Real ChatGPT answer + Gemini simulation · index seedD3tntyMQAgEcompleteAI OverviewReal estate · real estate agentshowto
Where can I look up foreclosed property experts in Atlanta who have closed deals in the last thirty days given current market conditions?
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
0%
0 of 1 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Where can I look up foreclosed property experts in Atlanta who have closed deals in the last thirty days given current market conditions?
34 unique queries · 3 passes
comparing foreclosure and traditional a…
1 query · 3 hits
atlanta foreclosed property real estate agents recent sales3xGoogle ↗
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-60% predicted
Atlanta housing market October 2026 foreclosure sales REO real estate agents recent closed transactions last 30 days Google ↗
- Visit FMLS · fmls.com
- Atlanta REALTORS® Market Brief: September 2026 · atlantarealtors.com
- Atlanta MSA - September 2026 Market Recap · gamls.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 |
|---|---|---|---|---|---|---|---|
atlanta foreclosed property real estate agents recent sales REFORMULATION | Google ↗ AI Mode ↗ | Find real estate agents in Atlanta who specialize in foreclosures and have recent sales records. | — | web_article | comparing foreclosure and traditional a… | 3x of 3 | |
how to verify if an atlanta real estate agent closed deals recently RELATED | Google ↗ AI Mode ↗ | Learn the methods and public databases used to verify an agent's recent transaction history. | — | how_to_steps | verifying agent closed transaction hist… | 1x of 3 | |
how to find active foreclosure investors and brokers in atlanta ga RELATED | Google ↗ AI Mode ↗ | Discover methods and platforms to identify active foreclosure brokers in the Atlanta market. | — | how_to_steps | finding distressed property investors | 1x of 3 | |
how to find active foreclosure investors and brokers in atlanta RELATED | Google ↗ AI Mode ↗ | Learn methods and platforms to discover active foreclosure brokers and investors in the Atlanta market. | — | how_to_steps | finding distressed property investors | 1x of 3 | |
best platforms to find distressed property investment specialists in georgia IMPLICIT | Google ↗ AI Mode ↗ | Discover websites or platforms where vetted experts in distressed properties are listed. | — | buyers_guide | finding distressed property investors | 1x of 3 | |
atlanta housing market trends foreclosure volume current month IMPLICIT | Google ↗ AI Mode ↗ | Understand the current market conditions and volume of foreclosures in Atlanta. | — | dataset | atlanta housing market trends | 1x of 3 | |
atlanta housing market trends foreclosure rates 2024 IMPLICIT | Google ↗ AI Mode ↗ | Understand the current economic climate and foreclosure volume in Atlanta to evaluate expert credibility. | — | dataset | atlanta housing market trends | 1x of 3 | |
top rated foreclosure buyer agents atlanta vs general residential realtors COMPARATIVE | Google ↗ AI Mode ↗ | Understand the difference in performance and value between specialized foreclosure experts and standard agents. | — | comparison_table | comparing foreclosure and traditional a… | 1x of 3 | |
top rated distressed property real estate teams vs traditional agents atlanta COMPARATIVE | Google ↗ AI Mode ↗ | Compare specialized distressed property experts against traditional real estate agents in Atlanta. | — | comparison_table | comparing foreclosure and traditional a… | 1x of 3 | |
top real estate teams atlanta vs boutique foreclosure brokers COMPARATIVE | Google ↗ AI Mode ↗ | Compare large real estate agencies against specialized boutique brokers for foreclosure transactions in Atlanta. | — | comparison_table | comparing foreclosure and traditional a… | 1x of 3 | |
hud homestore registered brokers atlanta ga ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find specific institutional channels and broker registries associated with government foreclosures in Atlanta. | — | dataset | hud homestore and licensee lookup | 1x of 3 | |
atlantareo and bank owned property brokerages directory ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify specific brokerages and agencies in Atlanta handling REO and bank-owned assets. | — | buyers_guide | bank owned property brokerages | 1x of 3 | |
hud homestore listing brokers atlanta ga ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify specific government-certified brokers and entities handling HUD and foreclosed properties in Atlanta. | — | map/local_pack | hud homestore and licensee lookup | 1x of 3 | |
finding local investment property mentors who closed deals during high interest rates PERSONALIZED | Google ↗ AI Mode ↗ | Locate experienced mentors or deal-makers who have successfully navigated current macro market conditions. | — | forum/qna | finding distressed property investors | 1x of 3 | |
best real estate agent for first time home buyer looking at foreclosures in atlanta PERSONALIZED | Google ↗ AI Mode ↗ | Find a suitable agent who guides buyers through purchasing foreclosed homes in Atlanta. | — | review_roundup | comparing foreclosure and traditional a… | 1x of 3 | |
best real estate agent for first time home buyer purchasing bank owned property atlanta PERSONALIZED | Google ↗ AI Mode ↗ | Find a professional suited for navigating bank-owned properties as a buyer in Atlanta. | — | buyers_guide | bank owned property brokerages | 1x of 3 | |
atlanta real estate market trends foreclosures 2024 REFORMULATION | Google ↗ AI Mode ↗ | Analyze current foreclosure inventory and market dynamics in the Atlanta area. | — | pdf_whitepaper | atlanta housing market trends | 1x of 3 | |
mls data for recent foreclosure transactions in fulton county georgia REFORMULATION | Google ↗ AI Mode ↗ | Access MLS transaction data to verify recent foreclosure deals in the Atlanta area. | — | dataset | atlanta housing market trends | 1x of 3 | |
find atlanta real estate agents by recent closed transactions database REFORMULATION | Google ↗ AI Mode ↗ | Access public property records or databases that filter Atlanta agents by recent deal closures. | — | calculator/tool | verifying agent closed transaction hist… | 1x of 3 | |
bank owned property listing agents atlanta reviews RELATED | Google ↗ AI Mode ↗ | Read reviews and feedback on agents who specialize in REO (Real Estate Owned) properties in Atlanta. | — | review_roundup | bank owned property brokerages | 1x of 3 | |
where to check real estate agent closed sales history public records georgia RELATED | Google ↗ AI Mode ↗ | Learn how to independently verify an agent's closed transaction history using public records. | — | faq_page | verifying agent closed transaction hist… | 1x of 3 | |
real estate platform showing agent transaction history and reviews RELATED | Google ↗ AI Mode ↗ | Discover websites or tools where agent closing records and verified client reviews are published. | — | review_roundup | checking mls agent transaction data | 1x of 3 | |
where to check local mls transaction history for specific agents IMPLICIT | Google ↗ AI Mode ↗ | Find access points to Multiple Listing Service data to check agent closing records. | — | faq_page | checking mls agent transaction data | 1x of 3 | |
atlanta distressed property market report and expert directory IMPLICIT | Google ↗ AI Mode ↗ | Read professional analyses of the Atlanta distressed property market alongside expert contacts. | — | pdf_whitepaper | distressed property expert directories | 1x of 3 | |
foreclosure auction rules and investor agents georgia IMPLICIT | Google ↗ AI Mode ↗ | Understand the legal and procedural framework of Georgia foreclosures to better vet participating experts. | — | pdf_whitepaper | finding distressed property investors | 1x of 3 | |
reo brokers vs short sale specialists atlanta COMPARATIVE | Google ↗ AI Mode ↗ | Clarify the distinction between brokers handling bank-owned foreclosures versus short sales. | — | glossary/definition | comparing foreclosure and traditional a… | 1x of 3 | |
zillow vs realtor com agent finder for foreclosure specialists in atlanta COMPARATIVE | Google ↗ AI Mode ↗ | Determine which online real estate platform is best for finding foreclosure specialists in Atlanta. | — | comparison_table | comparing foreclosure and traditional a… | 1x of 3 | |
zillow premier agents atlanta foreclosure specialization vs reo specialists COMPARATIVE | Google ↗ AI Mode ↗ | Compare general top agents against dedicated REO (Real Estate Owned) specialists in Atlanta. | — | faq_page | comparing foreclosure and traditional a… | 1x of 3 | |
georgia real estate commission licensee lookup tool ENTITY EXPANSION | Google ↗ AI Mode ↗ | Access the official state licensing board tool to verify agent credentials and disciplinary history. | — | calculator/tool | hud homestore and licensee lookup | 1x of 3 | |
atlanta real investor association member directory foreclosure experts ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find members of local real estate investor associations who deal in foreclosures. | — | map/local_pack | distressed property expert directories | 1x of 3 | |
reo brokers association atlanta chapter directory ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find professional associations or directories dedicated to REO and foreclosure professionals in Atlanta. | — | forum/qna | distressed property expert directories | 1x of 3 | |
how to verify if an atlanta real estate agent closed a deal last month REFORMULATION | Google ↗ AI Mode ↗ | Learn the verification steps to check an agent's MLS or county records for recent closures. | — | how_to_steps | verifying agent closed transaction hist… | 1x of 3 | |
how active are institutional foreclosure buyers in metro atlanta right now RELATED | Google ↗ AI Mode ↗ | Gauge the current volume of foreclosure activity and institutional buyer presence in Atlanta. | — | case_study | atlanta housing market trends | 1x of 3 | |
how to vet an agent for bank owned properties and short sales RELATED | Google ↗ AI Mode ↗ | Learn the criteria for evaluating an agent's experience with bank-owned properties. | — | checklist | bank owned property brokerages | 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 | — | 923 / 1,477 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 923 / 1,470 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 923 / 1,415 |