Proof, in motion.
CIH design study · evidence review
Every conclusion keeps its chain of proof.
A proposed review surface for compliance officers and technicians: see what changed, what the agent inferred, what remains uncertain, and what you want to do next.
- Source attached
- Agent observable
- Human review
- Decision record
Control§ policy
Agent outputgenerated
Evidenceverified
Citationsource
Reviewerapproved
Audit trailimmutable
CMS-0057-FVerified
Prior Authorization Final Rule
Citations3 · Federal Register
Reviewed byM. Juhanson
Three lenses on one decision
Choose how you want to trust the answer.
The data stays constant. The lens changes. This is the design question: what helps a human reviewer move from “interesting” to “I can stand behind this”?
CMS-0057-F · detected Aug 25
Prior Authorization Final Rule
Source
Extract
Interpret
4Review
5Decision
Source excerpt
“States must establish a process for prior authorization decisions and provide specific reasons for denials…”Open Federal Register source
CIH interpretation
The operational change is a documentation and turnaround-time obligation. Your review team may need an updated denial-reason workflow and an evidence trail for affected decisions.
Confidence 0.872 affected operations
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