Part three of a three-part series on how Athenium built AI-powered quality assurance.
Part one of this series was about model selection: nine foundation models, carrier proof-of-concepts, more than 2,500 findings, and multi-level granularity tested against real claim and underwriting files. Part two was about everything underneath it: ingestion, document processing, a carrier-specific knowledge base, versioning, and the control-set discipline that makes a quality trend defensible.
Today we’re introducing CairnQA - Athenium’s AI-powered quality assurance platform for insurance claims, underwriting, and compliance operations.
What does CairnQA deliver?
CairnQA reads claim notes, underwriting files, and supporting documentation, then evaluates them against your organization’s guidelines, best practices, and historical QA standards, not a generic industry checklist. Every evaluation returns three things: a score, a set of issues identified and a clear justification for these findings with references back to relevant data and guidelines..
That third element is critical for understanding the AI output and building trust in the system. A finding your reviewers can’t trace back to a standard is a finding they won’t act on. Citation is what guidelines output into evidence a supervisor can bring to a coaching conversation.
Five steps, from raw operational data to governed intelligence
01 · Ingest. Claim files, notes, documents and transaction data arrive from the systems you run today, in native formats.
02 · Evaluate. Files are measured against your standards: your guidelines, your documented best practices, your historical QA results and industry standards where they apply.
03 · Generate insight. Issue-level findings with citable rationale, aggregated into patterns across adjusters, underwriters, segments, regions, and workflow stages.
04 · Improve. SME review and reviewer feedback fold back into the knowledge base on a set cadence with administrator approval before anything is integrated. Alignment to your standards compounds rather than decays.
05 · Validate and govern. Evaluation accuracy, reviewer alignment, precision, and recall by issue type are measured on every pipeline update, so a change in your quality score reflects a change in your operation rather than a change in the measurement.
Elevate your QA team
CairnQA is built to elevate the QA program you have already invested in.
Your team brings deep SME expertise and judgment, structured audit frameworks, and qualitative coaching insight. CairnQA scales that expertise across every transaction, applies those frameworks consistently, expands visibility from a targeted sample toward the full population, and quantifies which patterns carry the most financial and operational impact.
The reviewers don’t go away. They stop spending their time on manual triage and start spending it on the oversight that actually requires their judgment and delivers value to the organization.
Why Athenium built CairnQA
CairnQA wasn’t built by a general-purpose software company learning insurance from the outside in. It was built by a team that has delivered quality assurance programs to insurance carriers for more than twenty years. Trusted by over 60,000 global users and hundreds of deployments across over half of the top P&C, Life and Benefits carriers worldwide.
Athenium’s expertise is then operationalized in how quality standards are structured, how files are evaluated, how findings are explained, how reviewer feedback is incorporated, and how performance is measured over time. Technology provides the scale. Insurance expertise provides the judgment behind everything.
Why a cairn
On a mountain trail, a cairn is a stack of stones left by the people who went before you. It doesn’t tell you how to climb. It tells you where the path is, marked by everyone who has already found it.
That is what a quality assurance program is. That knowledge is the accumulated judgment of everyone who has worked a file before. The problem has never been the expertise. It has been the reach and the fact that the judgment only ever gets applied to the two percent of files that happen to get pulled for audit.
CairnQA takes the judgment your reviewers already apply and extends it to every file your operation produces. Each evaluation stacks on the last: the knowledge base gets sharper, the findings get more aligned to your standards, and the path gets clearer.
Available now
CairnQA is available for claims handling, underwriting operations, regulatory and compliance review, and other structured QA processes. Typical deployments go live in weeks, not months.
See how CairnQA maps your quality journey, from the first file to a measurably better book of business.
Athenium has been a trusted quality assurance partner to the insurance industry’s leading carriers for more than twenty years. Learn more at https://www.athenium.com/quality/ or contact sales@athenium.com.