Notes become a considered starting point
Cairnscript reads clinical notes and proposes ICD-10 and CPT codes, keeping the first pass useful without pretending uncertainty does not exist.
Coding intelligence
CairnscriptRevenue cycle, with a paper trail.
Measured revenue-cycle automation for independent medical practices.
Cairnscript turns clinical notes into a governed path from code suggestion to payment—so your team can move faster and still see exactly where judgment entered the record.
Live claim thread
CS / 0428Every handoff leaves a signal.
Clinical note
Attached
Code suggestion
Confidence signal
Human review
Queued by guardrail
Claim status
Ready when approved
What gets measured
Automation is only useful when the financial impact is visible.
01
Coding accuracy
02
First-pass acceptance
03
Denial recovery
04
Days-to-payment
Built for clinic oversight
The quiet work behind healthier revenue.
A multi-agent workflow can coordinate coding, claims operations, client support, and infrastructure—without turning your practice into a black box.
Confidence sets the next action
Quality guardrails separate ready-to-review work from the cases that deserve a human coder’s attention, with the reasoning trail intact.
Human in the loop
Approved claims keep moving
Clearinghouse submissions, denial appeals, and payment reconciliation connect the work after coding—so revenue operations do not disappear into handoffs.
Revenue operations
Integration preview
The useful connections are the ones that preserve the trail.
Cairnscript is designed around the handoffs that already shape revenue-cycle work. The preview below shows the surfaces we keep in view as the workflow expands.
Designed for reviewability
01 / Clinical sources
Notes in, context intact
Bring the source note forward so coding suggestions never lose the record they came from.
Core workflow
02 / Payer intelligence
Rules beside the decision
Keep payer evidence and confidence signals close to the work your reviewer is evaluating.
Guardrailed
03 / Claim routing
Approved work keeps moving
Connect reviewed claims to the next operational handoff without hiding who approved what.
In preview
04 / Payment signals
Outcomes close the loop
Return acceptance, recovery, and payment timing to the same traceable operating picture.
Coming next
The Cairnscript method
A route through the work, not a shortcut around it.
Each step makes the next decision clearer. The result is automation with enough context for a reviewer, an operator, or a practice leader to trust.
01
Clinical note
The source record stays attached to every downstream decision.
02
Suggested codes
ICD-10 and CPT recommendations arrive with confidence signals.
03
Reviewer queue
Uncertain work is routed to people instead of quietly pushed through.
04
Payment signal
Acceptance, recovery, and days-to-payment become measurable outcomes.
Designed to preserve clinic oversight at every threshold.TRACEABLE BY DESIGN
A better next step