Real ChatGPT answer + Gemini simulation · index seed1x3xOwo293wcompleteAI OverviewEducation · language learningcommercial
I need a breakdown of current subscription costs for the top three platforms offering fluent English interview preparation with live human coaches.
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search37 queries10/30/2026
Download run
Gemini unique queries
36
0 in ≥ half the passes · stability 33%
ChatGPT real searches predicted
100%
1 of 1 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
I need a breakdown of current subscription costs for the top three platforms offering fluent English interview preparation with live human coaches.
36 unique queries · 3 passes
monthly subscription rates and fees
7 queries · 7 hits
how much do live english coaching subscriptions cost per month1xGoogle ↗
IMPLICIT
hidden fees in online language coaching subscriptions1xGoogle ↗
RELATED
italki professional english tutor rates per hour1xGoogle ↗
ENTITY EXPANSION
how much do business english conversation coaches charge per month1xGoogle ↗
RELATED
verbling english teacher subscription pricing1xGoogle ↗
ENTITY EXPANSION
monthly subscription vs pay as you go live english tutoring cost1xGoogle ↗
COMPARATIVE
top english coaching sites for job seekers subscription fees1xGoogle ↗
ENTITY EXPANSION
competitor pricing comparison
6 queries · 6 hits
cambly vs italki vs preply interview practice subscription cost1xGoogle ↗
ENTITY EXPANSION
cambly vs italki vs englishclass101 price comparison interview prep1xGoogle ↗
COMPARATIVE
cambly vs iTalki vs verbling price for interview practice1xGoogle ↗
COMPARATIVE
fluent u job interview practice pricing plans1xGoogle ↗
ENTITY EXPANSION
cambly subscription plans and monthly cost 20261xGoogle ↗
ENTITY EXPANSION
speakeasy vs preply interview preparation cost comparison1xGoogle ↗
COMPARATIVE
coaching package costs and policies
5 queries · 5 hits
best english interview coaching subscription cost1xGoogle ↗
RELATED
professional english interview coaching package pricing1xGoogle ↗
REFORMULATION
corporate sponsored english interview coaching benefits and costs1xGoogle ↗
IMPLICIT
english interview coaching subscription hidden fees and cancellation policies1xGoogle ↗
RELATED
fluent english interview coaching packages comparison1xGoogle ↗
REFORMULATION
top platforms pricing breakdown
4 queries · 4 hits
top 3 english interview preparation platforms with live coaches pricing1xGoogle ↗
REFORMULATION
top platforms for english interview prep with live coaches pricing1xGoogle ↗
REFORMULATION
top 3 platforms for english interview prep with live human coaches pricing1xGoogle ↗
REFORMULATION
best english interview coaching platforms cost comparison1xGoogle ↗
RELATED
budget friendly coaching alternatives
4 queries · 4 hits
cheaper alternatives to professional english interview prep coaches1xGoogle ↗
COMPARATIVE
affordable 1 on 1 english interview coaching plans1xGoogle ↗
PERSONALIZED
affordable live english tutor for job interview practice monthly plan1xGoogle ↗
PERSONALIZED
budget friendly english communication coaching for job seekers1xGoogle ↗
PERSONALIZED
mock interview platform rates
4 queries · 4 hits
best sites for practicing job interviews in english1xGoogle ↗
RELATED
best platforms for english mock interviews with human feedback1xGoogle ↗
ENTITY EXPANSION
how much do business english tutors charge per hour for mock interviews1xGoogle ↗
REFORMULATION
top rated platforms for spoken english mock interviews with experts1xGoogle ↗
REFORMULATION
tutor guided interview prep fees
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 (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. 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.
ChatGPT1 real searches · gpt-6100% predicted
2026 current pricing live English interview preparation human coaches Preply Cambly italki subscription plans interview coaching Google ↗
- English Job Interview Preparation Tutors and Teachers Online · preply.com
- How does my Preply subscription work? · help.preply.com
- English Tutors Online · cambly.com
- Premium English Learning · cambly.com
- Pricing · cambly.com
- Stop Freezing in English Tech Interviews | Free Trial · app.mocklyenglish.com
- Mockly English: Facts, Prices and Policies · app.mocklyenglish.com
- Best English Tutoring Platforms 2026: 5 Platforms Compared · learnenglish.life
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 |
|---|---|---|---|---|---|---|---|
top 3 english interview preparation platforms with live coaches pricing REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct price breakdown of the leading platforms offering live coaching for English job interviews. | — | comparison_table | top platforms pricing breakdown | 1x of 3 | |
top platforms for english interview prep with live coaches pricing REFORMULATION | Google ↗ AI Mode ↗ | Find the cost structures of leading English interview preparation services that feature live human coaches. | — | pricing_page | top platforms pricing breakdown | 1x of 3 | |
top 3 platforms for english interview prep with live human coaches pricing REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct reformulation to find the subscription costs for the leading three services. | — | comparison_table | top platforms pricing breakdown | 1x of 3 | |
cambly vs italki vs preply interview practice subscription cost ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to compare specific, highly popular language learning platforms that feature live human tutors. | — | pricing_page | competitor pricing comparison | 1x of 3 | |
cambly vs italki vs englishclass101 price comparison interview prep COMPARATIVE | Google ↗ AI Mode ↗ | Compare the subscription plans and costs of major language platforms used for professional interview practice. | — | comparison_table | competitor pricing comparison | 1x of 3 | |
cambly vs iTalki vs verbling price for interview practice COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare the pricing of top language platforms specifically for interview skills. | — | comparison_table | competitor pricing comparison | 1x of 3 | |
best english interview coaching platforms cost comparison RELATED | Google ↗ AI Mode ↗ | The user is looking for alternative or broader opinions on which platforms offer the best value for interview prep. | — | review_roundup | top platforms pricing breakdown | 1x of 3 | |
best apps for english job interview practice with real tutors ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover specific software and marketplace platforms that specialize in professional spoken English tutoring. | — | review_roundup | tutor guided interview prep fees | 1x of 3 | |
best english interview coaching subscription cost RELATED | Google ↗ AI Mode ↗ | The user seeks alternative or related search angles for professional interview coaching packages. | — | pricing_page | coaching package costs and policies | 1x of 3 | |
are live english interview coaches worth the money IMPLICIT | Google ↗ AI Mode ↗ | The user implicitly wants to know if the high cost of human coaching yields tangible results for job interviews. | — | web_article | coaching subscription value assessment | 1x of 3 | |
how much do live english coaching subscriptions cost per month IMPLICIT | Google ↗ AI Mode ↗ | Understand the general market rate and average monthly subscription pricing for live English tutoring services. | — | web_article | monthly subscription rates and fees | 1x of 3 | |
fluent english job interview preparation online courses with real tutors fees IMPLICIT | Google ↗ AI Mode ↗ | The user is looking for course fees associated with professional spoken English and interview prep. | — | buyers_guide | tutor guided interview prep fees | 1x of 3 | |
cheaper alternatives to professional english interview prep coaches COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to explore lower-cost options such as AI tools or self-paced courses for interview preparation. | — | buyers_guide | budget friendly coaching alternatives | 1x of 3 | |
best sites for practicing job interviews in english RELATED | Google ↗ AI Mode ↗ | Find websites dedicated to helping job seekers practice interview questions and answers in English. | — | buyers_guide | mock interview platform rates | 1x of 3 | |
best platforms for english mock interviews with human feedback ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to identify specific platforms specializing in mock interviews with human experts. | — | review_roundup | mock interview platform rates | 1x of 3 | |
how much do business english tutors charge per hour for mock interviews REFORMULATION | Google ↗ AI Mode ↗ | The user wants to understand hourly rates or subscription packaging for specialized mock interview practice. | — | faq_page | mock interview platform rates | 1x of 3 | |
affordable 1 on 1 english interview coaching plans PERSONALIZED | Google ↗ AI Mode ↗ | Find budget-friendly subscription options for individual English coaching sessions focused on interviews. | — | pricing_page | budget friendly coaching alternatives | 1x of 3 | |
affordable live english tutor for job interview practice monthly plan PERSONALIZED | Google ↗ AI Mode ↗ | The user is looking for budget-friendly monthly subscription options for live interview tutoring. | — | web_article | budget friendly coaching alternatives | 1x of 3 | |
fluent u job interview practice pricing plans ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants pricing details for another potential platform specializing in fluent English resources. | — | pricing_page | competitor pricing comparison | 1x of 3 | |
cambly subscription plans and monthly cost 2026 ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check the current pricing tiers for Cambly, a major live English coaching platform. | — | pricing_page | competitor pricing comparison | 1x of 3 | |
speakeasy vs preply interview preparation cost comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to check the subscription models of Preply and similar platforms for business English. | — | comparison_table | competitor pricing comparison | 1x of 3 | |
hidden fees in online language coaching subscriptions RELATED | Google ↗ AI Mode ↗ | The user wants to ensure there are no unexpected costs or cancellation penalties when signing up. | — | forum/qna | monthly subscription rates and fees | 1x of 3 | |
italki professional english tutor rates per hour ENTITY EXPANSION | Google ↗ AI Mode ↗ | Determine the average pricing for professional English tutors on italki for interview prep. | — | product_spec_sheet | monthly subscription rates and fees | 1x of 3 | |
how much do business english conversation coaches charge per month RELATED | Google ↗ AI Mode ↗ | The user wants to understand average monthly expenditures for professional English coaching. | — | faq_page | monthly subscription rates and fees | 1x of 3 | |
budget friendly english communication coaching for job seekers PERSONALIZED | Google ↗ AI Mode ↗ | The user is seeking budget-conscious solutions tailored specifically to individuals searching for employment. | — | buyers_guide | budget friendly coaching alternatives | 1x of 3 | |
verbling english teacher subscription pricing ENTITY EXPANSION | Google ↗ AI Mode ↗ | Review the pricing models used by Verbling for live professional English lessons. | — | pricing_page | monthly subscription rates and fees | 1x of 3 | |
professional english interview coaching package pricing REFORMULATION | Google ↗ AI Mode ↗ | The user is searching for packaged pricing structures from professional interview coaching providers. | — | pricing_page | coaching package costs and policies | 1x of 3 | |
monthly subscription vs pay as you go live english tutoring cost COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare payment structures to see which option is more cost-effective. | — | comparison_table | monthly subscription rates and fees | 1x of 3 | |
are live english coaching subscriptions worth the money for interviews RELATED | Google ↗ AI Mode ↗ | Read user feedback and evaluations regarding the return on investment of expensive interview coaching subscriptions. | — | forum/qna | coaching subscription value assessment | 1x of 3 | |
top english coaching sites for job seekers subscription fees ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to explore sites tailored specifically to job seekers needing English communication training. | — | review_roundup | monthly subscription rates and fees | 1x of 3 | |
corporate sponsored english interview coaching benefits and costs IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know if employers or outplacement services typically cover these subscription costs. | — | case_study | coaching package costs and policies | 1x of 3 | |
how to prepare for an english job interview with a tutor RELATED | Google ↗ AI Mode ↗ | Learn the methodology and best practices for utilizing a live human coach effectively for interview preparation. | — | how_to_steps | tutor guided interview prep fees | 1x of 3 | |
are live human english tutor subscriptions worth it for interviews IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know if the cost of live coaching subscriptions translates to successful interview outcomes. | — | web_article | coaching subscription value assessment | 1x of 3 | |
english interview coaching subscription hidden fees and cancellation policies RELATED | Google ↗ AI Mode ↗ | The user wants to check for hidden costs, commitment terms, and refund policies on coaching plans. | — | faq_page | coaching package costs and policies | 1x of 3 | |
top rated platforms for spoken english mock interviews with experts REFORMULATION | Google ↗ AI Mode ↗ | The user is searching for top-tier platforms specializing in expert-led spoken English mock interviews. | — | review_roundup | mock interview platform rates | 1x of 3 | |
fluent english interview coaching packages comparison REFORMULATION | Google ↗ AI Mode ↗ | Get a side-by-side comparison of package types and costs for English interview prep services. | — | comparison_table | coaching package costs and policies | 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 | — | 919 / 1,409 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 919 / 1,471 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 919 / 1,403 |