Every physician shopping for an AI medical scribe eventually hits the same wall: one vendor leads with a 98.8 KLAS score, another promotes a Best in KLAS badge, and a third quotes an 81.1 industry average. The numbers are real. The question is what they actually measure and whether that is what matters to a family medicine practice running 25 patients a day.
KLAS Research has been rating healthcare IT vendors since 1996. Its annual Best in KLAS report covers more than 800 software and services solutions across 180 market segments. The ratings carry genuine weight in procurement conversations, but the methodology was built for enterprise healthcare buying decisions. The AI scribe market in 2026 stretches far beyond enterprise health systems.
This guide explains what a KLAS score actually measures, what it does not, and which evaluation criteria matter most for the physician-owned practice that the highest-rated tools were not built for.
What KLAS Research Actually Measures
KLAS is an independent healthcare IT research firm. It gathers data directly from physicians, nurses, executives, IT professionals, and administrators at provider and payer organizations rather than from vendors. The feedback comes through interviews and structured surveys, and the resulting scores reflect real customer experience, not self-reported marketing data.
The KLAS scoring methodology covers six performance categories. Product measures whether the tool delivers on its promises and works reliably in a real clinical workflow. Value measures whether the organization considers the investment worthwhile. Operations covers how smooth implementation and ongoing support are. Relationship surfaces whether the vendor stays engaged after the contract is signed. Loyalty asks whether customers would buy from the vendor again. Culture addresses ethical and transparent business conduct.
The 2025 Best in KLAS report generated over 148,000 page views, which reflects how seriously the healthcare industry treats these ratings. What KLAS does not score includes raw transcription accuracy on a complex multi-problem visit, ICD-10 and CPT code accuracy, note turnaround time by specialty, HIPAA BAA terms, or the clinical logic behind how a note is structured. Those gaps matter when a physician evaluates an AI scribe tool for day-to-day practice use rather than enterprise procurement.
How to Read KLAS AI Scribe Ratings in 2025 and 2026
The 2025 and 2026 KLAS landscape for AI medical scribes produced three data points that are widely cited and often misread.
DeepScribe scored 98.8 out of 100 in the 2025 KLAS Emerging Company Spotlight for specialty ambulatory, the highest of any ambient AI tool in recent reviews. The report noted 100% adoption across three key functions: ambient AI scribing, automated ICD-10 coding, and the DeepScribe Customization Studio. That score reflects a vendor with deeply satisfied customers and a product priced at $350 to $500 per provider per month, placing it out of reach for solo practices and small groups.
Abridge won Best in KLAS for Ambient AI in both 2025 and 2026. A Yale-led study published in JAMA Network Open, involving 263 clinicians across six health systems, found that burnout dropped from 51.9% to 38.8% within 30 days of Abridge adoption. It is an enterprise-only product with onboarding timelines of six or more weeks and no option for solo clinicians or small practices.
IKS Health earned a 91.9 out of 100 and was recognized as a 2026 Best in KLAS provider for Virtual Scribing Services, the second consecutive year it held that designation. Its model combines human scribes with AI assistance, which drives high satisfaction scores, but the cost structure reflects the overhead of a managed service at scale.
KLAS scores are specialty- and setting-specific. A virtual scribing score and an ambient AI score measure different things against different benchmarks and cannot be compared directly.
The Gap Between KLAS Scores and Small Practice Reality
KLAS ratings reflect what enterprise healthcare organizations value most: vendor responsiveness after implementation, deployment support, and consistent performance across a large clinical team. Those are real criteria. They are not the only criteria.
A family physician running a solo practice has a different evaluation problem. The questions that matter most in that setting rarely appear in a KLAS report: Does the tool work on mobile without additional hardware? Does it auto-code ICD-10 and CPT from the visit? Does it handle multi-problem visits without conflating problems?
According to CMS data, ICD-10 has over 70,000 codes, and CPT has over 10,000. Manual post-visit code selection under time pressure is a documented source of undercoding that costs practices thousands of dollars per month in missed billing. DeepScribe includes auto-coding. Freed AI, Heidi Health, and Nabla do not. KLAS scores do not surface this distinction at all.
The physician who sees a patient presenting with diabetes, hypertension, and a new musculoskeletal complaint in the same encounter needs a tool that captures all three problems separately and assigns the correct codes to each. A note that reads well but codes at a lower complexity level than the visit warranted costs the practice money every single day.
Notiro supports EHR integration with Athenahealth and Epic, the two most common EHR platforms in independent and small group practice settings, with chart closure in one click rather than a multi-step reconciliation process.
What KLAS Data Confirms About AI Scribe Outcomes
A KLAS validation study of Suki’s deployment across three large health systems found a 35% to 65% reduction in after-hours documentation and an average incremental revenue per provider per month of $1,223. A UCSF study published in JAMA Network Open, analyzing nearly 1.2 million ambulatory encounters across 1,565 physicians, found that AI scribe adopters generated approximately $3,044 in additional annual revenue per physician based on 2025 Medicare payment rates.
According to the AMA, the average physician spends 3 or more hours per day on documentation and EHR work. A Mass General Brigham study found a 21.2% drop in physician burnout scores after 84 days of AI scribe use. These are the outcomes that matter to the individual clinician and that a KLAS vendor satisfaction score does not capture.
The revenue data points to a specific mechanism. The tool that only writes the note captures time recovery. The tool that also handles ICD-10 and CPT auto-coding from visit audio captures both time and revenue, closing the billing loop that most AI scribes leave open.
KLAS Score and Notiro: What the Rating Does Not Tell You About Your Best Option
A high KLAS score confirms that a vendor’s existing customers trust them, that the product delivers on its promises in enterprise settings, and that the relationship after implementation holds up. Those are important signals for physicians evaluating enterprise health system software.
For the independent physician or small group practice, the decision is more specific. The tool needs to handle the full clinical day rather than just the note. It needs to auto-code at the end of a visit without requiring a separate billing step, work on a phone, and sync to the EHR without IT setup. The KLAS-rated tools built for enterprise procurement do not address that problem at a price that fits a small practice.
Notiro covers the complete clinical workflow: patient intake AI before the visit, ambient scribing during it, and ICD-10 and CPT auto-coding after it, with EHR sync in one click. No other Tier 1 competitor, including Freed, Heidi, and Nabla, offers billing code automation at this practice size. Notiro makes it available without enterprise contracts or a 6-week onboarding timeline.
The KLAS score indicates whether a vendor’s large health system customers are satisfied. It does not tell the physician whether the tool solves the full clinical day for a practice of two.
AI scribing is now table stakes. The note alone is no longer the differentiator, and the coding is. Notiro automatically generates ICD-10 and CPT codes for every visit before the chart closes, covering the full clinical day from patient intake through EHR sync. Start your free trial at notiro, no IT setup, no enterprise contract.
