Pivoting CDI: The World of Healthcare Watches

Is CDI about to embark on a long journey to reinvent Itself?

There is no arguing that artificial intelligence (AI) and natural language processing (NLP) are making inroads in the healthcare revenue cycle, creating better efficiencies with the automation of a multitude of historically manually performed tasks, thereby reducing positions that were once performed by staff.

AI is clearly beginning to take hold and make significant inroads in the clinical documentation integrity (CDI) space. I have noticed serval posts on LinkedIn, as well as in Becker’s Healthcare e-newsletters, discussing the role of AI in the revenue cycle. Just recently, there was a blog post published in KevinMD titled “How an AI bot transformed my EHR experience (KevinMD blog)” centering on how AI streamlined the provider’s documentation and charting in the electronic health record (EHR) by scanning through the documentation as the note is being completed, providing suggested diagnoses with associated ICD-10 codes. I had the privilege of participating in a demo of a clinical AI software solution that is truly physician-centric, geared toward streamlining the physician’s documentation of his/her assessment. The AI system built into the software scans the entire medical record in real time, while the physician is documenting in the EHR, indifferent as to what method of documentation the physician utilizes. Any overlooked diagnoses are identified with appropriate clinical specificity and presented to the physician for consideration in real time.

What blew me away was that not only are diagnoses suggested as they are identified, but the system also pulls in the supporting clinical indicators, relevant clinical findings, tests ordered (with results, treatments, relevant consultant assessments, and recommendations), and other ancillary assessments and recommendations, etc. The physician reviews the suggested diagnosis with accompanied supporting information, can agree, and by a simple click can automatically pull the AI-generated information into the assessment portion of the note. The physician can reject the suggested diagnosis or add to the suggested diagnosis with supporting information, and again by a simple click pull the information into the physician’s note.

Reflecting on the system after the demo and speaking with several CDI directors about the functionality and capabilities of the system, the question must be asked: how will AI CDI systems impact current CDI processes and CDI professionals? Granted, there are other commercially available CDI systems currently available that purport to utilize AI and NLP to process physician documentation and other available data points, serving to prioritize the records for CDI intervention that have the greatest opportunity for documentation improvement (i.e., capture of a CC/MCC that may require a CDI query to the physician). These available CDI systems still require some form of CDI intervention, although some claim to offer the functionality of automated queries, a dangerous precedent, in my opinion. There has now reached a point where CDI can potentially be displaced by CDI AI software solutions; the future of the CDI profession can be rewarding if the profession is committed to pivoting from current processes, goals, and purposes to ensure continued growth and future development that more closely aligns with and supports the hospital’s or health system’s revenue cycle.

Ensuring CDI’s Future: A Critical Turning Point

Since the inception of the CDI profession, the structure and processes of CDI have remained virtually unchanged. Granted, there have been some minor changes, including increased use of various software platforms, expansion into the outpatient CDI arena, and focus upon quality and safety reporting measures. The CDI profession has remained laser-focused upon processes relying on documentation of CCs/MCCs, clarification of principal diagnoses and patient safety indicators (PSIs) and hospital-acquired conditions (HACs), among other quality measures. The profession, in my opinion, has reached a point where it is faced with a critically important decision: either CDI reinvents itself or is met with the reality of experiencing a slow decline in relevance and job opportunities. It simply is inevitable at this point; the handwriting is on the wall, and the decision is in the CDI profession’s court. A state of denial and continued apathy demonstrated by CDI will prove detrimental. Changing the name of the profession to clinical documentation “integrity” or labelling CDI as “population health CDI” or some other variant are shallow approaches to addressing continued shortfalls that are being showcased with progressive AI inroads in CDI, like the software solution I previewed.

So, what steps or path should CDI embark upon in its long journey to reinvent itself? First, the CDI profession must recognize and embrace the notion that the medical record is first and foremost a communication tool versus a reimbursement tool, where dollars are extracted from the record as the primary outcome of CDI’s task-based activities. Having said that, the CDI profession can only start its transformation to a high-value, more purposeful entity with processes that best serve the patient, all physicians, and other healthcare stakeholders, aligning more closely with the overall revenue cycle.

Today’s CDI model emphatically contributes to unnecessary, self-inflicted, nontechnical denials through unrelenting focus upon diagnosis securement, without achievement of meaningful improvement in supportive physician documentation. Such documentation must provide the relevant clinical information, clinical context, and clinical picture necessary to best communicate patient care and alleviate a large portion of payor denials, particularly clinical validation denials. A good number of such denials are legitimate, attributable to insufficient physician documentation.

The next inclusive step on the trek to transformation is a commitment to expanding the CDI specialist’s breadth and depth of knowledge in best-practice standards and principles of physician documentation. An ideal starting point is to understand the principles of evaluation and management (E&M) services, not from a coding perspective, but from a “documentation” perspective. The Centers for Medicare & Medicaid Services (CMS) Evaluation and Management Service Guide (E & M Service Guide) is a great resource to start out with, serving as a strong foundation for knowledge and skill-set building in physician documentation.

Another valuable resource is Bates’ Guide to Physical Examination and History Taking, providing one with the understanding and inner workings of the history & physical documentation. Insufficient documentation in the history and physical contributes to most medical necessity denials, in my own personal experience as a CDI professional reviewing denied cases trying to rehabilitate operations as part of the denials and appeals process. In fact, the Comprehensive Error Rate Testing (CERT) contractor consistently identifies medical necessity and insufficient documentation as accounting for nearly 80 percent of improper payments every year, in the category of short-term acute inpatient care DRG improper payments (CERT Report).

These are just a few of the many steps necessary to reinvent CDI, making it more valuable and relevant as it relates to physician documentation, communication of patient care and achievement of quality care, with engagement of physicians in the important role of patient care communication. Couple this with advancing AI software solutions like the one I described earlier, and the achievement of solid physician documentation without the intrusive query process, and these steps will fully support a high-performing revenue cycle.

Getting Started

Getting started requires a commitment to relevant change, letting go of the natural tendency to cling to the status quo. The future of the CDI profession hinges on transformation of our purpose, mission, and vision of CDI. In my next article, I will outline the next key components to consider driving interest and commitment to this.

Our future depends strongly on willingness and resolve to transform ourselves. Stay tuned!

Facebook
Twitter
LinkedIn

Related Stories

H.R. 1 Impact on Coding

H.R. 1 Impact on Coding

H.R. 1 doesn’t directly rewrite ICD-10 or CPT, but it does change the environment in which you’re coding. The impact is mostly indirect – through

Read More

Leave a Reply

Please log in to your account to comment on this article.

Featured Webcasts

Mastering Principal Diagnosis: Coding Precision, Medical Necessity, and Quality Impact

Mastering Principal Diagnosis: Coding Precision, Medical Necessity, and Quality Impact

Accurately determining the principal diagnosis is critical for compliant billing, appropriate reimbursement, and valid quality reporting — yet it remains one of the most subjective and error-prone areas in inpatient coding. In this expert-led session, Cheryl Ericson, RN, MS, CCDS, CDIP, demystifies the complexities of principal diagnosis assignment, bridging the gap between coding rules and clinical reality. Learn how to strengthen your organization’s coding accuracy, reduce denials, and ensure your documentation supports true medical necessity.

December 3, 2025

Proactive Denial Management: Data-Driven Strategies to Prevent Revenue Loss

Denials continue to delay reimbursement, increase administrative burden, and threaten financial stability across healthcare organizations. This essential webcast tackles the root causes—rising payer scrutiny, fragmented workflows, inconsistent documentation, and underused analytics—and offers proven, data-driven strategies to prevent and overturn denials. Attendees will gain practical tools to strengthen documentation and coding accuracy, engage clinicians effectively, and leverage predictive analytics and AI to identify risks before they impact revenue. Through real-world case examples and actionable guidance, this session empowers coding, CDI, and revenue cycle professionals to shift from reactive appeals to proactive denial prevention and revenue protection.

November 25, 2025
Sepsis: Bridging the Clinical Documentation and Coding Gap to Reduce Denials

Sepsis: Bridging the Clinical Documentation and Coding Gap to Reduce Denials

Sepsis remains one of the most frequently denied and contested diagnoses, creating costly revenue loss and compliance risks. In this webcast, Angela Comfort, DBA, MBA, RHIA, CDIP, CCS, CCS-P, provides practical, real-world strategies to align documentation with coding guidelines, reconcile Sepsis-2 and Sepsis-3 definitions, and apply compliant queries. You’ll learn how to identify and address documentation gaps, strengthen provider engagement, and defend diagnoses against payer scrutiny—equipping you to protect reimbursement, improve SOI/ROM capture, and reduce audit vulnerability in this high-risk area.

September 24, 2025

Trending News

Featured Webcasts

AI in Claims Auditing: Turning Compliance Risks into Defensible Systems

As AI reshapes healthcare compliance, the risk of biased outputs and opaque decision-making grows. This webcast, led by Frank Cohen, delivers a practical Four-Pillar Governance Framework—Transparency, Accountability, Fairness, and Explainability—to help you govern AI-driven claim auditing with confidence. Learn how to identify and mitigate bias, implement robust human oversight, and document defensible AI review processes that regulators and auditors will accept. Discover concrete remedies, from rotation protocols to uncertainty scoring, and actionable steps to evaluate vendors before contracts are signed. In a regulatory landscape that moves faster than ever, gain the tools to stay compliant, defend your processes, and reduce liability while maintaining operational effectiveness.

January 13, 2026
Surviving Federal Audits for Inpatient Rehab Facility Services

Surviving Federal Audits for Inpatient Rehab Facility Services

Federal auditors are zeroing in on Inpatient Rehabilitation Facility (IRF) and hospital rehab unit services, with OIG and CERT audits leading to millions in penalties—often due to documentation and administrative errors, not quality of care. Join compliance expert Michael Calahan, PA, MBA, to learn the five clinical “pillars” of IRF-PPS admissions, key documentation requirements, and real-life case lessons to help protect your revenue.

November 13, 2025
E/M Services Under Intensive Federal Scrutiny: Navigating Split/Shared, Incident-to & Critical Care Compliance in 2025-2026

E/M Services Under Intensive Federal Scrutiny: Navigating Split/Shared, Incident-to & Critical Care Compliance in 2025-2026

During this essential RACmonitor webcast Michael Calahan, PA, MBA Certified Compliance Officer, will clarify the rules, dispel common misconceptions, and equip you with practical strategies to code, document, and bill high-risk split/shared, incident-to & critical care E/M services with confidence. Don’t let audit risks or revenue losses catch your organization off guard — learn exactly what federal auditors are looking for and how to ensure your documentation and reporting stand up to scrutiny.

August 26, 2025

Trending News

Prepare for the 2025 CMS IPPS Final Rule with ICD10monitor’s IPPSPalooza! Click HERE to learn more

Get 15% OFF on all educational webcasts at ICD10monitor with code JULYFOURTH24 until July 4, 2024—start learning today!

CYBER WEEK IS HERE! Don’t miss your chance to get 20% off now until Dec. 1 with code CYBER25

CYBER WEEK IS HERE! Don’t miss your chance to get 20% off now until Dec. 2 with code CYBER24