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Introducing RiskGATOR™

Protecting Patients.
Empowering Labs.
Reducing Costs.

Where Proven QC Science Meets Risk-Based Decision Intelligence

RiskGATOR transforms your existing QC data into real-time operational risk intelligence — so your laboratory can move from statistical indicators to quantifiable patient safety metrics, aligned with CLSI EP23A, ISO 15189, and CAP/CLIA standards.

M.O.R.E.
Technology™

Live Risk Dashboard

Patient Risk
Low
Error Probability
0.8%
QC Efficiency
92%
False Positives
↓82%
50+ Years QC Expertise
ISO 15189 Aligned
SaaS Cloud Platform
CLSI EP23A Compliant
ISO 15189 Aligned
CAP & CLIA Ready
No PHI / PII Processed
Cloud SaaS — Zero IT Burden
Founded by Lab Scientists
What is RiskGATOR?

Mathematically-Optimized Risk Evaluation™ for the Modern Lab

RiskGATOR uses the M.O.R.E. (Mathematically-Optimized Risk Evaluation) process to extend the statistical quality control science that transformed laboratory medicine — adding real-time operational and patient-risk visibility for today’s risk-based laboratory.

Rather than relying solely on sigma values or traditional QC charts, RiskGATOR quantifies the actual probability of patient harm — estimating how often an analytical process could produce one error every x hours, days, weeks, months, or years. This shifts your team from reactive error management to proactive, evidence-based risk governance.

  • Integrates with your existing LIS — no data re-entry
  • Proprietary algorithms developed over 50+ years of clinical QC expertise
  • Reduces false-positive QC flags — reclaim hours every week
  • Quantifies the cost of potential errors in real-dollar terms
  • Fully cloud-hosted SaaS — no installation, no IT burden
Explore RiskGATOR Features
Traditional QC
RiskGATOR M.O.R.E.™
Relies on sigma values only
Quantifies actual patient-harm probability
High false-positive flag rates
Mathematically minimized false positives
Static rules, manual review
Dynamic, real-time operational intelligence
No cost-of-error visibility
Quantifies errors in real-dollar cost
Compliance by assumption
Documented alignment with ISO 15189, CLSI EP23A
Why This Matters

A Win-Win-Win for Everyone Who Cares About Lab Quality

Developed by clinical QC experts. Aligned with CLSI EP23A, ISO 15189, and modern risk-based QC principles.

Healthier patients through accurate clinical laboratory results

Healthier Patients

Every lab error that reaches a patient can delay treatment, cause misdiagnosis, or trigger unnecessary procedures. RiskGATOR quantifies the actual probability of harm — estimating how often an analytical process could produce one medically incorrect result every x hours, days, weeks, or months.

Fewer missed errors. Better patient outcomes.
Happier lab professionals with less QC burden

Happier Lab Professionals

Lab professionals spend countless hours investigating false-positive QC flags and repeating tests that don’t actually threaten patient safety. RiskGATOR reduces false positives and guides your team to focus on real risks — advising when a process truly needs improvement in accuracy or precision.

Reclaim hours weekly. Reduce burnout. Focus on what matters.
Lower healthcare costs through reduced lab errors and unnecessary testing

Lower Healthcare Costs

Unnecessary repeat tests, false alarms, and undetected lab errors all carry hidden costs — for the laboratory, the health system, and the patient. RiskGATOR exposes those costs in real dollar terms and helps you eliminate them systematically, improving your lab’s financial performance and regulatory standing.

Quantify the cost of errors. Eliminate waste.
The RiskGATOR Suite

From Statistical Insight to Operational Risk Intelligence

AWEsome Numbers empowers laboratory staff to work smarter and faster by turning complex statistics into clear, actionable insights.

Real-Time Risk Quantification

Move beyond QC charts. RiskGATOR calculates the probability that your analytical process will produce a medically incorrect result — expressed in clear, time-based terms your entire team can understand and act on immediately.

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Optimized QC Rule Selection

Stop guessing which Westgard rules to apply. RiskGATOR’s proprietary algorithms evaluate your actual process performance data and recommend mathematically optimized QC strategies — specific to each analyte, instrument, and reagent lot.

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Patient-Centric Harm Assessment

Not all QC failures pose equal risk to patients. RiskGATOR classifies each process deviation by its clinical significance — distinguishing genuinely dangerous errors from benign variation, so your team can prioritize investigation where it matters most.

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Cost-of-Error Analytics

See the financial impact of your QC performance in plain language. RiskGATOR calculates the projected cost of Medically Incorrect Results (MIRs) — including repeat testing, downstream diagnostic costs, and avoidable clinical interventions — enabling evidence-based budget justifications.

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Regulatory Standards Alignment

Demonstrate documented compliance with global standards. RiskGATOR generates audit-ready reports and decision trails aligned with CLSI EP23A, ISO 15189, CAP, and CLIA requirements — simplifying your next inspection and strengthening accreditation readiness.

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Cloud SaaS — Zero IT Burden

RiskGATOR is a fully cloud-hosted platform. No servers to install, no middleware to configure, no patches to schedule. Any device with a modern browser and an internet connection is all your team needs to access the full RiskGATOR Suite — and your IT department stays completely uninvolved.

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50+ Years of Clinical QC Expertise
399 Ways Surveyed Labs Do QC Wrong
M.O.R.E. Proprietary Algorithm Technology
5 Critical Risk Questions Answered
ZB
Zoe Brooks
Co-Founder & CEO

“Replace complexity with clarity. That has been my mission for over 50 years in clinical laboratory science. RiskGATOR is the culmination of that work — bringing mathematical precision to decisions that directly affect patient lives.”

Award-Winning Research

Our team’s publications span over three decades of clinical QC science — from foundational theory to modern risk-based practice.

CLSI Standards AACC ISO 15189 CAP
Our Story

Built by Lab Scientists Who Refused to Accept “Good Enough”

AWEsome Numbers was founded on a simple belief: the statistical quality control science that transformed laboratory medicine remains essential — but today’s laboratories require greater operational visibility and stronger risk-based decision making.

Since beginning their collaboration in 2008, Zoe Brooks, Raymond Gerz, and the AWEsome Numbers team have been dedicated to helping laboratories build on proven QC methodologies while meeting the evolving risk-management expectations of CAP, CLIA, ISO 15189, and CLSI EP23.

With Zoe’s 50+ year career spanning histology, clinical chemistry, laboratory management, and QC software design, the team brings unmatched depth to every algorithm, every report, and every decision RiskGATOR helps you make.

Meet Our Team
Common Questions

Questions Lab Professionals Ask

Traditional QC methods use statistical indicators — such as Levey-Jennings charts and sigma values — to detect analytical variation. These are essential, but they cannot always quantify patient impact in real time. RiskGATOR extends that science by adding the M.O.R.E. layer: it calculates the probability that a specific analytical process will produce a Medically Incorrect Result (MIR) within a given time window. This means your team sees not just whether a QC flag occurred, but how often that error pattern could harm a real patient — enabling smarter, evidence-based decisions rather than reactive responses.
Yes — significantly. One of the most immediate benefits labs report after implementing RiskGATOR is a dramatic reduction in time spent investigating false-positive QC flags. The M.O.R.E. algorithm distinguishes analytically significant events from benign statistical noise, so your team stops chasing problems that don’t actually threaten patient safety. Labs typically reclaim several hours per week per instrument — time that can be redirected toward meaningful quality improvements and direct patient care support.
Minimal to none. RiskGATOR is a fully cloud-hosted SaaS platform — there is nothing to install on your servers, workstations, or network. Your team simply needs a device with a modern web browser and an internet connection. In most organizations, the only IT action required is adding our domain to a web application allow-list. We handle all server provisioning, maintenance, security patching, backups, and uptime monitoring. RiskGATOR does not process PHI or PII, which significantly simplifies your institutional governance review.
Yes. RiskGATOR was designed from the ground up to align with CLSI EP23A (Laboratory Quality Control Based on Risk Management), ISO 15189 (Medical Laboratories — Requirements for Quality and Competence), as well as CAP and CLIA requirements. The system generates audit-ready documentation and decision trails that support your laboratory’s accreditation process and inspector review.
What Labs Are Saying

Trusted by Clinical Lab Professionals

Before RiskGATOR, we were spending 6–8 hours a week chasing QC flags that turned out to be meaningless. Now we focus only on genuine patient-safety issues. Our team’s stress levels have dropped noticeably, and our throughput has improved.

MR
M. Reynolds, MLS(ASCP) Laboratory Manager, Regional Medical Center

Our CAP inspector was impressed with the depth of our risk documentation. RiskGATOR gave us a level of evidence-based justification for our QC decisions that we simply couldn’t produce before. It’s transformed how we approach our accreditation preparation.

KP
K. Patel, PhD, MT(ASCP) Director of Clinical Chemistry, Academic Medical Center

The M.O.R.E. framework finally gave our team a shared language for risk. Instead of debating sigma values, we now talk about actual patient harm probability — and that changes the conversation completely. I recommend RiskGATOR to every lab manager I know.

TL
T. Liang, MLS(ASCP)CM Core Lab Supervisor, Community Hospital Network
Zoe’s Blog

Latest Insights from the Lab

Award-winning research and practical guidance from clinical QC experts who have been challenging conventional thinking for over 50 years.

Risk Management
2025

Change vs. Failure: Are You Wasting Time on QC Shifts That Are Actually Improvements?

Do you still assume all QC flags indicate clinical failure? In fact, change can be for the better or the worse. Learn how to distinguish analytically meaningful shifts from benign improvements — and stop delaying patient results unnecessarily.

Math Lesson
2025

Risk Metrics Provide a Clearer Picture Than Sigma Metrics: Math Lesson #1

The introduction of Sigma metrics to the medical laboratory was a pivotal shift — but sigma alone doesn’t tell you how often a process will harm a patient. This math lesson explains why risk metrics deliver far more actionable intelligence for modern labs.

News
2025

News Release: Risk Management MasterClass Rescheduled to August/September 2026

We’re delighted to announce that our free AWEsome Numbers Risk Management MasterClass has been rescheduled to give us the opportunity to make the experience even more valuable. Registration details and updated schedule coming soon.

View All Blog Posts
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Ready to Transform Your Lab’s QC Practice?

Join clinical laboratories worldwide who are using RiskGATOR to protect patients, empower their teams, and demonstrate measurable quality improvements. Request a free demo — no IT involvement required.