The shape of the report · every figure withheld · not a live account
Read weekly · official number monthlySubject
name withheld
Role and company withheld · audited weekly
Baseline
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Standing today
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Movement since baseline, measured monthly
Thirteen weekly readings
The four parts, in order
- SentimentThe lead signal×0.20
- VisibilityPresent in the answer×0.30
- AccuracyThe base it stands on×0.25
- AuthorityWho vouches for you×0.25
Sentiment leads the reading. Visibility, accuracy and authority follow, in fixed order, each from 0 to 100 and weighted as shown.
The five-engine read
- ClaudeWhat it answered, and what it citedwithheld
- OpenAIWhat it answered, and what it citedwithheld
- GeminiWhat it answered, and what it citedwithheld
- PerplexityWhat it answered, and what it citedwithheld
- GoogleWhat it answered, and what it citedwithheld
Each engine decides differently, so the work is tuned for how each one chooses what to cite.
Per-term sentiment
- The name · term withheldHow the engines frame it, in a sentencemovement withheld
- Term one · term withheldHow the engines frame it, in a sentencemovement withheld
- Term two · term withheldHow the engines frame it, in a sentencemovement withheld
For your approval
draft title withheld
What we recommend, why it helps, and the draft in your voice. Nothing goes out until you approve it.