Research
iTech Valet publishes measurements taken from its own production systems. Each dataset below is frozen: every figure was computed once, from live data, at a recorded timestamp, and written down. A later measurement of the same thing becomes a new version that replaces the old one rather than a correction appended to it.
What a dataset here is
These pages are not case studies and not marketing. They report what one system did over one recorded window, with the sample size and the date range stated beside every number, and with the things that were measured but held back stated as well.
Every figure is first-party. It comes from iTech Valet's own pipeline logs, not from a survey, an industry report, or a third party's estimate. Nobody was asked to self-report anything.
Each dataset names the population it was drawn from. A figure taken from one subject area is a property of that subject area meeting that system, and is not a measurement of the web at large.
Published datasets
- AEO Content Pipeline Data, v1
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The evidence-acquisition funnel of an automated AEO content pipeline: how many search results it returned, how many pages it fetched, how many an extractor could verify, and how many were ultimately cited. With the nothing-extracted rate, the blocked-or-challenged rate, and a count of intercepted hallucinated citations.