Ask one expert
Use one dossier to explain a concept, build a reading path, or apply a public framework.
The monetization layer is source-backed conversation. Users can ask how an expert's public work frames a problem, compare experts, or turn the dossier into an action plan.
It should never imply the expert is personally answering unless there is an explicit partnership. The value is fast, cited application of public work.
Use one dossier to explain a concept, build a reading path, or apply a public framework.
Put two dossiers side by side and show where their assumptions, methods, and incentives differ.
Steelman the expert, then surface credible objections and unanswered questions.
Every answer cites the dossier corpus.
The model says when evidence is thin or contested.
Living experts are clearly unaffiliated unless they opt in.
Health, legal, and financial topics get extra guardrails.
Early access can start manually: no checkout, no account system, and no need to finish the full chat UI before testing whether people pay for expert-specific synthesis.