outperform manual asset location strategies implemented across multiple Vanguard accounts for a high net worth household?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Does Betterment's tax-coordinated portfolio feature outperform manual asset location strategies implemented across multiple Vanguard accounts for a high net worth household?
6 real searches · 1 real-search pass
Betterment tax coordinated portfolio feature asset location how it works fees limitations 2026Google ↗
OBSERVEDOther / navigational
Vanguard asset location tax efficient investing taxable tax deferred accounts asset location researchGoogle ↗
OBSERVEDReason
tax efficient asset location academic study household portfolio tax alpha asset locationGoogle ↗
OBSERVEDComparison
Betterment tax coordinated portfolio feature asset location how it works eligible accounts fees 2026Google ↗
OBSERVEDReason
Betterment tax coordinated portfolio vs manual asset location tax alpha study asset location household Vanguard accountsGoogle ↗
OBSERVEDComparison
Vanguard asset location tax efficient investing bonds equities taxable traditional Roth academic studyGoogle ↗
OBSERVEDComparison
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 (6)
Classes come from the query-classifier (a local Laya model). 5 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT6 real searches · gpt-6
Betterment tax coordinated portfolio feature asset location how it works fees limitations 2026 Google ↗
Vanguard asset location tax efficient investing taxable tax deferred accounts asset location research Google ↗
tax efficient asset location academic study household portfolio tax alpha asset location Google ↗
Betterment tax coordinated portfolio feature asset location how it works eligible accounts fees 2026 Google ↗
Betterment tax coordinated portfolio vs manual asset location tax alpha study asset location household Vanguard accounts Google ↗
Vanguard asset location tax efficient investing bonds equities taxable traditional Roth academic study Google ↗
- Betterment's asset location methodology · betterment.com
- Tax Coordination Disclosure · betterment.com
- How do I set up Tax Coordination? · betterment.com
- Betterment Help Center · betterment.com
- When and how asset location matters · corporate.vanguard.com
- How asset location can boost after-tax returns · corporate.vanguard.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
6 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Betterment tax coordinated portfolio feature asset location how it works fees limitations 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Vanguard asset location tax efficient investing taxable tax deferred accounts asset location research OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
tax efficient asset location academic study household portfolio tax alpha asset location OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Betterment tax coordinated portfolio feature asset location how it works eligible accounts fees 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Betterment tax coordinated portfolio vs manual asset location tax alpha study asset location household Vanguard accounts OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Vanguard asset location tax efficient investing bonds equities taxable traditional Roth academic study OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |