Real ChatGPT answer + Gemini simulation · index seed8QiO6w1jmk8completeAI OverviewEducation · trade schoolsbrand
How rigorous is the massage therapy licensing exam, and how long should students study for it?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search38 queries10/30/2026
Download run
Gemini unique queries
36
0 in ≥ half the passes · stability 33%
ChatGPT real searches predicted
0%
0 of 2 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
How rigorous is the massage therapy licensing exam, and how long should students study for it?
36 unique queries · 3 passes
general exam preparation and tips
12 queries · 12 hits
massage therapy licensing exam difficulty and pass rates1xGoogle ↗
REFORMULATION
massage therapy licensing exam difficulty and study time1xGoogle ↗
REFORMULATION
massage therapy school preparation and board exam tips1xGoogle ↗
RELATED
what topics are covered on the massage therapy board exam1xGoogle ↗
RELATED
massage therapy student preparing for board exam tips1xGoogle ↗
PERSONALIZED
what subjects are on the massage therapy licensing exam1xGoogle ↗
RELATED
federation of state massage therapy boards candidate handbook1xGoogle ↗
ENTITY EXPANSION
working full time while studying for massage therapy boards1xGoogle ↗
PERSONALIZED
massage therapy school curriculum and exam prep1xGoogle ↗
ENTITY EXPANSION
massage therapy board exam prep timeline calculator1xGoogle ↗
ENTITY EXPANSION
tips for managing test anxiety on massage board exams1xGoogle ↗
PERSONALIZED
massage therapist licensing requirements by state exam policy1xGoogle ↗
ENTITY EXPANSION
mblex pass rates and difficulty
7 queries · 7 hits
mblex difficulty and pass rates1xGoogle ↗
REFORMULATION
mblex pass rates and difficulty level1xGoogle ↗
RELATED
mblex exam pass rate statistics by state1xGoogle ↗
RELATED
failed the mblex what to do next1xGoogle ↗
IMPLICIT
how hard is it to pass the mblex on the first try1xGoogle ↗
REFORMULATION
can you fail the mblex on the first try1xGoogle ↗
IMPLICIT
mblex practice test free online1xGoogle ↗
REFORMULATION
comparing mblex with other exams
5 queries · 5 hits
mblex vs ncbtmb exam difficulty1xGoogle ↗
COMPARATIVE
is the mblex harder than nursing or cosmetology state boards1xGoogle ↗
COMPARATIVE
mblex vs state specific massage exams difficulty1xGoogle ↗
COMPARATIVE
mblex vs ncbtmb exam differences1xGoogle ↗
COMPARATIVE
reasons people fail the mblex exam1xGoogle ↗
RELATED
recommended mblex study duration
4 queries · 4 hits
best study guides and courses
3 queries · 3 hits
creating an mblex study plan
3 queries · 3 hits
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. 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.
ChatGPT2 real searches · gpt-60% predicted
FSMTB MBLEx official exam content outline number of questions time passing score 2026 Google ↗
FSMTB MBLEx candidate handbook exam format content areas official Google ↗
- Preparing for the MBLEx · amtamassage.org
- MBLEx Candidate Handbook 2025 · fsmtb.org
- MBLEx Requirements & Process · fsmtb.org
- Official FSMTB exam content outline · fsmtb.org
- FSMTB official website · fsmtb.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
36 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
mblex difficulty and pass rates REFORMULATION | Google ↗ AI Mode ↗ | The user wants to know the difficulty level and statistical pass rates for the Massage and Bodywork Licensing Examination (MBLEx). | — | web_article | mblex pass rates and difficulty | 1x of 3 | |
massage therapy licensing exam difficulty and pass rates REFORMULATION | Google ↗ AI Mode ↗ | Understand the overall difficulty and statistical pass rate of the main massage therapy board exam. | — | web_article | general exam preparation and tips | 1x of 3 | |
massage therapy licensing exam difficulty and study time REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct restatement of the original query to catch standard search results about exam rigor and preparation duration. | — | web_article | general exam preparation and tips | 1x of 3 | |
how many hours to study for mblex REFORMULATION | Google ↗ AI Mode ↗ | The user wants a specific recommended number of study hours for the massage therapy board exam. | — | faq_page | recommended mblex study duration | 1x of 3 | |
how many months to study for the mblex REFORMULATION | Google ↗ AI Mode ↗ | Find out the recommended study timeframe specifically for the MBLEx exam. | — | faq_page | recommended mblex study duration | 1x of 3 | |
mblex pass rates and difficulty level RELATED | Google ↗ AI Mode ↗ | The user wants to know official statistics on how hard the main massage licensing exam actually is. | — | faq_page | mblex pass rates and difficulty | 1x of 3 | |
how many months to study for mblex IMPLICIT | Google ↗ AI Mode ↗ | The user is looking for a specific timeline guideline for their study schedule. | — | how_to_steps | recommended mblex study duration | 1x of 3 | |
what is on the mblex exam content outline RELATED | Google ↗ AI Mode ↗ | The user wants to see the specific subject areas and domains covered on the massage licensing exam. | — | pdf_whitepaper | official mblex format and content | 1x of 3 | |
mblex exam pass rate statistics by state RELATED | Google ↗ AI Mode ↗ | Check if exam difficulty or pass rates vary by state jurisdiction. | — | dataset | mblex pass rates and difficulty | 1x of 3 | |
mblex vs ncbtmb exam difficulty COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare the difficulty of different massage therapy board exams. | — | comparison_table | comparing mblex with other exams | 1x of 3 | |
massage therapy school preparation and board exam tips RELATED | Google ↗ AI Mode ↗ | The user wants actionable advice and strategies for passing the massage therapy board exam successfully. | — | how_to_steps | general exam preparation and tips | 1x of 3 | |
what topics are covered on the massage therapy board exam RELATED | Google ↗ AI Mode ↗ | Identify the core subjects tested on the licensing exam to understand what makes it difficult. | — | checklist | general exam preparation and tips | 1x of 3 | |
failed the mblex what to do next IMPLICIT | Google ↗ AI Mode ↗ | Find guidance and re-testing options for students who do not pass the exam on their first try. | — | forum/qna | mblex pass rates and difficulty | 1x of 3 | |
best mblex study guide books and prep courses ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to identify specific study materials and resources recommended for passing the exam. | — | buyers_guide | best study guides and courses | 1x of 3 | |
is the mblex harder than nursing or cosmetology state boards COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare the difficulty of the massage licensing exam to other professional licensing tests. | — | comparison_table | comparing mblex with other exams | 1x of 3 | |
mblex vs state specific massage exams difficulty COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to know the difference in difficulty between national and state-specific massage therapy tests. | — | web_article | comparing mblex with other exams | 1x of 3 | |
massage therapy student preparing for board exam tips PERSONALIZED | Google ↗ AI Mode ↗ | The user wants practical advice and study strategies tailored to massage school students. | — | forum/qna | general exam preparation and tips | 1x of 3 | |
best mblex study guides and prep courses compared COMPARATIVE | Google ↗ AI Mode ↗ | Compare top study resources to figure out the best way to prepare for the licensing test. | — | comparison_table | best study guides and courses | 1x of 3 | |
mblex vs ncbtmb exam differences COMPARATIVE | Google ↗ AI Mode ↗ | Understand the differences between the two major massage therapy exams. | — | buyers_guide | comparing mblex with other exams | 1x of 3 | |
best mblex study guides and prep courses 2024 ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to find the top-rated study materials and prep courses available for the massage therapy exam. | — | review_roundup | best study guides and courses | 1x of 3 | |
what subjects are on the massage therapy licensing exam RELATED | Google ↗ AI Mode ↗ | The user wants to know the content breakdown of the exam to gauge why it is considered rigorous. | — | product_spec_sheet | general exam preparation and tips | 1x of 3 | |
federation of state massage therapy boards candidate handbook ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants the official documentation and guidelines provided by the governing body of the exam. | — | pdf_whitepaper | general exam preparation and tips | 1x of 3 | |
what is the mblex exam structure and format ENTITY EXPANSION | Google ↗ AI Mode ↗ | Learn about the logistical format of the exam including question count and time limits. | — | product_spec_sheet | official mblex format and content | 1x of 3 | |
mblex study schedule checklist IMPLICIT | Google ↗ AI Mode ↗ | The user wants a structured, day-by-day or week-by-week plan to organize their studying. | — | checklist | creating an mblex study plan | 1x of 3 | |
working full time while studying for massage therapy boards PERSONALIZED | Google ↗ AI Mode ↗ | Find realistic study timelines for individuals balancing a job and exam preparation. | — | web_article | general exam preparation and tips | 1x of 3 | |
how hard is it to pass the mblex on the first try REFORMULATION | Google ↗ AI Mode ↗ | The user wants specific insight into first-time pass rates and initial exam difficulty. | — | web_article | mblex pass rates and difficulty | 1x of 3 | |
can you fail the mblex on the first try IMPLICIT | Google ↗ AI Mode ↗ | The user wants to understand the consequences of failing the massage licensing exam and the re-test policy. | — | forum/qna | mblex pass rates and difficulty | 1x of 3 | |
massage therapy school curriculum and exam prep ENTITY EXPANSION | Google ↗ AI Mode ↗ | See how well standard massage school programs prepare students for the licensing test. | — | pdf_whitepaper | general exam preparation and tips | 1x of 3 | |
how long do people usually study before taking licensing exams IMPLICIT | Google ↗ AI Mode ↗ | The user wants general benchmark data on how long professional certification candidates spend studying. | — | checklist | recommended mblex study duration | 1x of 3 | |
massage therapy board exam prep timeline calculator ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants an interactive tool to calculate a customized study timeline based on their graduation date. | — | calculator/tool | general exam preparation and tips | 1x of 3 | |
how to create a 6 week mblex study plan RELATED | Google ↗ AI Mode ↗ | Get a step-by-step framework for structuring a specific study period. | — | how_to_steps | creating an mblex study plan | 1x of 3 | |
reasons people fail the mblex exam RELATED | Google ↗ AI Mode ↗ | The user wants to understand the pitfalls that make the exam difficult so they can avoid them. | — | web_article | comparing mblex with other exams | 1x of 3 | |
tips for managing test anxiety on massage board exams PERSONALIZED | Google ↗ AI Mode ↗ | The user wants psychological strategies to cope with high-stakes testing stress. | — | web_article | general exam preparation and tips | 1x of 3 | |
how to build a 6 week study schedule for the mblex PERSONALIZED | Google ↗ AI Mode ↗ | The user wants a customized, structured timeline to organize their daily study habits leading up to the test. | — | how_to_steps | creating an mblex study plan | 1x of 3 | |
massage therapist licensing requirements by state exam policy ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to check if exam policies and accepted tests vary by state jurisdiction. | — | pdf_whitepaper | general exam preparation and tips | 1x of 3 | |
mblex practice test free online REFORMULATION | Google ↗ AI Mode ↗ | Find practice exams to test readiness and gauge exam difficulty firsthand. | — | interactive_widget | mblex pass rates and difficulty | 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 | — | 909 / 1,484 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 909 / 1,540 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 909 / 1,453 |