Real ChatGPT answer + Gemini simulation · index seed8Q8cnGgurOscompleteAI OverviewFinance and banking · retirement accountsinformational
What are the hidden costs of using SoFi for retirement planning versus doing it completely myself?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search38 queries10/30/2026
Download run
Gemini unique queries
35
1 in ≥ half the passes · stability 34%
ChatGPT real searches predicted
0%
0 of 3 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
What are the hidden costs of using SoFi for retirement planning versus doing it completely myself?
35 unique queries · 3 passes
sofi retirement fees and costs
1 query · 2 hits
is sofi automated investing free2xGoogle ↗
REFORMULATION
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. 35 queries are still being classified.
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
ChatGPT3 real searches · gpt-60% predicted
SoFi Invest automated investing advisory fee retirement IRA fees 2026 official Google ↗
SoFi IRA account fees transfer fee options annual fee official SoFi Google ↗
SoFi financial planning retirement advisor cost fiduciary fee official Google ↗
- What types of SoFi Invest accounts do you offer? · support.sofi.com
- Is there a charge for an ACAT transfer? Does SoFi reimburse other fees? · support.sofi.com
- 7 Best Retirement Planning Tools of 2026 · cnbc.com
- Are there advisory fees for SoFi Robo Invest accounts? · support.sofi.com
- SoFi Invest Fees and Rates: Stocks, ETFs, Options & Robo · sofi.com
- SoFi Robo Investing Review 2026: Pros, Cons & How It Compares · nerdwallet.com
- SoFi Robo Investing Review 2026: Pros, Cons & How It Compares · nerdwallet.com
- SoFi Automated Investing Review 2026 · finder.com
- SoFi IRA Review 2026: The 1% Match and 5-Year Catch · usetweed.com
- What’s a fiduciary? · support.sofi.com
- Are your Financial Planners credentialed? · support.sofi.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 · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
35 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
is sofi automated investing free REFORMULATION | Google ↗ AI Mode ↗ | Check if SoFi charges a management fee for their automated investing or if they monetize through other means. | — | faq_page | sofi retirement fees and costs | 2x of 3 | |
sofi automated investing fees retirement hidden costs REFORMULATION | Google ↗ AI Mode ↗ | Find specific details about expense ratios, management fees, and any hidden charges associated with SoFi's retirement accounts. | — | pricing_page | sofi retirement fees and costs | 1x of 3 | |
sofi retirement planning hidden fees and costs REFORMULATION | Google ↗ AI Mode ↗ | Find specific hidden fees or expense ratios associated with SoFi retirement and automated investing accounts. | — | comparison_table | sofi retirement fees and costs | 1x of 3 | |
sofi retirement planning fees hidden costs REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct breakdown of any unadvertised or subtle fees associated with using SoFi for retirement accounts. | — | pricing_page | sofi retirement fees and costs | 1x of 3 | |
sofi vs diy retirement planning pros and cons COMPARATIVE | Google ↗ AI Mode ↗ | Weigh the advantages and disadvantages of using an automated service like SoFi against managing a portfolio independently. | — | comparison_table | sofi retirement fees and costs | 1x of 3 | |
sofi invest vs self directed ira costs COMPARATIVE | Google ↗ AI Mode ↗ | Compare the total expenses of using SoFi automated or active investing for retirement versus a self-directed broker. | — | comparison_table | sofi retirement fees and costs | 1x of 3 | |
sofi automated investing management fee vs self directed COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare the ongoing cost of SoFi automated investing against managing a portfolio independently. | — | comparison_table | sofi retirement fees and costs | 1x of 3 | |
is sofi automated investing actually free IMPLICIT | Google ↗ AI Mode ↗ | Understand if SoFi's claim of zero management fees hides costs through underlying ETF expense ratios or cash sweep yields. | — | review_roundup | sofi retirement fees and costs | 1x of 3 | |
pros and cons of robo advisors vs do it yourself retirement RELATED | Google ↗ AI Mode ↗ | Understand the general trade-offs between automated investment services and managing retirement portfolios independently. | — | web_article | robo advisors versus diy costs | 1x of 3 | |
hidden fees in robo advisors for retirement RELATED | Google ↗ AI Mode ↗ | The user is looking to understand what general hidden fees exist across automated investing platforms like SoFi. | — | web_article | robo advisors versus diy costs | 1x of 3 | |
opportunity cost of robo advisors vs self directed investing RELATED | Google ↗ AI Mode ↗ | Evaluate long-term financial impacts and performance differences between algorithmic rebalancing and personal oversight. | — | web_article | robo advisors versus diy costs | 1x of 3 | |
what does sofi automated investing cost REFORMULATION | Google ↗ AI Mode ↗ | Determine the exact pricing model for SoFi automated investing accounts used for retirement. | — | pricing_page | sofi retirement fees and costs | 1x of 3 | |
opportunity cost of missing out on tax loss harvesting diy vs automated IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know if automated platforms save money through tax-loss harvesting or if DIY investors can do it just as effectively. | — | glossary/definition | robo advisors versus diy costs | 1x of 3 | |
how to open a self directed traditional ira IMPLICIT | Google ↗ AI Mode ↗ | Learn the practical steps and find low-cost brokers to set up a retirement account independently. | — | how_to_steps | robo advisors versus diy costs | 1x of 3 | |
sofi invest vs vanguard vs fidelity retirement account fees ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to see how SoFi's hidden costs compare to other major traditional and modern brokerages. | — | review_roundup | sofi retirement fees and costs | 1x of 3 | |
popular robo advisors for retirement compared to vanguard self managed ENTITY EXPANSION | Google ↗ AI Mode ↗ | Compare SoFi to other market alternatives like Vanguard to see if hidden cost structures are industry-standard. | — | comparison_table | robo advisors versus diy costs | 1x of 3 | |
best way to transition from robo advisor to self directed retirement account PERSONALIZED | Google ↗ AI Mode ↗ | Learn the logistical steps and potential tax consequences of moving a retirement portfolio out of an automated service. | — | how_to_steps | robo advisors versus diy costs | 1x of 3 | |
betterment vs wealthfront vs sofi retirement pricing ENTITY EXPANSION | Google ↗ AI Mode ↗ | Compare SoFi's retirement pricing and hidden costs against other major robo-advisors. | — | comparison_table | sofi retirement fees and costs | 1x of 3 | |
hidden management fees in robo advisors RELATED | Google ↗ AI Mode ↗ | Discover underlying expenses like ETF expense ratios and cash drag that robo advisors might not explicitly highlight. | — | web_article | robo advisors versus diy costs | 1x of 3 | |
how much does self directed retirement investing actually cost REFORMULATION | Google ↗ AI Mode ↗ | The user wants an evaluation of the true expenses incurred when managing one's own retirement funds. | — | buyers_guide | robo advisors versus diy costs | 1x of 3 | |
hidden fees in automated investing platforms REFORMULATION | Google ↗ AI Mode ↗ | Identify common hidden charges across the robo-advisor industry that may apply to SoFi. | — | faq_page | robo advisors versus diy costs | 1x of 3 | |
expense ratios of etfs in sofi automated portfolios RELATED | Google ↗ AI Mode ↗ | Discover the underlying product fees charged by funds used inside SoFi portfolios. | — | product_spec_sheet | sofi retirement fees and costs | 1x of 3 | |
expense ratios of funds in sofi portfolios RELATED | Google ↗ AI Mode ↗ | The user is searching for underlying fund fees that might not be explicitly listed as SoFi management fees. | — | product_spec_sheet | sofi retirement fees and costs | 1x of 3 | |
tax drag in automated investing vs diy portfolio COMPARATIVE | Google ↗ AI Mode ↗ | Compare how tax-loss harvesting and rebalancing impact returns and costs in SoFi versus personal accounts. | — | pdf_whitepaper | robo advisors versus diy costs | 1x of 3 | |
tax drag vs advisory fee retirement accounts RELATED | Google ↗ AI Mode ↗ | Understand how advisory fees compare to potential tax inefficiencies when managing retirement funds. | — | glossary/definition | robo advisors versus diy costs | 1x of 3 | |
disadvantages of robo advisors for long term retirement planning IMPLICIT | Google ↗ AI Mode ↗ | The user wants to understand the long-term financial downsides or hidden performance drags of using automated platforms. | — | pdf_whitepaper | robo advisors versus diy costs | 1x of 3 | |
average cost of self managing retirement portfolio IMPLICIT | Google ↗ AI Mode ↗ | Estimate trading commissions, advisory subscriptions, and software costs when acting as one's own portfolio manager. | — | calculator/tool | robo advisors versus diy costs | 1x of 3 | |
best low cost index funds for retirement diy portfolio ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify specific low-fee index funds to build a self-managed retirement portfolio. | — | buyers_guide | robo advisors versus diy costs | 1x of 3 | |
fidety zero index funds vs sofi automated portfolio cost comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare zero-fee DIY options against SoFi's pricing model. | — | comparison_table | sofi retirement fees and costs | 1x of 3 | |
hidden cash drag costs in robo advisors ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is looking into how uninvested cash sweeps in automated portfolios impact overall returns. | — | web_article | robo advisors versus diy costs | 1x of 3 | |
sofi invest review fees and expense ratios PERSONALIZED | Google ↗ AI Mode ↗ | Read detailed user and expert reviews focusing specifically on the fee structure of SoFi invest. | — | review_roundup | sofi retirement fees and costs | 1x of 3 | |
sofi invest cash sweep program yield and fees ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check how uninvested cash is handled and monetized by SoFi within retirement accounts. | — | product_spec_sheet | sofi retirement fees and costs | 1x of 3 | |
risks of robo advisors for retirement savings RELATED | Google ↗ AI Mode ↗ | Understand non-monetary risks and limitations of relying on automated algorithms for retirement goals. | — | web_article | robo advisors versus diy costs | 1x of 3 | |
compound interest calculator with management fees IMPLICIT | Google ↗ AI Mode ↗ | Calculate the long-term impact of a 0.25 percent or higher management fee on a retirement nest egg over thirty years. | — | calculator/tool | robo advisors versus diy costs | 1x of 3 | |
calculator to compare robo advisor fees vs diy index fund investing RELATED | Google ↗ AI Mode ↗ | The user wants an interactive tool to calculate the exact monetary difference over decades between DIY and automated investing. | — | calculator/tool | robo advisors versus diy costs | 1x of 3 |
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
Geminix = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 909 / 1,488 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 909 / 1,432 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 909 / 1,533 |