Real ChatGPT answer + Gemini simulation · index seedcUbTDpaojqIcompleteAI OverviewFinance and banking · mortgagesbrand
Can you explain how Better.com calculates my debt-to-income ratio for a first-time homebuyer loan since I just graduated college?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search36 queries10/30/2026
Download run
Gemini unique queries
34
2 in ≥ half the passes · stability 35%
ChatGPT real searches predicted
50%
1 of 2 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Can you explain how Better.com calculates my debt-to-income ratio for a first-time homebuyer loan since I just graduated college?
34 unique queries · 3 passes
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. 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.
ChatGPT2 real searches · gpt-650% predicted
Better.com mortgage debt-to-income ratio qualifying income recent graduate employment history student loans DTI Google ↗
Fannie Mae selling guide employment offers recent graduate income student loan debt DTI calculation Google ↗
- What documents will I need for my mortgage? · better.com
- Standards for Employment and Income Documentation · selling-guide.fanniemae.com
- Employment Offers or Contracts · selling-guide.fanniemae.com
- Can you buy a house with student loans? · better.com
- Fannie Mae Selling Guide March 4, 2026 · singlefamily.fanniemae.com
- Debt-to-Income Ratios · selling-guide.fanniemae.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 |
|---|---|---|---|---|---|---|---|
how does better com calculate debt to income ratio REFORMULATION | Google ↗ AI Mode ↗ | Understand the exact mathematical formula and components Better.com uses to determine debt-to-income ratio. | — | how_to_steps | debt to income formula | 2x of 3 | |
debt to income ratio formula mortgage lender RELATED | Google ↗ AI Mode ↗ | Learn the standard industry definition and components of a debt-to-income ratio for home loans. | — | glossary/definition | debt to income formula | 2x of 3 | |
better mortgage dti calculation rules for recent college graduates REFORMULATION | Google ↗ AI Mode ↗ | Find out the exact formula and rules Better.com uses to calculate debt-to-income for borrowers who just graduated. | — | web_article | student loan dti guidelines | 1x of 3 | |
how is debt to income ratio calculated for mortgage RELATED | Google ↗ AI Mode ↗ | Understand the general mortgage industry standard formula for debt-to-income ratio. | — | glossary/definition | debt to income formula | 1x of 3 | |
dti calculation recent college graduate mortgage PERSONALIZED | Google ↗ AI Mode ↗ | Find out how lenders evaluate debt-to-income ratios for applicants who have just finished school and entered the workforce. | — | web_article | student loan dti guidelines | 1x of 3 | |
qualify for mortgage with no work history after college IMPLICIT | Google ↗ AI Mode ↗ | Discover if a recent graduate with a diploma instead of traditional work history can qualify for a home loan. | — | faq_page | mortgage with zero work history | 1x of 3 | |
qualify for mortgage with zero work history after college IMPLICIT | Google ↗ AI Mode ↗ | Find out if recent graduates without traditional employment history can qualify for a home loan. | — | faq_page | mortgage with zero work history | 1x of 3 | |
better.com vs traditional bank mortgage underwriting requirements COMPARATIVE | Google ↗ AI Mode ↗ | Compare Better.com's digital underwriting standards with traditional brick-and-mortar banks. | — | comparison_table | income verification requirements | 1x of 3 | |
fha vs conventional loan dti requirements first time home buyer COMPARATIVE | Google ↗ AI Mode ↗ | Compare debt-to-income limits between FHA and conventional loan programs for first-time buyers. | — | comparison_table | first time home buyer requirements | 1x of 3 | |
better com first time home buyer loan requirements ENTITY EXPANSION | Google ↗ AI Mode ↗ | Review all qualification criteria for first-time homebuyers applying through Better.com. | — | faq_page | first time home buyer requirements | 1x of 3 | |
fannie mae student loan dti calculation guidelines ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify the underlying government-sponsored enterprise guidelines that Better.com follows for student loans. | — | pdf_whitepaper | student loan dti guidelines | 1x of 3 | |
can student loans be excluded from dti ratio mortgage IMPLICIT | Google ↗ AI Mode ↗ | Determine how deferred or income-driven student loan payments affect debt-to-income calculations for new grads. | — | forum/qna | deferred student loans dti | 1x of 3 | |
better mortgage vs rocket mortgage first time home buyer requirements ENTITY EXPANSION | Google ↗ AI Mode ↗ | Compare Better.com's mortgage underwriting requirements with another major digital lender. | — | buyers_guide | first time home buyer requirements | 1x of 3 | |
calculating dti ratio with recent college graduate starting salary PERSONALIZED | Google ↗ AI Mode ↗ | Learn how to compute DTI when using a brand new job offer letter rather than past tax returns. | — | calculator/tool | student loan dti guidelines | 1x of 3 | |
calculate mortgage dti with entry level salary and student loans PERSONALIZED | Google ↗ AI Mode ↗ | Calculate DTI ratio factoring in a typical entry-level salary and deferred or active student loan debt. | — | calculator/tool | student loan dti guidelines | 1x of 3 | |
mortgage lenders using degree instead of work history COMPARATIVE | Google ↗ AI Mode ↗ | Discover if college diplomas can substitute for traditional two-year employment history when getting a home loan. | — | web_article | mortgage with zero work history | 1x of 3 | |
does better.com accept offer letters for mortgage income verification REFORMULATION | Google ↗ AI Mode ↗ | Confirm if Better.com permits future employment offer letters for qualifying income. | — | how_to_steps | income verification requirements | 1x of 3 | |
how does better.com treat deferred student loans in dti REFORMULATION | Google ↗ AI Mode ↗ | Learn Better.com's specific policy on counting deferred student loans toward monthly debt obligations. | — | web_article | deferred student loans dti | 1x of 3 | |
debt to income ratio mortgage calculator RELATED | Google ↗ AI Mode ↗ | Use an interactive tool to calculate personal debt-to-income ratio using income and debt figures. | — | calculator/tool | debt to income formula | 1x of 3 | |
how do lenders count deferred student loans in dti RELATED | Google ↗ AI Mode ↗ | Find out if income-driven repayment or deferred student loans count toward monthly debt obligations. | — | forum/qna | deferred student loans dti | 1x of 3 | |
can job offer letter be used for mortgage income better mortgage IMPLICIT | Google ↗ AI Mode ↗ | Determine if Better.com accepts a future job offer letter to calculate qualifying income before starting work. | — | how_to_steps | income verification requirements | 1x of 3 | |
better com mortgage underwriting guidelines income verification ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check how Better.com verifies employment and income for new professionals and salaried employees. | — | pdf_whitepaper | income verification requirements | 1x of 3 | |
fha loan vs conventional loan dti limits for first time buyers COMPARATIVE | Google ↗ AI Mode ↗ | Compare maximum allowable DTI ratios between FHA and conventional loan programs. | — | buyers_guide | first time home buyer requirements | 1x of 3 | |
first time home buyer grants and assistance programs 2026 RELATED | Google ↗ AI Mode ↗ | Find down payment assistance and grants available to first-time buyers with lower starting incomes. | — | review_roundup | first time home buyer requirements | 1x of 3 | |
maximum dti ratio fha conventional first time home buyer COMPARATIVE | Google ↗ AI Mode ↗ | Compare the maximum allowable debt-to-income ratios across different first-time homebuyer loan programs. | — | comparison_table | first time home buyer requirements | 1x of 3 | |
maximum debt to income ratio for first time home buyer ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find the maximum percentage cap lenders impose on monthly debt relative to gross income. | — | web_article | debt to income formula | 1x of 3 | |
better mortgage underwriting guidelines student debt ENTITY EXPANSION | Google ↗ AI Mode ↗ | Access official or detailed breakdowns of Better.com's internal risk assessment rules for student debt. | — | pdf_whitepaper | student loan dti guidelines | 1x of 3 | |
how to qualify for a mortgage with zero work history after college REFORMULATION | Google ↗ AI Mode ↗ | Find strategies and rules for securing a home loan immediately after graduation without prior work history. | — | how_to_steps | mortgage with zero work history | 1x of 3 | |
can parents co sign to lower dti ratio better.com IMPLICIT | Google ↗ AI Mode ↗ | Determine if co-signers or co-borrowers can be used to improve qualification ratios. | — | faq_page | deferred student loans dti | 1x of 3 | |
maximum dti ratio allowed for conventional loan RELATED | Google ↗ AI Mode ↗ | Find the absolute ceiling for debt-to-income ratios on conventional home loans. | — | glossary/definition | deferred student loans dti | 1x of 3 | |
fannie mae guidelines student loan dti calculation ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check official government-sponsored enterprise rules for calculating student loan debt in mortgages. | — | web_article | student loan dti guidelines | 1x of 3 | |
reddit better mortgage first time home buyer reviews dti approval REFORMULATION | Google ↗ AI Mode ↗ | Read peer experiences regarding Better.com's approval process for applicants with student loans or low credit history. | — | forum/qna | first time home buyer requirements | 1x of 3 | |
better com customer reviews mortgage approval process RELATED | Google ↗ AI Mode ↗ | Read feedback from other borrowers regarding their experience with Better.com's loan approval and underwriting. | — | review_roundup | income verification requirements | 1x of 3 | |
better.com mortgage pre approval requirements documents needed REFORMULATION | Google ↗ AI Mode ↗ | Get a complete checklist of documents required by Better.com for pre-approval. | — | checklist | income verification requirements | 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 | — | 931 / 1,510 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 931 / 1,496 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 931 / 1,457 |