Jim O'Neill

By: Jim O'Neill on January 15th, 2026

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2026 Laboratory Billing Trends: Why In-House Teams Are Struggling — and How AI Is Changing RCM

Medical Billing / RCM | Laboratory

In 2026, laboratory billing teams are facing a perfect storm.

Rising operational costs, rapid technology shifts, and increasingly aggressive payer behavior have fundamentally changed what it takes to collect revenue successfully.

 

For many labs, the traditional in-house billing model is no longer keeping pace.

 

Extreme Labor Shortages and Burnout

The demand for specialized laboratory billers continues to exceed supply.

In-house billing teams are experiencing:

  • Turnover rates approaching 40%
  • Wage pressure, with salaries ranging from $55,000–$75,000, plus benefits
  • Constant retraining tied to code updates and payer policy changes

The result is burnout, workflow disruption, and inconsistent billing performance.

 

Payers Are Using AI — and They’re Moving Faster ThanLabs

Payers now use advanced automation and AI to evaluate claims in real time.

 

Key impacts include:

  • Rule changes occurring weekly or monthly, not annually
  • Automatic denials triggered by minor documentation or eligibility issues
  • Limited transparency into payer logic

Industry benchmarks show:

  • In-house lab teams often see 12–18% denial rates
  • Specialized outsourced RCM partners typically maintain 2–5% denial rates

Each denied claim costs $25–$100 in staff time to rework — a growing operational drain.

 

2026CPT Code Complexity Is Adding Pressure

The 2026 CPT update is one of the largest in recent years, with:

  • Hundreds of new PLA and molecular diagnostic codes
  • Expanded documentation requirements
  • Increased payer scrutiny around medical necessity

In-house teams are often forced to chase missing clinical detail — delaying submission and payment.

 

Technology Gaps Are Creating Upstream Failures

Many lab billing systems still struggle to integrate cleanly with LIS platforms.

 

Industry analysis shows:

  • Up to 45% of lab denials originate from missing or incorrect upstream data, such as eligibility or demographics
  • Server-based billing platforms can cost $8,000+ annually per server, excluding IT support

 

These gaps make denial prevention nearly impossible without automation.

 

Regulatory and Compliance Risk Falls Entirely on In-House Teams

In 2026, labs face:

  • Greater audit exposure
  • Increased documentation enforcement
  • New price transparency requirements

 

Minor errors can now result in full claim rejection, not partial payment. This places enormous responsibility — and risk — on internal billing staff.

 

How AI Is Reshaping Laboratory RCM

Leading labs are turning to AI-enabled RCM platforms to:

  • Detect denial risk before submission
  • Monitor payer rule changes automatically
  • Identify underpayments at scale
  • Reduce manual, repetitive billing tasks


AI doesn’t replace billing expertise — it amplifies it.

 

👉 Explore how ADS uses AI to support laboratory revenue cycle management

Why More Labs Are Re-Thinking In-House Billing in 2026

Outsourcing RCM allows labs to:

  • Offset staffing shortages
  • Reduce cost-to-collect
  • Improve cash flow predictability
  • Gain access to specialized lab billing expertise and automation


In today’s environment, RCM has become a strategic function — not just an operational one.

 

The question for labs in 2026 isn’t whether billing is getting harder.

It’s whether your current model can realistically keep up.

 👉 Learn how ADS partners with laboratories to modernize RCM with AI, automation, and expertise

About Jim O'Neill

As the company’s Laboratory Services Business Development Manager, Jim has 30 years’ experience in LIS and financial systems including 20 years as the owner of CSS (Avalon LIS). With a Bachelor’s degree in information technology from Rowan University, Jim has worked / consulted with over 500 labs in the US and internationally in improving their LIS and financial solutions. Jim is genuinely people-oriented and civic-minded; he’s the former Mayor of Northfield NJ and is currently on the town’s council.