Real ChatGPT answer + Gemini simulation · index seedixwjotRMFVocompleteAI OverviewFinance and banking · mortgageslocal
Can you check the current mortgage interest rates today for a conventional thirty year fixed loan in Portland Oregon because I want to see if refinancing makes sense for my fixed income.
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search35 queries10/30/2026
Download run
Gemini unique queries
34
1 in ≥ half the passes · stability 35%
ChatGPT real searches predicted
100%
1 of 1 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Can you check the current mortgage interest rates today for a conventional thirty year fixed loan in Portland Oregon because I want to see if refinancing makes sense for my fixed income.
34 unique queries · 3 passes
portland oregon mortgage lenders and ra…
1 query · 3 hits
current 30 year fixed mortgage rates portland oregon3xGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence. 34 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.
ChatGPT1 real searches · gpt-6100% predicted
Portland Oregon conventional 30 year fixed mortgage refinance rates today October 29 2026 lender rates APR Google ↗
- Portland, Oregon Refinance Rates · monitorbankrates.com
- 30-Year Fixed Mortgage Rates in Portland · saferate.com
- Today’s Refinance Mortgage Rates · nerdwallet.com
- Mortgage Rates · freddiemac.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
34 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
current 30 year fixed mortgage rates portland oregon REFORMULATION | Google ↗ AI Mode ↗ | Find the latest daily interest rates for a 30-year fixed conventional loan specifically in Portland, Oregon. | — | web_article | portland oregon mortgage lenders and ra… | 3x of 3 | |
is refinancing worth it on a fixed income IMPLICIT | Google ↗ AI Mode ↗ | Understand the financial feasibility and rules of thumb for refinancing a home while living on a fixed income. | — | faq_page | refinancing on a fixed income | 1x of 3 | |
when does refinancing a mortgage make financial sense RELATED | Google ↗ AI Mode ↗ | Understand the general financial thresholds and rules of thumb for deciding to refinance a home loan. | — | web_article | refinancing on a fixed income | 1x of 3 | |
should I refinance fixed income retirement mortgage RELATED | Google ↗ AI Mode ↗ | Understand the general financial implications and wisdom of refinancing a home loan while living on a fixed income. | — | faq_page | refinancing on a fixed income | 1x of 3 | |
mortgage refinancing break even calculator RELATED | Google ↗ AI Mode ↗ | Calculate how many months it will take for monthly savings to outweigh the closing costs of a refinance. | — | calculator/tool | mortgage refinance break even calculato… | 1x of 3 | |
refinancing break even point calculator IMPLICIT | Google ↗ AI Mode ↗ | Calculate how long it will take to recover the upfront costs of refinancing through monthly savings. | — | calculator/tool | mortgage refinance break even calculato… | 1x of 3 | |
mortgage refinance break even calculator IMPLICIT | Google ↗ AI Mode ↗ | Calculate how many months it will take to recoup refinancing closing costs given a specific interest rate drop. | — | calculator/tool | mortgage refinance break even calculato… | 1x of 3 | |
conventional 30 year fixed vs adjustable rate mortgage 2024 COMPARATIVE | Google ↗ AI Mode ↗ | Compare fixed-rate loans against other options to ensure a 30-year fixed is the best choice for stability. | — | comparison_table | conventional mortgage loan terms and co… | 1x of 3 | |
should i refinance if i am on a fixed income PERSONALIZED | Google ↗ AI Mode ↗ | Evaluate the risks and benefits of home refinancing specifically for retirees or individuals on a fixed income. | — | faq_page | refinancing on a fixed income | 1x of 3 | |
is refinancing worth it for a 1 percent rate drop COMPARATIVE | Google ↗ AI Mode ↗ | Determine the financial threshold at which a lower interest rate makes the closing costs of refinancing worthwhile. | — | comparison_table | interest rate drop impact analysis | 1x of 3 | |
top mortgage lenders in portland oregon ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify reputable banks, credit unions, and brokers operating in the Portland housing market. | — | review_roundup | portland oregon mortgage lenders and ra… | 1x of 3 | |
current mortgage rates vs historical average 30 year fixed COMPARATIVE | Google ↗ AI Mode ↗ | Compare today's 30-year fixed mortgage rates against historical averages to gauge market competitiveness. | — | comparison_table | conventional mortgage loan terms and co… | 1x of 3 | |
best mortgage lenders Portland Oregon 2024 ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify top-rated banks, credit unions, and brokers offering competitive mortgages in the Portland area. | — | review_roundup | portland oregon mortgage lenders and ra… | 1x of 3 | |
how to qualify for mortgage refinance with fixed income PERSONALIZED | Google ↗ AI Mode ↗ | Learn the specific documentation and debt-to-income requirements for retirees or social security recipients refinancing a home. | — | how_to_steps | refinancing on a fixed income | 1x of 3 | |
closing costs for mortgage refinancing oregon ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify average closing costs associated with refinancing a mortgage in the state of Oregon. | — | web_article | oregon mortgage refinancing closing cos… | 1x of 3 | |
refinancing options for seniors on fixed income PERSONALIZED | Google ↗ AI Mode ↗ | Discover specialized loan modification programs or advice tailored to older adults relying on fixed retirement income. | — | buyers_guide | refinancing on a fixed income | 1x of 3 | |
average closing costs for refinancing in oregon RELATED | Google ↗ AI Mode ↗ | Find out what fees and closing costs to expect when refinancing a mortgage in Oregon. | — | web_article | oregon mortgage refinancing closing cos… | 1x of 3 | |
conventional loan refinancing requirements 2024 REFORMULATION | Google ↗ AI Mode ↗ | Review the credit score, debt-to-income, and equity requirements for refinancing a conventional mortgage. | — | checklist | refinance qualification requirements an… | 1x of 3 | |
average closing costs for mortgage refinance Oregon RELATED | Google ↗ AI Mode ↗ | Find out typical closing fees associated with refinancing a mortgage in the state of Oregon. | — | web_article | oregon mortgage refinancing closing cos… | 1x of 3 | |
fixed income retirement mortgage refinancing strategies REFORMULATION | Google ↗ AI Mode ↗ | Discover strategies for older homeowners or retirees looking to lower monthly housing expenses. | — | buyers_guide | refinancing on a fixed income | 1x of 3 | |
impact of interest rates on fixed income households RELATED | Google ↗ AI Mode ↗ | Understand broader economic impacts of fluctuating interest rates on people living on fixed incomes. | — | pdf_whitepaper | interest rate drop impact analysis | 1x of 3 | |
how does refinancing affect monthly cash flow REFORMULATION | Google ↗ AI Mode ↗ | Learn the mechanics of how a lower interest rate or cash-out affects monthly budgeting. | — | how_to_steps | monthly cash flow and payment strategies | 1x of 3 | |
refinance checklist documents needed RELATED | Google ↗ AI Mode ↗ | Get a checklist of paperwork required by lenders to apply for a mortgage refinance. | — | checklist | refinance qualification requirements an… | 1x of 3 | |
refinancing to lower monthly payment vs shortening loan term COMPARATIVE | Google ↗ AI Mode ↗ | Compare the strategy of resetting to a new 30-year term to lower monthly payments versus alternative terms. | — | buyers_guide | monthly cash flow and payment strategies | 1x of 3 | |
conventional 30 year fixed requirements 2024 ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check the credit score, debt-to-income ratio, and asset requirements for qualifying for a conventional 30-year fixed loan. | — | product_spec_sheet | conventional mortgage loan terms and co… | 1x of 3 | |
current trends in oregon housing market and interest rates IMPLICIT | Google ↗ AI Mode ↗ | Analyze macroeconomic forecasts for interest rates in Oregon to decide whether to lock in a rate now or wait. | — | pdf_whitepaper | oregon mortgage refinancing closing cos… | 1x of 3 | |
portland oregon mortgage lenders review and ratings ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find top-rated local banks and credit unions offering competitive mortgage refinancing in Portland. | — | review_roundup | portland oregon mortgage lenders and ra… | 1x of 3 | |
pros and cons of refinancing fixed rate mortgage COMPARATIVE | Google ↗ AI Mode ↗ | Evaluate the advantages and potential risks of replacing an existing fixed-rate mortgage with a new one. | — | checklist | refinancing on a fixed income | 1x of 3 | |
does refinancing reset your mortgage term to 30 years RELATED | Google ↗ AI Mode ↗ | Understand how refinancing affects the remaining loan duration and total interest paid over time. | — | glossary/definition | conventional mortgage loan terms and co… | 1x of 3 | |
how to qualify for mortgage refinance with limited income IMPLICIT | Google ↗ AI Mode ↗ | Find strategies or loan programs designed to help borrowers with lower or fixed incomes qualify for refinancing. | — | how_to_steps | refinance qualification requirements an… | 1x of 3 | |
do interest rates drop in certain months RELATED | Google ↗ AI Mode ↗ | Understand seasonal trends in mortgage interest rates to time a potential refinance application. | — | faq_page | interest rate drop impact analysis | 1x of 3 | |
portland credit unions mortgage refinance rates ENTITY EXPANSION | Google ↗ AI Mode ↗ | Compare local credit union mortgage rates against national big-bank rates in Portland. | — | comparison_table | portland oregon mortgage lenders and ra… | 1x of 3 | |
mortgage refinance glossary terms to know RELATED | Google ↗ AI Mode ↗ | Learn definitions of key refinancing terms like APR, points, escrow, and break-even point. | — | glossary/definition | refinance qualification requirements an… | 1x of 3 | |
Portland Oregon mortgage broker vs direct lender COMPARATIVE | Google ↗ AI Mode ↗ | Determine whether to use a local mortgage broker or a direct bank when shopping for refinance rates in Portland. | — | comparison_table | portland oregon mortgage lenders and ra… | 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 | — | 939 / 1,522 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 939 / 1,473 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 939 / 1,493 |