Real ChatGPT answer + Gemini simulation · index seedti6M9eHGg6kcompleteAI OverviewReal estate · buying a homeinformational
How are HOA reserve study funds factored into a lender's project review when applying for a condo loan in a building with deferred maintenance and pending litigation?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search39 queries10/30/2026
Download run
Gemini unique queries
36
0 in ≥ half the passes · stability 33%
ChatGPT real searches predicted
100%
3 of 3 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
How are HOA reserve study funds factored into a lender's project review when applying for a condo loan in a building with deferred maintenance and pending litigation?
36 unique queries · 3 passes
litigation impact on mortgages
11 queries · 11 hits
does pending litigation stop a condo loan approval1xGoogle ↗
IMPLICIT
consequences of pending litigation and low reserves on condo loan approval1xGoogle ↗
RELATED
can you get a mortgage in a condo with pending litigation1xGoogle ↗
IMPLICIT
first time home buyer buying condo with special assessments and litigation1xGoogle ↗
PERSONALIZED
how to finance a condo purchase when the hoa has a lawsuit and low reserves1xGoogle ↗
PERSONALIZED
hoa litigation questionnaire condo lender requirements1xGoogle ↗
REFORMULATION
what types of pending litigation automatically disqualify a condo building for a mortgage1xGoogle ↗
RELATED
fannie mae guidelines pending litigation condo structural safety1xGoogle ↗
ENTITY EXPANSION
condo questionnaire reserve study and litigation questions explained1xGoogle ↗
ENTITY EXPANSION
warrantable vs non warrantable condo litigation and reserves1xGoogle ↗
COMPARATIVE
hud guideline for condo pending litigation and structural integrity1xGoogle ↗
ENTITY EXPANSION
reserve funding evaluation rules
9 queries · 9 hits
how do lenders evaluate hoa reserve funds for condo loans1xGoogle ↗
REFORMULATION
how do lenders evaluate hoa reserve funds for condo loans with deferred maintenance1xGoogle ↗
REFORMULATION
how do lenders evaluate hoa reserve funds for condo approval1xGoogle ↗
RELATED
minimum percentage of hoa budget that must go to reserves for condo approval1xGoogle ↗
REFORMULATION
how to calculate hoa reserve funding ratio for mortgage underwriting1xGoogle ↗
RELATED
impact of 10 percent reserve funding rule on condo loans1xGoogle ↗
RELATED
can a special assessment fix a reserve deficit for a condo loan1xGoogle ↗
IMPLICIT
condo association reserve funding requirements study frequency and compliance1xGoogle ↗
RELATED
hoa reserve study funding plan inadequate lender rejection appeal1xGoogle ↗
RELATED
deferred maintenance loan hurdles
9 queries · 9 hits
condo loan requirements deferred maintenance litigation1xGoogle ↗
REFORMULATION
can you get a mortgage on a condo with a special assessment for deferred maintenance1xGoogle ↗
IMPLICIT
how to finance a condo with deferred maintenance and special assessments1xGoogle ↗
RELATED
fha vs conventional condo approval deferred maintenance requirements1xGoogle ↗
COMPARATIVE
what constitutes critical deferred maintenance for condo project approval1xGoogle ↗
ENTITY EXPANSION
conforming vs non-warrantable condo loans deferred maintenance1xGoogle ↗
COMPARATIVE
non warrantable condo loans deferred maintenance lawsuit options1xGoogle ↗
IMPLICIT
condo questionnaire deferred maintenance red flags for lenders1xGoogle ↗
IMPLICIT
case studies condo loan denial due to deferred maintenance and litigation1xGoogle ↗
COMPARATIVE
fha versus conventional requirements
4 queries · 4 hits
fha vs conventional condo project review reserve study requirements1xGoogle ↗
COMPARATIVE
fha vs conventional condo project review reserve requirements1xGoogle ↗
COMPARATIVE
what constitutes critical repairs in condo project review1xGoogle ↗
REFORMULATION
condo project review failed due to reserves can i get a portfolio loan1xGoogle ↗
PERSONALIZED
agency condo review guidelines
3 queries · 3 hits
fannie mae condo deferred maintenance guidelines reserve requirements1xGoogle ↗
ENTITY EXPANSION
fannie mae and freddie mac condo project review guidelines pending litigation reserves1xGoogle ↗
ENTITY EXPANSION
fannie mae condo project review standards reserve funding percentage1xGoogle ↗
ENTITY EXPANSION
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). 1 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence. 36 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-6100% predicted
Fannie Mae condo project review reserve requirements 2026 deferred maintenance litigation significant deferred maintenance reserve study Google ↗
Freddie Mac condominium project review reserves deferred maintenance litigation requirements 2026 Google ↗
Fannie Mae Selling Guide condo litigation project eligibility deferred maintenance special assessments reserve study Google ↗
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
36 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
how do lenders evaluate hoa reserve funds for condo loans REFORMULATION | Google ↗ AI Mode ↗ | Understand the general criteria mortgage lenders use to assess HOA reserve funds during a condo project review. | — | web_article | reserve funding evaluation rules | 1x of 3 | |
condo loan requirements deferred maintenance litigation REFORMULATION | Google ↗ AI Mode ↗ | Find general mortgage underwriting guidelines for condo projects with ongoing structural repairs and active lawsuits. | — | web_article | deferred maintenance loan hurdles | 1x of 3 | |
how do lenders evaluate hoa reserve funds for condo loans with deferred maintenance REFORMULATION | Google ↗ AI Mode ↗ | Understand how mortgage underwriters assess reserve accounts when a condominium building has known deferred maintenance issues. | — | web_article | reserve funding evaluation rules | 1x of 3 | |
fannie mae condo deferred maintenance guidelines reserve requirements ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find specific official agency guidelines from Fannie Mae regarding deferred maintenance and reserve funding. | — | pdf_whitepaper | agency condo review guidelines | 1x of 3 | |
how do lenders evaluate hoa reserve funds for condo approval RELATED | Google ↗ AI Mode ↗ | Understand the exact criteria mortgage lenders use to assess the health and adequacy of a homeowners association's reserve account. | — | faq_page | reserve funding evaluation rules | 1x of 3 | |
fannie mae and freddie mac condo project review guidelines pending litigation reserves ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find specific institutional lending standards from Fannie Mae or Freddie Mac regarding litigation and reserve funding. | — | pdf_whitepaper | agency condo review guidelines | 1x of 3 | |
does pending litigation stop a condo loan approval IMPLICIT | Google ↗ AI Mode ↗ | Determine whether an active lawsuit involving the HOA automatically disqualifies a building from mortgage financing. | — | faq_page | litigation impact on mortgages | 1x of 3 | |
fannie mae condo project review standards reserve funding percentage ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover the specific percentage of budget allocation required for reserve funds by major agencies like Fannie Mae and Freddie Mac. | — | pdf_whitepaper | agency condo review guidelines | 1x of 3 | |
consequences of pending litigation and low reserves on condo loan approval RELATED | Google ↗ AI Mode ↗ | Learn the common reasons why a condo loan gets denied when litigation and underfunded reserves are present. | — | faq_page | litigation impact on mortgages | 1x of 3 | |
fha vs conventional condo project review reserve study requirements COMPARATIVE | Google ↗ AI Mode ↗ | Compare how FHA loans and conventional loans differ in their assessment of HOA reserves and building health. | — | comparison_table | fha versus conventional requirements | 1x of 3 | |
can you get a mortgage in a condo with pending litigation IMPLICIT | Google ↗ AI Mode ↗ | Determine if obtaining a conventional mortgage is outright impossible when a condo association is involved in a lawsuit. | — | forum/qna | litigation impact on mortgages | 1x of 3 | |
can you get a mortgage on a condo with a special assessment for deferred maintenance IMPLICIT | Google ↗ AI Mode ↗ | Determine if active special assessments levied to fix deferred maintenance will disqualify a borrower from getting a mortgage. | — | web_article | deferred maintenance loan hurdles | 1x of 3 | |
how to finance a condo with deferred maintenance and special assessments RELATED | Google ↗ AI Mode ↗ | Learn actionable financing strategies or alternative loan products when a condo association has unresolved maintenance issues. | — | how_to_steps | deferred maintenance loan hurdles | 1x of 3 | |
fha vs conventional condo approval deferred maintenance requirements COMPARATIVE | Google ↗ AI Mode ↗ | Compare how strict FHA loans are compared to conventional loans when a building has significant deferred maintenance. | — | comparison_table | deferred maintenance loan hurdles | 1x of 3 | |
fha vs conventional condo project review reserve requirements COMPARATIVE | Google ↗ AI Mode ↗ | Compare how FHA loan requirements for condo reserves differ from conventional Fannie/Freddie guidelines. | — | comparison_table | fha versus conventional requirements | 1x of 3 | |
what constitutes critical deferred maintenance for condo project approval ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify the specific types of physical damage or postponed repairs that trigger a lender rejection. | — | glossary/definition | deferred maintenance loan hurdles | 1x of 3 | |
first time home buyer buying condo with special assessments and litigation PERSONALIZED | Google ↗ AI Mode ↗ | Evaluate the financial and approval risks a typical home buyer faces when purchasing a troubled condo unit. | — | buyers_guide | litigation impact on mortgages | 1x of 3 | |
how to finance a condo purchase when the hoa has a lawsuit and low reserves PERSONALIZED | Google ↗ AI Mode ↗ | Find actionable alternative financing strategies or portfolio loans when standard condo project approval fails. | — | how_to_steps | litigation impact on mortgages | 1x of 3 | |
hoa litigation questionnaire condo lender requirements REFORMULATION | Google ↗ AI Mode ↗ | Find information about the HOA legal questionnaire and what details lenders look for regarding lawsuits. | — | checklist | litigation impact on mortgages | 1x of 3 | |
what constitutes critical repairs in condo project review REFORMULATION | Google ↗ AI Mode ↗ | Identify the threshold between minor maintenance items and critical deferred maintenance that triggers loan denial. | — | glossary/definition | fha versus conventional requirements | 1x of 3 | |
minimum percentage of hoa budget that must go to reserves for condo approval REFORMULATION | Google ↗ AI Mode ↗ | Identify the standard financial metrics and percentage thresholds lenders look for in an annual reserve contribution. | — | product_spec_sheet | reserve funding evaluation rules | 1x of 3 | |
condo project review failed due to reserves can i get a portfolio loan PERSONALIZED | Google ↗ AI Mode ↗ | Explore alternative financing options like portfolio or portfolio-adjacent loans when standard warrantable condo financing fails. | — | forum/qna | fha versus conventional requirements | 1x of 3 | |
how to calculate hoa reserve funding ratio for mortgage underwriting RELATED | Google ↗ AI Mode ↗ | Learn the mathematical formula used in reserve studies to determine if a condo association is underfunded. | — | calculator/tool | reserve funding evaluation rules | 1x of 3 | |
what types of pending litigation automatically disqualify a condo building for a mortgage RELATED | Google ↗ AI Mode ↗ | Discover which lawsuits are considered fatal flaws by lenders during a condo project review. | — | glossary/definition | litigation impact on mortgages | 1x of 3 | |
impact of 10 percent reserve funding rule on condo loans RELATED | Google ↗ AI Mode ↗ | Understand the specific rule requiring a certain percentage of HOA budget to go toward replacement reserves. | — | web_article | reserve funding evaluation rules | 1x of 3 | |
fannie mae guidelines pending litigation condo structural safety ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find specific GSE rules regarding lawsuits that involve structural integrity or safety issues. | — | pdf_whitepaper | litigation impact on mortgages | 1x of 3 | |
condo questionnaire reserve study and litigation questions explained ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand what specific questions the lender's condo questionnaire asks about reserves and lawsuits. | — | checklist | litigation impact on mortgages | 1x of 3 | |
can a special assessment fix a reserve deficit for a condo loan IMPLICIT | Google ↗ AI Mode ↗ | Find out if passing a special assessment can satisfy lender requirements when current reserves are too low. | — | faq_page | reserve funding evaluation rules | 1x of 3 | |
conforming vs non-warrantable condo loans deferred maintenance COMPARATIVE | Google ↗ AI Mode ↗ | Understand when a condo project becomes non-warrantable due to maintenance issues and what loan options remain. | — | comparison_table | deferred maintenance loan hurdles | 1x of 3 | |
non warrantable condo loans deferred maintenance lawsuit options IMPLICIT | Google ↗ AI Mode ↗ | Find out if a building failing standard review becomes classified as a non-warrantable condo and how to finance it. | — | web_article | deferred maintenance loan hurdles | 1x of 3 | |
warrantable vs non warrantable condo litigation and reserves COMPARATIVE | Google ↗ AI Mode ↗ | Learn the distinction between warrantable and non-warrantable condo statuses caused by legal and financial issues. | — | comparison_table | litigation impact on mortgages | 1x of 3 | |
condo questionnaire deferred maintenance red flags for lenders IMPLICIT | Google ↗ AI Mode ↗ | Find out what questions on the HOA questionnaire expose deferred maintenance and kill the loan. | — | checklist | deferred maintenance loan hurdles | 1x of 3 | |
condo association reserve funding requirements study frequency and compliance RELATED | Google ↗ AI Mode ↗ | Check how often reserve studies must be updated to satisfy lender review guidelines. | — | faq_page | reserve funding evaluation rules | 1x of 3 | |
case studies condo loan denial due to deferred maintenance and litigation COMPARATIVE | Google ↗ AI Mode ↗ | Review real-world examples of how deals fall apart or get rescued when project reviews fail. | — | case_study | deferred maintenance loan hurdles | 1x of 3 | |
hoa reserve study funding plan inadequate lender rejection appeal RELATED | Google ↗ AI Mode ↗ | Learn if a condo association can appeal or correct a lender's project rejection based on an updated reserve plan. | — | case_study | reserve funding evaluation rules | 1x of 3 | |
hud guideline for condo pending litigation and structural integrity ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check HUD or FHA specific rules concerning building safety, structural integrity, and active lawsuits. | — | pdf_whitepaper | litigation impact on mortgages | 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 | — | 933 / 1,525 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 933 / 1,508 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 933 / 1,579 |