Real ChatGPT answer + Gemini simulation · index seedYryly49NfZ8completeAI OverviewLegal · family law and divorcecommercial
Where should I look for reviews of local attorneys who know how to prove fault grounds in a Georgia divorce?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search37 queries10/30/2026
Download run
Gemini unique queries
35
1 in ≥ half the passes · stability 34%
ChatGPT real searches predicted
50%
1 of 2 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Where should I look for reviews of local attorneys who know how to prove fault grounds in a Georgia divorce?
35 unique queries · 3 passes
comparing legal review websites
1 query · 2 hits
reddit r legaladvice finding a good divorce lawyer2xGoogle ↗
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 (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. 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.
ChatGPT2 real searches · gpt-650% predicted
Georgia divorce attorney reviews Avvo Google reviews contested fault grounds adultery cruel treatment Google ↗
Georgia State Bar lawyer search disciplinary history attorney directory family law Google ↗
- State Bar of Georgia Member Directory · gabar.org
- Attorney Discipline · gabar.org
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 |
|---|---|---|---|---|---|---|---|
reddit r legaladvice finding a good divorce lawyer ENTITY EXPANSION | Google ↗ AI Mode ↗ | Read peer recommendations and real experiences regarding divorce attorneys on Reddit. | — | forum/qna | comparing legal review websites | 2x of 3 | |
best websites for finding lawyer reviews and ratings REFORMULATION | Google ↗ AI Mode ↗ | The user wants a streamlined list of trusted online platforms where legal professionals are reviewed by clients. | — | review_roundup | top rated divorce law firms | 1x of 3 | |
best websites for finding divorce lawyer reviews REFORMULATION | Google ↗ AI Mode ↗ | Find specific platforms where clients leave reviews for family law attorneys. | — | review_roundup | comparing legal review websites | 1x of 3 | |
best sites to find reviews for family law attorneys in georgia REFORMULATION | Google ↗ AI Mode ↗ | Find specific websites and platforms where clients review divorce lawyers in Georgia. | — | review_roundup | top rated divorce law firms | 1x of 3 | |
avvo martindale hubbell lawyers.com georgia divorce attorney reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is looking for specific established legal directory websites that feature peer and client reviews for Georgia attorneys. | — | web_article | comparing legal review websites | 1x of 3 | |
how to find a divorce lawyer in ga REFORMULATION | Google ↗ AI Mode ↗ | Discover general methods and steps for sourcing a qualified divorce attorney in Georgia. | — | how_to_steps | finding contested divorce attorneys | 1x of 3 | |
avvo martindale hubbell lawyer ratings georgia ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify major legal directory platforms specific to Georgia attorneys. | — | web_article | georgia state bar lawyer directory | 1x of 3 | |
how to find a family law attorney in georgia with experience in fault divorce RELATED | Google ↗ AI Mode ↗ | The user wants guidance on sourcing specialized divorce lawyers rather than just general practitioners. | — | how_to_steps | finding contested divorce attorneys | 1x of 3 | |
avvo vs martindale hubbell for finding divorce lawyers COMPARATIVE | Google ↗ AI Mode ↗ | Compare major legal directory platforms to see which is better for reading reliable attorney reviews. | — | comparison_table | comparing legal review websites | 1x of 3 | |
georgia state bar lawyer referral service RELATED | Google ↗ AI Mode ↗ | Access official state bar resources to find vetted attorneys. | — | faq_page | georgia state bar lawyer directory | 1x of 3 | |
georgia divorce grounds list adultery cruelty desertion IMPLICIT | Google ↗ AI Mode ↗ | The user needs to understand what constitutes legally recognized fault grounds in Georgia to better evaluate if an attorney truly has relevant experience. | — | glossary/definition | georgia fault divorce grounds and proof | 1x of 3 | |
georgia divorce attorney ratings on super lawyers and findlaw ENTITY EXPANSION | Google ↗ AI Mode ↗ | Locate specific peer review and directory sites like Super Lawyers and FindLaw for Georgia attorneys. | — | web_article | top rated divorce law firms | 1x of 3 | |
how to find a fault based divorce attorney in georgia IMPLICIT | Google ↗ AI Mode ↗ | Understand the process of selecting an attorney specifically experienced in fault-based litigation. | — | how_to_steps | finding contested divorce attorneys | 1x of 3 | |
avvo vs lawyers.com for finding divorce lawyers COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to know which directory platform offers more reliable or detailed reviews for family law attorneys. | — | comparison_table | comparing legal review websites | 1x of 3 | |
georgia fault divorce grounds list IMPLICIT | Google ↗ AI Mode ↗ | Understand what specific fault grounds exist under Georgia law in order to discuss them with potential lawyers. | — | glossary/definition | georgia fault divorce grounds and proof | 1x of 3 | |
avvo vs lawyers com for finding family law attorneys COMPARATIVE | Google ↗ AI Mode ↗ | Compare different legal review websites to determine which is more reliable. | — | comparison_table | comparing legal review websites | 1x of 3 | |
what to look for in a divorce attorney reviews red flags PERSONALIZED | Google ↗ AI Mode ↗ | The user wants criteria to distinguish between genuine client satisfaction and manipulated reviews when researching attorneys. | — | checklist | divorce consultation questions for lawy… | 1x of 3 | |
reddit reviews on georgia divorce lawyers RELATED | Google ↗ AI Mode ↗ | Find unfiltered, peer-to-peer experiences and recommendations regarding divorce attorneys in Georgia. | — | forum/qna | top rated divorce law firms | 1x of 3 | |
questions to ask divorce lawyer about fault grounds georgia PERSONALIZED | Google ↗ AI Mode ↗ | Prepare interview questions for prospective attorneys regarding fault grounds. | — | checklist | divorce consultation questions for lawy… | 1x of 3 | |
georgia divorce fault grounds adultery cruelty desertion RELATED | Google ↗ AI Mode ↗ | Understand what specific fault grounds exist under Georgia law that require specialized legal experience. | — | glossary/definition | georgia fault divorce grounds and proof | 1x of 3 | |
questions to ask a divorce attorney about proving fault in ga RELATED | Google ↗ AI Mode ↗ | Learn what specific questions to ask prospective lawyers to test their expertise in fault-based divorces. | — | checklist | divorce consultation questions for lawy… | 1x of 3 | |
how do attorneys prove adultery or cruelty in a georgia divorce IMPLICIT | Google ↗ AI Mode ↗ | Understand the evidentiary requirements lawyers use to establish fault grounds in Georgia courts. | — | faq_page | georgia fault divorce grounds and proof | 1x of 3 | |
georgia state bar lawyer referral service client reviews REFORMULATION | Google ↗ AI Mode ↗ | The user wants to know if official state bar associations provide certified directories or disciplinary records alongside reviews. | — | faq_page | georgia state bar lawyer directory | 1x of 3 | |
how do lawyers prove fault in a georgia divorce case RELATED | Google ↗ AI Mode ↗ | The user wants to understand the evidentiary standards required for fault grounds to evaluate an attorney's capability. | — | web_article | georgia fault divorce grounds and proof | 1x of 3 | |
proving fault in georgia divorce burden of proof RELATED | Google ↗ AI Mode ↗ | Learn the evidentiary standards required to successfully prove fault grounds in court. | — | pdf_whitepaper | georgia fault divorce grounds and proof | 1x of 3 | |
best rated family law firms in atlanta georgia ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify top-rated law firms specializing in family law within Georgia's largest legal market. | — | map/local_pack | top rated divorce law firms | 1x of 3 | |
best legal directories for georigia family law practitioners REFORMULATION | Google ↗ AI Mode ↗ | The user is searching for curated lists of professional directories specializing in family law within Georgia. | — | review_roundup | top rated divorce law firms | 1x of 3 | |
hiring a lawyer for fault based divorce vs no fault divorce cost COMPARATIVE | Google ↗ AI Mode ↗ | Compare the costs and complexities associated with hiring counsel for fault versus no-fault divorces. | — | comparison_table | comparing legal review websites | 1x of 3 | |
top rated divorce law firms atlanta georgia reviews REFORMULATION | Google ↗ AI Mode ↗ | Find top-rated law firms handling divorces in a major Georgia metropolitan area. | — | map/local_pack | top rated divorce law firms | 1x of 3 | |
questions to ask divorce lawyer consultation fault grounds IMPLICIT | Google ↗ AI Mode ↗ | The user needs a practical framework for interviewing shortlisted attorneys to verify their experience with fault grounds. | — | checklist | divorce consultation questions for lawy… | 1x of 3 | |
what to look for when hiring a contested divorce lawyer in georgia PERSONALIZED | Google ↗ AI Mode ↗ | Determine key vetting criteria for a specialized attorney handling a contested, fault-based divorce. | — | buyers_guide | finding contested divorce attorneys | 1x of 3 | |
how to check disciplinary history of georgia lawyers IMPLICIT | Google ↗ AI Mode ↗ | Verify if a shortlisted attorney has any disciplinary actions or bar complaints against them. | — | how_to_steps | georgia state bar lawyer directory | 1x of 3 | |
bar association lawyer referral service georgia ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find official state bar resources and certified referral lists for verified divorce attorneys. | — | web_article | georgia state bar lawyer directory | 1x of 3 | |
super lawyers georgia family law directory ENTITY EXPANSION | Google ↗ AI Mode ↗ | Consult peer-reviewed legal honors lists like Super Lawyers for Georgia family law. | — | web_article | top rated divorce law firms | 1x of 3 | |
case studies georgia divorce fault grounds alimony outcome RELATED | Google ↗ AI Mode ↗ | The user wants real-world examples of how proving fault impacts divorce settlements and alimony in Georgia. | — | case_study | georgia fault divorce grounds and proof | 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 | — | 915 / 1,495 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 915 / 1,449 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 915 / 1,479 |