INTRODUCING CAIRNQA BY ATHENIUM

Quality assurance, elevated by AI.

From a 2% sample to full-population confidence. From black-box scoring to explainable, cited findings. From a once-a-quarter snapshot to a continuous read on how your operation is really performing.

100%

of files reviewed, not sampled

All lines

claims · underwriting · compliance

CairnQA is Athenium's AI-powered quality assurance platform for insurance claims and underwriting operations: built to extend the QA program you've already invested in, not replace it.

THE OPPORTUNITY

Your QA team only knows what 'good' looks like for ~2% of files. Now it can see everything.

Quality assurance has always been one of insurance's most valuable yet most under-resourced disciplines. Skilled reviewers know exactly what separates a well-handled claim from a mishandled one. The problem has never been expertise. It's been reach.

Sampling means most files never get a second look. Feedback loops move slower than the business does. And by the time a pattern shows up in a quarterly report, it's already cost real money.

CairnQA changes the math. It takes the judgment your best reviewers already apply and scales it continuously, consistently, and across every file, not just the ones that get pulled for audit.

WHAT IS CAIRNQA

Full-population quality intelligence: measured, validated, and always improving.

CairnQA reads claim notes, underwriting files, correspondence, and supporting documentation, then evaluates them against your organization's own guidelines, best practices, and historical QA standards, not a generic industry checklist. Every evaluation returns a score, a clear explanation of what was found and why, and a direct citation back to the guideline it's measured against.

It's not a black box, and it's not a replacement for your QA team. It's a force multiplier: the same expertise your reviewers apply today, extended to every transaction your operation produces.

APPLICABLE ACROSS

CLAIMS HANDLING

UNDERWRITING OPERATIONS

REGULATORY & COMPLIANCE REVIEWS 

OTHER QA PROCESSES

HOW CairnQA WORKS

Five steps, from raw operational data to governed intelligence.

Like cairns guiding a climb, each stage stacks on the last: every evaluation a step higher toward the summit of consistent quality.

Ingest data

Claim files, notes and transactions, from the systems you run today

Evaluate

Measured against your own standards, not a generic checklist

Generate insight

Issue-level findings with clear, citable rationale

Improve

SME feedback folded back in on a set cadence

Validate & govern

Accuracy and drift tracked on every pipeline update

WHY CairnQA

Five ways CairnQA compounds the return on your QA program.

Everything your QA team already does well: extended, quantified, and applied to every file.

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Scale QA across the operation

Extend QA from sample-based reviews to near full-population visibility, freeing your SMEs to focus on the highest-value oversight instead of manual triage.

Identify & quantify impact

Detect missed best practices, inconsistencies, and risk signals as they happen, not months later, and prioritize what carries the biggest financial impact.

Drive targeted coaching

Turn AI findings into evidence-backed coaching. Every insight ties back to real operational data and a specific issue type.

Accelerate time to value

Deploy in weeks, not months. CairnQA adapts to your organization's own rules and guidelines, and keeps adapting as your business evolves.

Enable trusted measurement

Distinguish real operational change from noise introduced by an updated AI model or pipeline, with credible, comparable trend reporting you can defend.

A COMBINED MODEL

Your QA program's strengths, amplified.

WHAT TRADITIONAL QA ALREADY DOES WELL
WHAT CAIRNQA ADDS
Deep SME expertise and judgment
Scales that expertise across every transaction
Structured audit frameworks
Applies them consistently, at scale
Targeted sampling reviews
Expands visibility up to full-population coverage
Qualitative coaching insights
Quantifies patterns and prioritizes impact
Governance and compliance assurance
Adds continuous monitoring and early detection

BUILT FOR TRUST

Security and governance you can verify

Insurance data demands a different standard of care, and CairnQA was architected around that from day one.

Single-tenant by design

Every client receives dedicated compute, database, and storage. Your data never mixes with anyone else's.

No model training on your data

Your data is never used for model training and is never retained by any foundation model.

Encrypted, everywhere

Data is encrypted in transit and at rest, with dedicated encryption keys per client and regular key rotation.

Human in the loop

End users never interact directly with the underlying AI model, and no feedback reaches CairnQA's knowledge base without administrator review.

Independently verified

Backed by Athenium's SOC 2 Type II certification, aligned to NIST AI RMF, NIST 800-53 and 800-171, with support for GDPR, CCPA/CPRA, and HIPAA-sensitive data.

ADAPTIVE QUALITY ASSURANCE

A continuous intelligence layer for claims and underwriting.

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From 2% sampling to near-full-population coverage: every file evaluated, not just a random slice.

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From reactive to proactive: catch issues before they become compliance problems or financial losses.

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Elevate your QA resources: expand QA capacity without allocating more team time to manual reviews.

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AI that earns trust over time: human-in-the-loop alignment and transparent governance keep the system accountable.

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Built for insurance: purpose-built for the language, workflows, and standards of insurance QA, not a generic AI tool bolted on.

WHY ATHENIUM

AI built on decades of insurance QA expertise.

CairnQA wasn’t created by a general-purpose software company learning insurance from the outside in. It was built by Athenium, drawing on decades of delivering best-in-class quality assurance programs to insurance carriers across the globe.

That domain expertise shapes how CairnQA works: 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. The result is more than AI applied to insurance data. It is AI purpose-built around the realities of insurance quality assurance.

Technology provides the scale. Athenium’s insurance expertise provides the judgment behind it.

Ready to find your path?

See how CairnQA maps your quality journey, from the first file to a measurably better book of business