Introducing FairPath.AI

Safe and Understandable AI to Transform your Healthcare Billing

Healthcare providers lose $262 billion annually to claim denials. Intelligence Factory's new solution FairPath transforms this challenge into a seamless solution, ensuring you get paid faster with fewer denials.

Medical Billing Expertise You Can Trust

We employ an AI Powered Revenue Cycle Management Trained on millions of real transactions
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98%

Successful Payment Rate in RPM
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Less than 5%

Denial rate in RPM, RTM, and CCM claims
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90%

Of reimbursement payments within 30 days
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Millions of Records

For training. Precision honed by real world-data

Real Stats

1.1M

Charges, Claims & Payments

2018

7 years of expertise in AI-powered billing

$36.7M

Dollars Paid
The Intelligence Factory Difference

How We Empower Your Practice

Our solutions address the toughest billing challenges, delivering measurable value to small practices:
Reduce Denials
With FairPath, we've achieved a <5% denial rate for RPM, RTM, and CCM, minimizing revenue loss from the $262 billion annual denial burden.
Speed Up Payments
90% of payments within 30 days, cutting delays from 45-60 days.
Simplify Workflows
From patient data capture to insurer calls, we streamline every step—no tech burden required for small practices.
Full Service Billing Assistance
Larger partners can integrate FairPath's platform for their own RCM needs, leveraging our proven technology.
Try FairPath Today

How Does FairPath Work? Try Our Low-Risk Starter  

Discover how FairPath processes your billing with a low-risk starter package:
  • Upload 1-3 claims
  • Let our AI handle eligibility, coding, and status checks
  • See 98% payment success, less than 5% denials, and 90% payments in 30 days in just 24-48 hours—no big fees
Since 2018, we’ve delivered precise results for practices like yours. Start exploring today!
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Our Solutions

Tailored AI for Healthcare

At Intelligence Factory, we harness cutting-edge AI to solve healthcare's toughest challenges. Our solutions streamline billing, enhance patient engagement, and ensure compliance, all powered by hallucination-free technology designed for your success.
FairPath Billing Service
Full-Service Billing Solution
What It Is:
A full-service billing solution delivered using our AI platform to manage eligibility, coding, prior authorizations, and claim tracking.

Why It Matters:
The high success rate and fast payments means more money in your bank account faster.
Learn More About FairPath →
FairPath Pro
Enterprise Billing Solution
What It Is:
A custom, scalable AI-driven platform for revenue cycle management, built for large practices and partners.

Why It Matters:
It saves time, enhances precision on high-volume claims, and boosts revenue recovery for greater efficiency.
Learn More About FairPath Pro →
Nurse Amy
Patient Engagement Agent
What It Is:
A custom Perfect Agent automating reminders, surveys, and device support for RPM, RTM, and CCM patients.

Why It Matters:
With the time saved Amy as able to spend more time with patients increasing patient satisfaction.
Learn More About Nurse Amy →
Buffaly + NLU
AI Language Engine
What It Is:
A custom AI built over 20 years to turn messy medical text into clear, structured data with explainable precision.

Why It Matters:
It solves messy data problems with precision, turning chaos into clear outputs that save time and boost accuracy.
Learn More About Buffaly NLU →
Setting New Standards in AI

Why Intelligence Factory?

We're a team of passionate engineers based in Orlando, Florida, committed to reshaping AI beyond Silicon Valley's influence. After powering solutions for Delta Airlines, AT&T, and others, we started working in Healthcare in 2018. Since then we’ve focused on leveraging our expertise to address billing inefficiencies with tools that are safe, understandable, and controlled.
Proven Impact
The FairPath platform has processed over 1.1 million claims and recovered more than $36.7 million. By training FairPath on millions of real patient and financial transactions, we’ve achieved a 98% RPM payment success rate.
Accurate Billing You Can Trust
Our technology ensures every claim is right the first time, cutting errors that lead to denials. No complicated AI gimmicks—just dependable results tailored for healthcare billing.
Keeps Your Data Safe and Secure
Built from the ground up to meet HIPAA standards, our solutions protect your sensitive information without sending it outside your control—peace of mind included.
Affordable for Small Practices
FairPath skips the big setup fees and tech headaches. You get expert billing support customized to your needs, at a price that fits your budget.
Beyond Healthcare

Our Artificial Intelligence Legacy

While healthcare is our focus, Intelligence Factory's AI has a proven track record across industries. Our Feeding Frenzy suite has optimized sales and support workflows for IT companies, showcasing our technology's versatility and reliability beyond medical billing.
Learn About Non-Medical
Solutions →
How It Works

A Simplified, AI-Driven Billing Workflow

Our AI solution transforms your billing process with a structured, step-by-step approach:
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Eligibility Verification
Instantly confirm patient coverage with AI that retrieves accurate, real-time insurance details.
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Claims Coding
Generate precise CPT codes and ICD-10 mappings to prevent denials and resubmissions.
The image represents eligibility verification. The profile card with a person icon symbolizes individual data or identity, while the magnifying glass emphasizes the process of closely examining or verifying details. The connecting nodes suggest a system or network approach, indicating the process of assessing eligibility within a structured or interconnected framework, likely involving data evaluation and confirmation.
Prior Authorization
Skip the manual process—our AI gathers required information and expedites approvals.
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Seamless Integration
Easily connect with your EHR, practice management systems, and billing software through scalable APIs.

Take the First Step with Intelligence Factory

Ready to transform your billing process? Whether you're a small practice seeking our expert billing service or a larger partner looking to integrate FairPath's technology, we're here to help you succeed.
What You'll Get:
Free Consultation
Discuss your billing challenges with our experts—no obligation.
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Recent Updates

Unveiling RPM Fraud Risks—A Technical Dive into OIG Findings and FairPath’s AI Fix

The Office of Inspector General’s (OIG) 2024 report, Additional Oversight of Remote Patient Monitoring in Medicare Is Needed (OEI-02-23-00260), isn't just an alert—it's a detailed playbook exposing critical vulnerabilities in Medicare’s Remote Patient Monitoring (RPM) system. RPM enrollee numbers jumped from 55,000 in 2019 to over 570,000 by 2022, pushing total Medicare payments beyond $300 million. The stakes are high, yet OIG’s findings spotlight serious systemic issues: billing mismatches, incomplete services, and claims irregularities contributing to Medicare’s staggering $262 billion annual denial rate. These aren't minor oversights; they're significant compliance and fraud risks that can trigger audits, penalties, and revenue losses.

At Intelligence Factory, we developed FairPath precisely to handle these challenges—here’s the deeper breakdown of OIG’s findings, the underlying technical reasons, and how FairPath directly addresses them:

The OIG’s Wake-Up Call: Fraud Risks Exposed

The OIG didn’t mince words: “RPM has vulnerabilities that could affect the appropriateness of billing” (page 11). Their audit of 2022 Medicare data revealed 43% of enrollees—over 244,000 patients—didn’t receive all three RPM components: education/setup (99453), device supply (99454), and treatment management (99457/99458) (page 9). Specifically, 

  • 28% didn’t have the initial setup/education (CPT 99453).

  • 23% lacked device supply/data collection (99454).

  • 12% missed required monthly clinician review (99457/99458).

Billing mismatches amplify the danger. The OIG notes, “Without additional information about the types of health data being monitored, CMS cannot ensure that it is paying for remote monitoring of physiologic data… as required” (page 11). Translation? If you bill for devices without usage or services exceeding patients, you’re at risk. One provider billed an implausible 23,569 hours of treatment management in a year (page 13)—a stark warning of what overbilling looks like. These issues fuel the $262 billion annual claim denial loss, threatening audits, penalties, and clawbacks (page 5).

Fraud Risk Metrics We Track

FairPath’s AI-powered analysis digs into your Medicare data, pinpointing these risks before they escalate. Here’s what we watch:

  • Billing Mismatches: More 99453 services than beneficiaries (e.g., 15 vs. 10) suggests overbilling—billing for setups never done—a direct OIG fraud flag (page 10).
  • Low Device Usage: Fewer than 7 services per beneficiary for 99454 means patients aren’t using devices enough, risking claims for unused equipment (page 11).
  • Excessive Treatment Time: High 99458 services per patient or overall (e.g., thousands yearly) could signal overbilling, echoing the OIG’s 23,569-hour example (page 13).
  • Insufficient Review: A low 99457-to-99454 ratio shows devices used without clinician oversight—12% of enrollees missed this per OIG (page 10).
  • Payment Gaps: High shortfalls (allowed vs. paid) indicate denials from sloppy billing (page 11).

How FairPath Fixes These Risks

FairPath isn’t just a warning system—it’s your shield against fraud. Here’s how we tackle these head-on:

  • Perfect Onboarding: For every 99453, FairPath ensures consent is recorded, calls transcribed, and training materials provided—meeting OIG’s setup mandate (28% missing, page 9). No more mismatches.
  • Device Compliance: Our automated reminders and robust reporting boost patient usage by 30% over industry standards, ensuring 16+ days of readings for 99454 (page 11). Low usage? We catch it early.
  • Accurate Time Tracking: FairPath logs every 99458 minute—start/stop times, reviewer details—in a HIPAA-compliant system, defending against overbilling claims (page 13) with audit-ready proof.
  • Clinical Oversight: We consolidate readings into one dashboard, prioritizing critical cases for 99457 review, eliminating the 12% gap (page 10).
  • Billing Precision: FairPath verifies eligibility, aligns dates (99454 every 30 days, 99457/99458 monthly), and cuts shortfalls, slashing the $262 billion denial risk (page 5).

Stay Ahead of the OIG

The OIG warns, “Without additional oversight… Medicare risks paying for services that do not meet requirements or are fraudulent” (page 14). Don’t let that be your practice. FairPath’s AI, trained on millions of claims with a 98% payment success rate, keeps you compliant and profitable—98% payments secured, under 5% denials, 90% within 30 days.

Take Action: Curious about your fraud risks? Get a free detailed report tailored to your practice. Visit intelligencefactory.ai/fairpath today.

The Cost of Shortcuts: Lessons From a $4.9 Million Mistake

When the Department of Justice announces settlements, many of us glance at the headlines and move on. Yet, behind those headlines are real stories about real decisions, choices that felt minor at the time but led to serious consequences. Like the recent settlement involving LiveCare Inc., an RPM provider in Florida, who now owes up to $4.9 million for shortcuts they probably never thought would matter.

Imagine building something valuable—a company designed to help patients with chronic conditions lead healthier, more connected lives through remote monitoring. It’s honorable, essential work. You see rapid growth. But then, quietly, almost without noticing, shortcuts begin. Small decisions. Convenient rationalizations.

LiveCare’s choice? They paid marketers based on Medicare patient referrals. Initially, it seemed like a reasonable approach—more patients meant greater impact, right? But regulators saw it differently. Suddenly, a promising company was thrust into a spotlight it never intended.

The Real Price of Taking Shortcuts

The DOJ and the OIG don't announce settlements simply to penalize individual companies; they do it as cautionary tales. Recent reports found that 43% of patients in Medicare RPM programs didn't receive all required service components. That's a systemic issue, and it goes deeper than just documentation—it cuts directly to trust and integrity.

RPM, CCM, and RTM are rapidly expanding fields, projected to surpass $3 billion this year. But growth without the right safeguards can lead to troubling consequences. LiveCare wasn't merely entangled in regulatory issues; they were faced with fundamental ethical questions about delivering and documenting patient care.

Why Integrity Matters More Than Ever

Integrity isn't a checkbox on a form; it’s the foundation of every successful healthcare initiative. Trust is earned daily, decision by decision, interaction by interaction. It's built slowly and deliberately, but can vanish instantly with one shortcut taken.

LiveCare learned this lesson painfully. They aren't alone—others will inevitably face similar scrutiny as regulatory oversight intensifies.

How to Protect Your Program

Avoiding shortcuts and building real compliance isn’t complicated, but it does require intention:

  1. Transparent Relationships Ensure every partnership and referral arrangement stands clear of any inducement. Use straightforward, fixed-rate agreements validated by legal counsel. Integrity thrives on clarity.

  2. Consistent Delivery & Documentation Every patient must receive all aspects of care as promised. Ensure your systems automatically document compliance, eliminating guesswork and human error.

  3. Preventative Measures Over Damage Control Shortcuts may seem efficient today but become devastating tomorrow. Implement automated systems (like our FairPath risk assessment) to catch and correct issues before they escalate.

  4. A Culture of Accountability Empower your team to speak up, recognizing red flags early and addressing them transparently. Create internal channels that encourage reporting concerns safely and openly.

Trust is the Ultimate Currency

Healthcare is personal—it's fundamentally about trust. Patients, regulators, and colleagues are all deciding every day whether you deserve theirs. LiveCare lost trust—and it's costing them dearly.

At Intelligence Factory, our commitment is to help you protect that trust. Because once it's broken, trust is hard to restore.

We believe shortcuts aren't the way forward. True, sustainable growth comes from consistency, clarity, and integrity.

Ready to lead the right way? We're here to help.

One Biller, One Gap: How a Missing Piece Reshapes Everything

There’s a quiet agreement most of us make in business. It’s not in a contract. It’s not written on a whiteboard. But it runs everything: trust.

We trust that what worked yesterday will still work tomorrow. We trust that people we’ve known for years will keep showing up the way they always have. We trust that if we build a system—especially one that hums quietly in the background—it will just… keep working. Until it doesn’t.

I recently watched a good doctor wrestle with a hard truth: the system he built his practice on wasn’t built to grow. It was built to survive. To “just work.” And it did, for a while.

But that system relied on a single person—his biller—who handled everything behind the scenes. One login. One relationship. One gatekeeper to a critical part of his business.

And then? Silence. No return calls. No emails. No updates. Just growing confusion. Mounting stress. And a practice stuck in place, unable to scale.This wasn’t just a billing problem. It was a trust problem. And those are the hardest ones to fix.

Why This Happens More Than You Think

According to a report by the Medical Group Management Association, 47% of practices say that billing challenges are their biggest barrier to growing remote care programs like RPM and CCM. But it’s not just about codes and claims. It’s about control.Over time, many providers hand over too much authority to a single biller or vendor. It’s easy. It’s comfortable. But it can create a dependency that becomes invisible—until you try to make a change.

Systems Reflect Relationships

A business is only as strong as the systems it’s built on. But systems don’t just reflect workflows—they reflect relationships.

When those relationships are built on unspoken assumptions or outdated habits, cracks form. And when you try to modernize—introduce automation, expand into new services, or reclaim visibility—those cracks become canyons.

It’s not that people mean to create roadblocks. Sometimes life changes. Sometimes people burn out. Sometimes they just move on without saying goodbye.But the system doesn’t forgive that. It just breaks.

The Pain of Rebuilding Is Also the Opportunity

Watching this unfold reminded me why change, though painful, is also clarifying. Because once the cracks are exposed, you can finally see where the structure needs reinforcing.

You can replace a person with a process. You can swap assumptions for accountability. You can shift from "just working" to actually working—for the long term.

But most of all, you can rebuild trust. Not by going back. But by going forward… more aware and more intentional.

What’s the Takeaway?

If you’re running a practice—or any business—take a hard look at the invisible systems that keep you going. Ask yourself:

  1. If that one person stopped showing up, would the system still run?
  2. Are your most critical functions dependent on habit or design?
  3. Is your growth being held back by a relationship that’s past its prime?

There’s no shame in realizing something isn’t working anymore. The shame would be ignoring it.

Change is hard. But when it reveals where trust was misplaced… it also shows you where to build it better.

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