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.
Preview
Synthetic data · no live claim transportEvery handoff leaves a signal.
Clinical note
Attached
Code suggestion
Confidence signal
Human review
Queued by guardrail
Claim status
Ready when approved
What a pilot measures
Pilot-only
Automation is only useful when pilot evidence makes the financial impact visible.
Synthetic and pilot evidence only; these measures are not current production outcomes.
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
Pilot handoffs keep moving
A controlled pilot can trace reviewed claims, denial appeals, and payment reconciliation without implying live payer transport.
Pilot evidence
Integration surfaces
The useful connections are the ones that preserve the trail.
Cairnscript is designed around the handoffs that already shape revenue-cycle work. The status ledger below shows the surfaces currently supported by synthetic or pilot evidence. It does not imply live EHR or payer transport.
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.
Pilot-only
Synthetic / pilot surface02 / Payer intelligence
Rules beside the decision
Keep payer evidence and confidence signals close to the work your reviewer is evaluating.
Pilot-only
Synthetic / pilot surface03 / Claim routing
Reviewed work has a next handoff
Preview the next operational handoff for reviewed claims without hiding who approved what.
Preview
Synthetic / pilot surface04 / Payment signals
Pilot outcomes close the loop
Pilot evidence can return acceptance, recovery, and payment timing to the same traceable operating picture.
Pilot-only
Synthetic / pilot surfaceThe 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
Pilot payment signal
Pilot evidence can track acceptance, recovery, and days-to-payment.
Designed to preserve clinic oversight at every threshold.TRACEABLE BY DESIGN
Company
Clear handoffs. Visible judgment.
Mission
Help independent medical practices follow and review revenue-cycle work, with clinic judgment visible from code suggestion to payment signals.
Team
The team focuses on connecting coding, claims operations, human review, and pilot payment signals. Each handoff carries its context forward so practice teams can see where review shaped the work.
A better next step