Real ChatGPT answer + Gemini simulation · index seedq09gwYZyeEgcompleteAI OverviewRetail and ecommerce · kitchenwarecomparison
My refrigerator is beeping to tell me it is time for a KitchenAid refrigerator water filter replacement, but the model number is worn off the sticker inside so how do I find the correct filter online?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search36 queries10/30/2026
Download run
Gemini unique queries
35
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
My refrigerator is beeping to tell me it is time for a KitchenAid refrigerator water filter replacement, but the model number is worn off the sticker inside so how do I find the correct filter online?
35 unique queries · 3 passes
filter lookup by serial number
1 query · 2 hits
kitchenaid refrigerator water filter lookup by serial number2xGoogle ↗
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). 1 of 1 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.
ChatGPT1 real searches · gpt-6100% predicted
KitchenAid refrigerator identify correct water filter without model number filter cartridge part number official KitchenAid EveryDrop Google ↗
- KitchenAid website · kitchenaid.com
- EveryDrop Water Filters · everydropwater.com
- KitchenAid™ Refrigerator Water Filters · kitchenaid.com
- Purchasing Replacement Refrigerator Water Filters - Product Help · producthelp.kitchenaid.com
- How to Avoid Purchasing Counterfeit Filters - Product Help · producthelp.kitchenaid.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
35 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
kitchenaid refrigerator water filter lookup by serial number RELATED | Google ↗ AI Mode ↗ | The user wants to know if they can use the refrigerator serial number instead of the model number to find parts. | — | faq_page | filter lookup by serial number | 2x of 3 | |
how to find kitchenaid water filter without model number REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find out how to identify the correct replacement water filter when the appliance sticker is missing or unreadable. | — | how_to_steps | identifying filter without model number | 1x of 3 | |
how to find kitchenaid refrigerator model number without sticker REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find alternative ways to locate their KitchenAid refrigerator model number if the inner sticker is missing or unreadable. | — | how_to_steps | finding missing refrigerator model numb… | 1x of 3 | |
how to find kitchenaid water filter model without model number REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find the specific water filter part number when the appliance label is unreadable. | — | how_to_steps | identifying filter without model number | 1x of 3 | |
kitchenaid refrigerator filter lookup by serial number RELATED | Google ↗ AI Mode ↗ | The user wants to know if they can use the refrigerator serial number to look up parts. | — | faq_page | filter lookup by serial number | 1x of 3 | |
kitchenaid refrigerator filter part numbers by year and style ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to cross-reference their refrigerator's physical appearance and age to identify the correct filter part number. | — | buyers_guide | filter lookup by serial number | 1x of 3 | |
kitchenaid refrigerator water filter compatibility chart ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants a visual or tabular reference mapping different KitchenAid refrigerator configurations to their respective water filter part numbers. | — | comparison_table | universal and generic replacement optio… | 1x of 3 | |
how to reset kitchenaid refrigerator water filter light after replacing IMPLICIT | Google ↗ AI Mode ↗ | The user will soon need to know how to stop the beeping and reset the alert after changing the filter. | — | how_to_steps | stopping beeps and resetting filter lig… | 1x of 3 | |
kitchenaid edryr5kyl filter reset beep stop IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know how to stop the annoying beep and reset the filter reminder light after replacing it. | — | how_to_steps | stopping beeps and resetting filter lig… | 1x of 3 | |
how to reset kitchenaid refrigerator water filter light beeping IMPLICIT | Google ↗ AI Mode ↗ | The user needs to know how to stop the annoying beeping sound and reset the indicator light once the filter issue is addressed. | — | how_to_steps | stopping beeps and resetting filter lig… | 1x of 3 | |
genuine kitchenaid filter vs third party compatible filter COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare official KitchenAid filters with cheaper generic alternatives online. | — | comparison_table | everydrop filter compatibility and diff… | 1x of 3 | |
everydrop filter compatibility chart kitchenaid COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare different EveryDrop filter numbers to find which one fits older KitchenAid refrigerators. | — | comparison_table | everydrop filter compatibility and diff… | 1x of 3 | |
universal kitchenaid water filter replacement COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to know if there are aftermarket or universal water filters that fit multiple KitchenAid models. | — | buyers_guide | universal and generic replacement optio… | 1x of 3 | |
everydrop water filter compatibility chart kitchenaid ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user needs to see the cross-reference chart mapping old KitchenAid filters to modern EveryDrop numbers. | — | product_spec_sheet | everydrop filter compatibility and diff… | 1x of 3 | |
my kitchenaid fridge sticker is gone what water filter do i need PERSONALIZED | Google ↗ AI Mode ↗ | The user is looking for conversational, direct help for a missing sticker scenario. | — | forum/qna | reading worn or missing stickers | 1x of 3 | |
everydrop filter compatibility for older kitchenaid fridges PERSONALIZED | Google ↗ AI Mode ↗ | The user wants to understand which EveryDrop filter (the standard for KitchenAid) corresponds to various older refrigerator designs. | — | product_spec_sheet | everydrop filter compatibility and diff… | 1x of 3 | |
kitchenaid french door refrigerator water filter location RELATED | Google ↗ AI Mode ↗ | The user wants to know where the physical filter housing is located inside the fridge. | — | web_article | water filter location and cross referen… | 1x of 3 | |
where are model numbers located on kitchenaid refrigerators RELATED | Google ↗ AI Mode ↗ | The user wants to know if there are hidden secondary sticker locations inside the refrigerator. | — | image_gallery | finding missing refrigerator model numb… | 1x of 3 | |
where are filter model numbers located on kitchenaid refrigerators RELATED | Google ↗ AI Mode ↗ | The user wants to know if the old water filter itself displays the model or part number. | — | image_gallery | finding missing refrigerator model numb… | 1x of 3 | |
how to stop kitchenaid refrigerator from beeping water filter REFORMULATION | Google ↗ AI Mode ↗ | The user wants to temporarily or permanently silence the annoying filter replacement beep. | — | forum/qna | stopping beeps and resetting filter lig… | 1x of 3 | |
kitchenaid refrigerator water filter replacement cross reference guide REFORMULATION | Google ↗ AI Mode ↗ | The user wants an official or comprehensive cross-reference list of KitchenAid refrigerator models and their matching filters. | — | product_spec_sheet | water filter location and cross referen… | 1x of 3 | |
kitchenaid french door refrigerator water filter replacement guide ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to narrow down filter types based on their specific physical refrigerator style like French door vs side-by-side. | — | web_article | water filter location and cross referen… | 1x of 3 | |
whirlpool whirlpool water filter replacement guide for unlabelled fridge ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user needs assistance based on Whirlpool manufacturing standards since KitchenAid is owned by Whirlpool. | — | buyers_guide | water filter location and cross referen… | 1x of 3 | |
how to tell which everydrop filter I need for kitchenaid ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to understand the numbering system of EveryDrop filters (1 through 7) to pick the right one. | — | glossary/definition | everydrop filter compatibility and diff… | 1x of 3 | |
can i run kitchenaid refrigerator without water filter IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know if they can temporarily remove the beeping filter or run the fridge without one while waiting for a replacement. | — | faq_page | universal and generic replacement optio… | 1x of 3 | |
best online stores to buy kitchenaid refrigerator water filters RELATED | Google ↗ AI Mode ↗ | The user wants trusted online retailers to purchase the correct replacement filter. | — | review_roundup | universal and generic replacement optio… | 1x of 3 | |
kitchenaid french door refrigerator water filter types RELATED | Google ↗ AI Mode ↗ | The user wants to narrow down filter options based on their specific refrigerator configuration (e.g., French door, side-by-side). | — | buyers_guide | water filter location and cross referen… | 1x of 3 | |
how to find appliance part number from user manual online REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find their manual online using other details to find the correct parts list. | — | how_to_steps | finding missing refrigerator model numb… | 1x of 3 | |
can a worn refrigerator sticker be read with ultraviolet light PERSONALIZED | Google ↗ AI Mode ↗ | The user wants a clever trick to read a faded or scratched appliance sticker. | — | tutorial_video/transcript | reading worn or missing stickers | 1x of 3 | |
can you use generic water filters in kitchenaid refrigerators COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to know if cheaper third-party or generic filters are safe and compatible alternatives. | — | review_roundup | universal and generic replacement optio… | 1x of 3 | |
kitchenaid refrigerator filter part numbers by year RELATED | Google ↗ AI Mode ↗ | The user wants a chronological reference of KitchenAid refrigerators to estimate their model based on purchase year. | — | comparison_table | filter lookup by serial number | 1x of 3 | |
kitchenaid filter model number decoder RELATED | Google ↗ AI Mode ↗ | The user wants a tool or guide to decode what partial numbers or dimensions mean for filter matching. | — | calculator/tool | finding missing refrigerator model numb… | 1x of 3 | |
kitchenaid refrigerator model number decoder IMPLICIT | Google ↗ AI Mode ↗ | The user wants a tool or guide to understand how KitchenAid model prefixes indicate part compatibility. | — | calculator/tool | finding missing refrigerator model numb… | 1x of 3 | |
identify kitchenaid water filter by shape and size COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to visually compare different water filter shapes (push-button, twist-in, cap types) to identify the right replacement. | — | image_gallery | everydrop filter compatibility and diff… | 1x of 3 | |
everydrop filter 1 vs 2 vs 3 kitchenaid differences COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to understand the differences between various EveryDrop filter numbers used in KitchenAid fridges. | — | glossary/definition | everydrop filter compatibility and diff… | 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 | — | 953 / 1,516 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 953 / 1,558 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 953 / 1,489 |