Primary tool · no signup
Compare what the answers show.
Bring public final answers, visible source URLs and the metadata needed to compare them. Leave with a transparent evidence package you can inspect and export.
- Processing
- In this browser tab
- Inputs
- 1–5 observations
- Output
- JSON + CSV
Browser-local evidence workbench · method 0.1
Build an observation package.
Nothing entered here is sent to ai-fanout.com or an AI provider. The page analyzes only the text, metadata and visible source URLs you supply.
Generated locally · descriptive measures only
Evidence summary
- Observations
- 0 included runs
- Visible source domains
- 0 unique hosts
- Recurring domains
- 0 / 0 seen in 2+ runs
- Answer overlap
- — mean token Jaccard
- Literal coverage
- — matched cells
Source recurrence
Normalized visible host presence by observation.
Literal coverage
User-defined phrases found in each answer.
Comparability notes
Differences that change what this package can support.
This report describes user-supplied public outputs. It does not verify factual accuracy, reconstruct hidden fan-out queries, expose private retrieval traces or establish causation.
What the measures mean
- Visible source domain
- A normalized host parsed from a URL that the user recorded as visibly cited or linked.
- Recurring domain
- A visible source host present in at least two included observations. Recurrence is not a quality score.
- Answer overlap
- The mean pairwise Jaccard overlap of normalized content-word sets. It describes shared vocabulary, not semantic equivalence.
- Literal coverage
- The share of observation-by-criterion cells containing the exact normalized phrase supplied by the user.
Before repeated collection