Real ChatGPT answer + Gemini simulation · index seed5cyaiaNiRCscompleteAI OverviewFinance and banking · budgeting and savingbrand
Are people generally happy with the Tiller Money spreadsheets or is the learning curve too steep for someone who is not great with Microsoft Excel?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search36 queries10/30/2026
Download run
Gemini unique queries
34
1 in ≥ half the passes · stability 35%
ChatGPT real searches predicted
100%
2 of 2 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Are people generally happy with the Tiller Money spreadsheets or is the learning curve too steep for someone who is not great with Microsoft Excel?
34 unique queries · 3 passes
beginner friendliness comparisons
1 query · 3 hits
is tiller money hard to learn for beginners3xGoogle ↗
IMPLICIT
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. 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.
ChatGPT2 real searches · gpt-6100% predicted
Tiller Money spreadsheet reviews user experience learning curve Excel Reddit reviews Google ↗
Tiller Money reviews ease of use spreadsheet templates learning curve Trustpilot Reddit Google ↗
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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 |
|---|---|---|---|---|---|---|---|
is tiller money hard to learn for beginners IMPLICIT | Google ↗ AI Mode ↗ | Find out if individuals with low technical or spreadsheet proficiency struggle with Tiller. | — | faq_page | beginner friendliness comparisons | 3x of 3 | |
tiller money reviews consumer satisfaction REFORMULATION | Google ↗ AI Mode ↗ | Find general sentiment and reviews about Tiller Money spreadsheets from actual users. | — | review_roundup | customer satisfaction and complaints | 1x of 3 | |
tiller money spreadsheets reviews customer satisfaction REFORMULATION | Google ↗ AI Mode ↗ | Understand overall user sentiment and happiness with Tiller Money. | — | review_roundup | customer satisfaction and complaints | 1x of 3 | |
tiller money spreadsheets reviews user satisfaction REFORMULATION | Google ↗ AI Mode ↗ | Understand overall customer satisfaction and common feedback regarding Tiller Money spreadsheets. | — | review_roundup | customer satisfaction and complaints | 1x of 3 | |
tiller money vs microsoft excel vs google sheets complexity COMPARATIVE | Google ↗ AI Mode ↗ | Compare how difficult Tiller is to use relative to standard Excel and Google Sheets. | — | comparison_table | excel proficiency requirements | 1x of 3 | |
tiller money vs monarch money beginner friendly COMPARATIVE | Google ↗ AI Mode ↗ | Compare Tiller Money's ease of use against popular dedicated budgeting apps like Monarch Money. | — | comparison_table | beginner friendliness comparisons | 1x of 3 | |
tiller money vs monarch money ease of use COMPARATIVE | Google ↗ AI Mode ↗ | Compare Tiller's usability with another popular finance app for non-experts. | — | comparison_table | beginner friendliness comparisons | 1x of 3 | |
best personal finance budgeting tools for non technical users ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover alternative budgeting apps that do not require advanced spreadsheet skills. | — | buyers_guide | automated budgeting for beginners | 1x of 3 | |
tiller money google sheets vs excel proficiency needed RELATED | Google ↗ AI Mode ↗ | Determine whether Tiller works better in Google Sheets or Excel and what skill level is required for each. | — | web_article | excel proficiency requirements | 1x of 3 | |
does tiller money require advanced excel skills RELATED | Google ↗ AI Mode ↗ | Find out if advanced spreadsheet knowledge is needed to use Tiller. | — | web_article | excel proficiency requirements | 1x of 3 | |
how much spreadsheet experience do you need for tiller money RELATED | Google ↗ AI Mode ↗ | Find specific guidance on the prerequisite spreadsheet skills required to use Tiller successfully. | — | web_article | excel proficiency requirements | 1x of 3 | |
personal finance budgeting apps automation bank sync ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore other automated financial tracking tools in case Tiller proves too complex. | — | buyers_guide | automated budgeting for beginners | 1x of 3 | |
tiller money google sheets vs microsoft excel version ENTITY EXPANSION | Google ↗ AI Mode ↗ | See how Tiller performs specifically on Google Sheets versus Excel. | — | product_spec_sheet | excel proficiency requirements | 1x of 3 | |
i am bad at excel can i use tiller money PERSONALIZED | Google ↗ AI Mode ↗ | Seek advice or forum discussions from people with low Excel proficiency who tried Tiller. | — | forum/qna | excel proficiency requirements | 1x of 3 | |
how to set up tiller money step by step guide PERSONALIZED | Google ↗ AI Mode ↗ | See the exact setup process to evaluate if it is manageable for a non-expert. | — | how_to_steps | beginner setup and tutorials | 1x of 3 | |
i am bad at spreadsheets can I use tiller money PERSONALIZED | Google ↗ AI Mode ↗ | Find advice tailored to someone with low spreadsheet confidence. | — | forum/qna | excel proficiency requirements | 1x of 3 | |
tiller money ease of use complaints and praise REFORMULATION | Google ↗ AI Mode ↗ | Analyze the specific pros and cons regarding usability reported by Tiller customers. | — | review_roundup | customer satisfaction and complaints | 1x of 3 | |
tiller money community forum beginner questions RELATED | Google ↗ AI Mode ↗ | Read authentic user discussions about struggles and tips for new Tiller users. | — | forum/qna | beginner setup and tutorials | 1x of 3 | |
tiller money beginner tutorial step by step RELATED | Google ↗ AI Mode ↗ | View a walkthrough to gauge how complex the initial setup is. | — | how_to_steps | beginner setup and tutorials | 1x of 3 | |
tiller money templates walkthrough for beginners RELATED | Google ↗ AI Mode ↗ | See how Tiller templates look and whether they are pre-built or require manual setup. | — | how_to_steps | beginner setup and tutorials | 1x of 3 | |
do you need advanced excel skills for tiller money REFORMULATION | Google ↗ AI Mode ↗ | Clarify the specific spreadsheet competency required to use Tiller successfully. | — | glossary/definition | excel proficiency requirements | 1x of 3 | |
tiller money community feedback on learning curve RELATED | Google ↗ AI Mode ↗ | Read real community opinions about the steepness of the learning curve. | — | forum/qna | user experience and reviews | 1x of 3 | |
do tiller spreadsheets automatically sync bank accounts IMPLICIT | Google ↗ AI Mode ↗ | Verify if automation reduces the amount of manual spreadsheet work required. | — | product_spec_sheet | automated budgeting for beginners | 1x of 3 | |
tiller money features templates and automation ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand what pre-built templates Tiller provides to reduce the manual spreadsheet work. | — | product_spec_sheet | automation features and problems | 1x of 3 | |
tiller money automation features how it works IMPLICIT | Google ↗ AI Mode ↗ | Understand how much automated lifting Tiller does versus manual work. | — | buyers_guide | automation features and problems | 1x of 3 | |
tiller money customer support and community help RELATED | Google ↗ AI Mode ↗ | Determine what educational resources and support are available for struggling users. | — | web_article | customer satisfaction and complaints | 1x of 3 | |
tiller money video tutorial walkthrough for new users RELATED | Google ↗ AI Mode ↗ | Watch a visual demonstration of Tiller in action to judge its ease of use. | — | tutorial_video/transcript | beginner setup and tutorials | 1x of 3 | |
best personal finance spreadsheets for non accountants ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover alternative spreadsheet tools designed for financial novices. | — | review_roundup | automated budgeting for beginners | 1x of 3 | |
simplifi vs tiller money usability comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare Tiller's usability against an automated app like Quicken Simplifi. | — | comparison_table | beginner friendliness comparisons | 1x of 3 | |
tiller money pricing plans and free trial IMPLICIT | Google ↗ AI Mode ↗ | Check if there is a trial period to test the learning curve risk-free. | — | pricing_page | beginner setup and tutorials | 1x of 3 | |
tiller money customer complaints common issues REFORMULATION | Google ↗ AI Mode ↗ | Identify common pain points and negative feedback about Tiller. | — | web_article | customer satisfaction and complaints | 1x of 3 | |
common problems with tiller money spreadsheet automation RELATED | Google ↗ AI Mode ↗ | Identify typical technical hurdles or frustrations experienced by Tiller customers. | — | faq_page | automation features and problems | 1x of 3 | |
how long does it take to set up tiller money RELATED | Google ↗ AI Mode ↗ | Learn the time investment required for initial configuration. | — | faq_page | beginner setup and tutorials | 1x of 3 | |
tiller money learning curve reddit REFORMULATION | Google ↗ AI Mode ↗ | Find candid discussions on Reddit regarding how difficult it is to learn Tiller. | — | forum/qna | user experience and reviews | 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 | — | 927 / 1,390 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 927 / 1,309 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 927 / 1,387 |