ClaimCalcPro exists to help healthcare providers fight for every dollar they're owed. That mission only works if the data behind our intelligence is accurate, verifiable, and honest. This page explains the standards we hold ourselves to — and the process that makes them real.
Human-in-the-Loop Review
Every piece of content published on ClaimCalcPro — intelligence briefing issues, provider defense analyses, intelligence reports, and site-wide statistics — passes through human editorial review before it reaches you. This is not optional. It is the core of our editorial process.
Our founder, Melissa Cousin, reviews all published content for domain accuracy. She brings direct experience in healthcare revenue cycle management, which means she can catch the kind of errors that automated systems miss: a range that's technically sourced but doesn't match real-world billing patterns, a percentage that's outdated, or a claim that oversimplifies a complex reimbursement landscape.
The HITL workflow:
Research & Draft — AI-assisted tools synthesize data from credible sources (MGMA, HFMA, AHIMA, Becker's, peer-reviewed journals) into structured content.
Human Review — The founder reviews every statistic, range, and claim against her domain knowledge and the cited sources. If a number doesn't match industry reality, it gets flagged.
Source Verification — Flagged statistics are cross-referenced against at least two independent credible sources. If verification fails, the statistic is removed or replaced.
Publish with Citations — Every published statistic includes inline source attribution. Readers can trace any number back to its origin.
This process caught real errors in March 2026, when our founder identified statistics that had been softened below what credible sources actually report. We published a full transparency post documenting every correction.
GRIP™ Intelligence Standards
GRIP™ (Global Revenue Intelligence Platform) is our AI-powered assistant that helps providers navigate claim denials, workers' compensation claims, and third-party liability recovery. Because GRIP™ responses are generated in real time, they follow a separate but equally rigorous standard.
GRIP™ editorial guardrails:
Domain-Scoped Responses
GRIP™ only answers questions within its domain: healthcare revenue cycle, claim denials, workers' compensation, and third-party liability. Off-topic queries are declined.
No Legal or Medical Advice
Every GRIP™ session includes a clear disclaimer: responses are revenue intelligence only, not legal or medical advice. Users are directed to qualified professionals for those needs.
Source-Grounded Knowledge
GRIP™ is trained on curated intelligence from our intelligence briefing archive, provider defense frameworks, and verified industry data. It does not fabricate statistics or invent case law.
Continuous Review
GRIP™ responses are periodically audited against published sources. When industry data changes (new MGMA benchmarks, updated denial rates), GRIP™'s knowledge base is updated accordingly.
Citation & Source Standards
Every quantitative claim on ClaimCalcPro must meet the following criteria before publication:
| Requirement | Standard |
|---|---|
| Minimum Sources | At least 2 independent credible sources per statistic |
| Accepted Sources | MGMA, HFMA, AHIMA, CMS, Becker's, peer-reviewed journals, state regulatory filings |
| Recency | Data must be from the last 3 years unless it's a foundational benchmark |
| Inline Attribution | Every statistic includes a visible source citation on the page where it appears |
| Correction Policy | Errors are corrected publicly with a dated update notice — never silently changed |
Corrections & Transparency
We don't quietly fix mistakes. When a statistic is corrected, we publish a dated update notice on the affected page explaining what changed and why. Major corrections get their own post — like our March 2026 data update.
Affected pages display a visible "Updated" badge with the correction date. The original (incorrect) values are preserved with strikethrough formatting so readers can see exactly what changed. We believe this level of transparency is rare in healthcare content — and that's exactly why we do it.
Report an Issue
If you spot a statistic that looks wrong, a source that's outdated, or a claim that doesn't match your experience in the field — we want to hear about it. Our editorial process is stronger when readers hold us accountable.
How to report:
Email us at [email protected] with the subject line "Data Correction Request"
Include the page URL and the specific statistic or claim you're questioning
Share your source if you have one — a link to the study, report, or benchmark that contradicts what we published
We'll respond within 48 hours with our findings — whether we're correcting, keeping, or investigating further
You can also ask GRIP™ directly — type "I think this stat is wrong" and describe the issue. GRIP™ will flag it for human review.
"Financial health is a prerequisite for patient health."
— Melissa Cousin, Founder · ClaimCalcPro