Ask GWIX
Ask GWIX goes deeper across every source to give you detailed analysis you can verify.
A model answering from memory vs Ask GWIX
| A model answering from memory | Ask GWIX | |
|---|---|---|
| Where answers come from | What the model absorbed in training. | Live queries across every GWIX source: job ads, official statistics and partner data, each release. |
| Depth | A summary of what is commonly written. | Percentiles, trends and comparisons by role, company and place. |
| Verifiability | No source for the figure it gives. | Every figure labeled with its source and linked to the data call behind it. |
| Honesty about limits | Fills gaps with plausible text. | Reports thin samples and missing data as gaps. |
Why curated data matters: in Anthropic's own analytics work, giving its AI curated, documented context lifted accuracy on business questions from 21% to over 95%, with the same model. That is Anthropic's result, not a GWIX measurement, but it is the principle Ask GWIX is built on.Source: Anthropic, June 2026
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