Real ChatGPT answer + Gemini simulation · index seedkqHHv9ltqNUcompleteAI OverviewRetail and ecommerce · subscription boxescommercial
Find me the cheapest coffee subscription box that delivers whole beans from fair trade sources monthly.
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search34 queries10/30/2026
Download run
Gemini unique queries
33
1 in ≥ half the passes · stability 34%
ChatGPT real searches predicted
100%
1 of 1 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Find me the cheapest coffee subscription box that delivers whole beans from fair trade sources monthly.
33 unique queries · 3 passes
budget ethical coffee recommendations
1 query · 2 hits
best budget ethical coffee subscription boxes2xGoogle ↗
RELATED
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). 33 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
cheapest monthly whole bean Fair Trade coffee subscription price per month 2026 Google ↗
- Non-profit Coffee of the Month (Subscription) · wanderlustcoffees.com
- Roaster's Choice Coffee of the Month - Subscription Plan Only – Philly Fair Trade Roasters · phillyfairtrade.com
- Kanfuela Monthly Coffee Subscription Box · kanfuela.com
- Hope Experience Subscription - 12 oz Monthly - Whole Bean | HOPE Coffee Online Store · hopecoffee.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
33 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best budget ethical coffee subscription boxes RELATED | Google ↗ AI Mode ↗ | The user is looking for affordable subscription options that prioritize ethical sourcing and fair wages for farmers. | — | buyers_guide | budget ethical coffee recommendations | 2x of 3 | |
cheapest fair trade coffee subscription whole bean REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find the lowest priced monthly coffee delivery service featuring whole beans that are certified fair trade. | — | comparison_table | cheapest whole bean subscriptions | 1x of 3 | |
lowest price fair trade whole bean coffee subscription REFORMULATION | Google ↗ AI Mode ↗ | Find the most affordable monthly coffee subscription specifically using fair trade whole beans. | — | comparison_table | cheapest whole bean subscriptions | 1x of 3 | |
cheapest fair trade whole bean coffee subscription monthly REFORMULATION | Google ↗ AI Mode ↗ | Find the lowest priced monthly coffee subscription featuring whole bean fair trade coffee. | — | comparison_table | cheapest whole bean subscriptions | 1x of 3 | |
budget ethical coffee subscription whole bean RELATED | Google ↗ AI Mode ↗ | Discover affordable coffee delivery services that focus on ethical sourcing and whole beans. | — | buyers_guide | budget ethical coffee recommendations | 1x of 3 | |
best affordable fair trade coffee brands ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify specific coffee brands known for fair trade practices and low prices. | — | review_roundup | fair trade certification and pricing | 1x of 3 | |
how much does a monthly fair trade coffee subscription cost IMPLICIT | Google ↗ AI Mode ↗ | The user wants to understand the average price range for fair trade whole bean coffee subscriptions to determine what qualifies as 'cheapest'. | — | web_article | brand price and cost comparisons | 1x of 3 | |
how much does a monthly fair trade whole bean subscription cost IMPLICIT | Google ↗ AI Mode ↗ | Understand the average market pricing for fair trade whole bean monthly coffee subscriptions. | — | pricing_page | fair trade certification and pricing | 1x of 3 | |
how do coffee subscriptions save money IMPLICIT | Google ↗ AI Mode ↗ | Understand if and how subscribing to coffee delivery saves money compared to buying retail bags. | — | web_article | subscription savings and flexibility | 1x of 3 | |
trade coffee vs mistobox cheapest fair trade options COMPARATIVE | Google ↗ AI Mode ↗ | Compare popular multi-roaster coffee subscription platforms to find the lowest cost fair trade whole beans. | — | comparison_table | brand price and cost comparisons | 1x of 3 | |
atlas coffee club vs trade coffee price comparison subscription COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a direct price and feature comparison between popular coffee subscription services. | — | comparison_table | brand price and cost comparisons | 1x of 3 | |
organic fair trade whole bean coffee brands with monthly delivery ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to discover specific coffee roasters and brands that offer recurring shipments of fair trade whole beans. | — | review_roundup | fair trade certification and pricing | 1x of 3 | |
cheapest fair trade coffee subscription vs standard subscription COMPARATIVE | Google ↗ AI Mode ↗ | Compare the price difference between fair trade certified coffee subscriptions and non-certified alternatives. | — | comparison_table | brand price and cost comparisons | 1x of 3 | |
atlas coffee club fair trade whole bean monthly price ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check the specific pricing and subscription details for Atlas Coffee Club offering fair trade whole beans. | — | product_spec_sheet | fair trade certification and pricing | 1x of 3 | |
affordable coffee subscription for single person drinking whole beans PERSONALIZED | Google ↗ AI Mode ↗ | The user is looking for a low-cost subscription tailored to lower volume consumption without wasting coffee. | — | faq_page | cheapest whole bean subscriptions | 1x of 3 | |
i want to switch to a cheap organic fair trade coffee delivery every month for my home office PERSONALIZED | Google ↗ AI Mode ↗ | Find a low-cost monthly recurring delivery of organic fair trade coffee for a home office setup. | — | pricing_page | affordable home and office delivery | 1x of 3 | |
cheap monthly whole bean coffee delivery for students PERSONALIZED | Google ↗ AI Mode ↗ | Find ultra-low-cost whole bean coffee subscriptions tailored for budget-conscious demographics. | — | review_roundup | affordable home and office delivery | 1x of 3 | |
low cost monthly whole bean coffee delivery fair trade certified REFORMULATION | Google ↗ AI Mode ↗ | Search for low-cost whole bean monthly deliveries that explicitly carry fair trade certification. | — | product_spec_sheet | affordable home and office delivery | 1x of 3 | |
low cost monthly whole bean coffee delivery REFORMULATION | Google ↗ AI Mode ↗ | The user seeks inexpensive recurring deliveries of unground coffee beans. | — | pricing_page | affordable home and office delivery | 1x of 3 | |
affordable organic fair trade coffee subscription whole bean REFORMULATION | Google ↗ AI Mode ↗ | Find low-cost monthly coffee deliveries that are both organic and fair trade certified in whole bean form. | — | web_article | cheapest whole bean subscriptions | 1x of 3 | |
what is fair trade certified whole bean coffee IMPLICIT | Google ↗ AI Mode ↗ | Learn the definition and standards behind fair trade coffee certifications for whole beans. | — | glossary/definition | fair trade certification and pricing | 1x of 3 | |
direct trade vs fair trade coffee subscription price RELATED | Google ↗ AI Mode ↗ | Determine how direct trade coffee subscription prices compare to fair trade options. | — | web_article | brand price and cost comparisons | 1x of 3 | |
do fair trade coffee subscriptions offer free shipping IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know if shipping costs impact the overall cheapness of subscription boxes. | — | faq_page | brand price and cost comparisons | 1x of 3 | |
misto box vs Trade coffee subscription cost COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare two specific coffee subscription platforms for affordability. | — | comparison_table | brand price and cost comparisons | 1x of 3 | |
inexpensive fair trade coffee roasters with subscription discounts ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find specific roasters offering discounts for recurring orders of fair trade coffee. | — | buyers_guide | inexpensive roaster discount plans | 1x of 3 | |
cheapest single origin whole bean coffee subscription RELATED | Google ↗ AI Mode ↗ | Explore low-cost monthly whole bean subscriptions focusing on single origin beans which often overlap with fair trade. | — | buyers_guide | cheapest whole bean subscriptions | 1x of 3 | |
direct trade vs fair trade coffee subscription price difference RELATED | Google ↗ AI Mode ↗ | The user is exploring whether direct trade alternatives to fair trade affect the subscription price. | — | glossary/definition | brand price and cost comparisons | 1x of 3 | |
what does fair trade coffee certification actually mean IMPLICIT | Google ↗ AI Mode ↗ | Learn the criteria and standards behind fair trade coffee labeling. | — | glossary/definition | fair trade certification and pricing | 1x of 3 | |
per bag cost of monthly coffee club subscriptions REFORMULATION | Google ↗ AI Mode ↗ | Calculate the per-bag price of various coffee subscription services to identify the absolute cheapest. | — | calculator/tool | subscription savings and flexibility | 1x of 3 | |
cheapest specialty coffee subscription whole bean COMPARATIVE | Google ↗ AI Mode ↗ | Compare the entry-level pricing of specialty whole bean coffee subscriptions. | — | comparison_table | cheapest whole bean subscriptions | 1x of 3 | |
cheapest specialty coffee roasters with monthly plans ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to find individual roaster websites that provide low-cost recurring whole bean delivery. | — | review_roundup | inexpensive roaster discount plans | 1x of 3 | |
best value fair trade coffee subscription reddit RELATED | Google ↗ AI Mode ↗ | See community recommendations and crowd-sourced reviews for the best value fair trade coffee subscriptions. | — | forum/qna | budget ethical coffee recommendations | 1x of 3 | |
how to pause or cancel cheap coffee subscription IMPLICIT | Google ↗ AI Mode ↗ | The user wants to understand the flexibility and cancellation terms of budget subscription services. | — | how_to_steps | subscription savings and flexibility | 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 | — | 907 / 1,418 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 907 / 1,452 | |
| gemini-3.5-flash-lite | 3 | 10 | 10 | — | 907 / 1,205 |