Real ChatGPT answer · index seedoRjqaUxvIiccompleteConsumer electronics · computer accessoriescommercial
Are modern membrane keyboards actually better for preventing finger fatigue than cheap mechanical boards for administrative staff who type all day
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are modern membrane keyboards actually better for preventing finger fatigue than cheap mechanical boards for administrative staff who type all day
2 real searches · 1 real-search pass
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.
Searches and sources
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
keyboard type membrane mechanical typing fatigue finger muscle activity ergonomics study force actuation key travel office workers OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
occupational keyboard design finger fatigue typing force ergonomics membrane mechanical systematic review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |