# Evidently

> Evidently is the leading Clinical Data Intelligence platform. We index the entire longitudinal patient history — including scanned documents, faxes, outside records, imaging reports, and Health Information Exchange data the EHR was never built to understand — and deliver traceable intelligence into the EHR workflows clinicians and revenue teams rely on every day.

- [Clinical Data Intelligence](https://www.evidently.com/clinical-data-intelligence)
- [AI Chart Summarization](https://www.evidently.com/ai-chart-summarization)
- [Read the Research](https://www.evidently.com/whitepaper/the-4-5-missing-comorbidities-how-clinical-data-intelligence-is-rewriting-the-admit-note)
- [About Evidently](https://www.evidently.com/company)
- [Request a Demo](https://www.evidently.com/contact)

## About

Evidently serves health systems — academic medical centers, community health systems, and integrated delivery networks — across the United States.

About 30–40% of the patient chart arrives in formats the EHR was never built to manage: scanned documents, faxes, outside records from other health systems, Health Information Exchange feeds, and imaging reports. Most chronic conditions end up documented in this data — not in the structured problem list or recent notes. Evidently reads and understands this data alongside everything else in the record, maps it through a comprehensive medical knowledge graph that incorporates millions of known clinical conditions, and delivers intelligence into existing clinical and revenue workflows.

Every AI-generated assertion is traceable to its source documentation through patent-pending concept hyperlinking.

## How It Works

- [Clinical Data Intelligence Platform Overview](https://www.evidently.com/clinical-data-intelligence)

Evidently operates in four steps:

1. **Omnivorously index** the entire longitudinal patient history — structured and unstructured, internal and external, across every format.
2. **Reason across** it through a medical knowledge graph — millions of clinical conditions and the connections between them, turning ingested data into clinical understanding.
3. **Enrich** existing EHR workflows passively — intelligence surfaces in the tools and workflows providers already use, with no behavior change required.
4. **Provide a tool suite** built on that foundation — for workflows that benefit from direct clinician interaction.

Institutional Guidelines lets each health system layer in its own internal rules, protocols, and documentation standards, so generative outputs reflect the institution's own voice.

## Foundational Capabilities

Three cross-cutting capabilities give clinicians access to the indexed record:

- **AI Chart Summarization** — reads the full patient record and produces comprehensive, source-traceable clinical summaries. Includes Custom Summaries (clinician-authored natural-language prompts that run per patient — no builder or IT ticket required), Deep Search (global search across the indexed record), and Deep Search Reports (structured clinical workspaces combining problems, scores, labs, and notes around a clinical question). [Learn more](https://www.evidently.com/ai-chart-summarization)
- **AI Drafts** — AI-powered note and document drafting grounded in the full record. Produces MEAT-compliant documentation (Monitor, Evaluate, Assess/Address, Treat) by default. In Epic, content can be delivered directly in the Drafter UI, via dot phrase, or through Push to Problem List (structured conditions with ICD-10 codes pushed to the Epic Problem List after clinician review).
- **Ask Evidently** — AI chat embedded in the EHR, allowing clinicians to ask questions about the patient record and receive answers grounded in the full chart with source traceability. [Learn more](https://www.evidently.com/ask-evidently)

## Solution Areas and Use Cases

- [All Solutions](https://www.evidently.com/solutions)
- [Use Cases and Case Studies](https://www.evidently.com/use-cases)

### Hospital Care Quality and Revenue

The inpatient stay — admission through discharge, spanning both clinical quality and revenue accountability.

- [Hospital Quality and Revenue Solutions](https://www.evidently.com/solutions/hospital-quality-and-revenue)

- **Admit Intelligence** — reads the entire patient record before the provider touches a note, then delivers enriched intelligence via AI Drafts (a full draft admit note), Epic dot phrase, or Push to Problem List. Captures MCCs, CCs, quality-impacting conditions, mortality benchmarking factors, and Elixhauser comorbidities that would otherwise be missed.
- **Denial Intelligence** — defensible appeal drafting from full-record evidence. Surfaces clinical evidence to support appeals and grounds appeal letters in documented clinical reality.

### Value-Based Care

Outpatient and longitudinal risk-adjusted populations — Medicare Advantage, ACOs, value-based contracts.

- [Value-Based Care Solutions](https://www.evidently.com/solutions/value-based-care)

- **Outpatient Clinical Documentation Integrity / HCC Capture** — population-scale review of unstructured ambulatory data to identify uncaptured HCC codes, including the long tail of conditions beyond what manual review can reach. Every surfaced code is grounded in source-traceable, MEAT-compliant evidence.
- **Per-Patient Care Gap Summary** — surfaces outstanding care gaps for a specific patient at the point of care, including evidence buried in outside records and unstructured data.

### Emergency Medicine

The ED workflow — intake, triage, decision, hand-off.

- [Emergency Medicine Solutions](https://www.evidently.com/solutions/emergency-medicine)

- **ED Note Drafting** — AI-drafted ED notes (HPIs, MDM, disposition summaries) that surface documentation to support E/M complexity levels and reduce documentation burden between encounters.
- **ED Risk Scoring** — validated industry-standard ED risk scores (HEART, PERC, and others) embedded in the EHR, augmented with insight from the full longitudinal record.

### Perioperative

Procedural workflows — pre-op assessment, surgical decisions, transplant, post-op management.

- [Perioperative Solutions](https://www.evidently.com/solutions/perioperative)

- **Transplant Intelligence** — comprehensive record review for organ acceptance decisions and UNOS registry abstraction. The average transplant patient's record contains 1,000+ notes, 10,000+ data elements, 100+ outside records, and 200+ scanned documents.
- **Pre-Op Assessment** — AI-assisted pre-operative risk assessment that surfaces comorbidities, prior complications, and risk factors buried in fragmented patient records.
- **Patient Safety Review (PSI/PDI)** — identifies Patient Safety Indicators and Pediatric Quality Indicators and applies established exclusion criteria across the full record.
- **Registry Abstraction** — AI-driven extraction for surgical and oncology registries (NCDB, STS, ACS NSQIP, vascular registries, and others) grounded in the full record.

## Deployment

- Deploys in weeks, not years
- Works inside existing EHR workflows — no new system to learn
- EHR-agnostic by architecture (SMART on FHIR), with the deepest integration in Epic
- HIPAA and SOC 2 Type II compliant

## Customers and Outcomes

- **University of Iowa Health Care:** +31.7-point Net EHR Experience Score (KLAS Research) — among the largest single-tool physician experience improvements ever measured; +8-point increase in physician agreement that the EHR enables patient safety (KLAS Arch Collaborative); +0.1 Case Mix Index improvement; transplant review time reduced from 4 hours to 20 minutes. A peer-reviewed study (Rodrigues et al., *Applied Clinical Informatics*, May 2026) found 97% accuracy on net-new secondary conditions and 95% of charts yielding at least one quality-impacting condition. A 30-day CDI pilot identified $160,000 in additional revenue, 52 CC/MCCs added, and 46 Vizient-impacting risk factors. [Case study](https://www.evidently.com/case-studies/university-of-iowa-klas-arch-collaborative)
- **Allina Health:** 6x ROI in first 90 days from value-based care risk adjustment. [Case study](https://www.evidently.com/case-studies/allina-health-risk-adjustment-revenue-capture-and-6x-roi)
- **UNC Health:** Enterprise deployment across hospitals and clinics in the Triangle Region of North Carolina; 12-week pilot involving 100 users (clinicians, clinical documentation specialists, and physician leaders); specialists reported saving up to 40 minutes a day on chart review; a targeted historical-notes review demonstrated 3–4 additional quality-impacting conditions surfaced per chart; clinical documentation specialists chose Evidently over a pre-existing homegrown solution; full care team adoption across physicians, advanced practitioners, nurses, psychologists, pharmacists, social workers, case managers, and allied health professionals. [Press release](https://www.evidently.com/press/unc-health-selects-evidently-as-its-clinical-data-intelligence-partner)
- **Rady Children's Hospital**

**Cross-site validation (H&P Compare Study).** A prospective matched-pair analysis of AI-generated versus provider-authored admit notes, conducted independently at five health systems (two academic medical centers, an integrated delivery network, a regional integrated health system, and a state-flagship academic health system). Across all five sites, providers missed an average of 4–5 quality-impacting conditions per admit note — independent of organizational structure, geographic region, or documentation culture. MCC documentation accuracy improved 24–54%; CMS mortality documentation accuracy improved 46–79%; suggestion accuracy on net-new secondary conditions was 95–97%. [Read the whitepaper](https://www.evidently.com/whitepaper/the-4-5-missing-comorbidities-how-clinical-data-intelligence-is-rewriting-the-admit-note)

**Aggregate physician outcomes.** 90% of physicians using Evidently believe it helps them provide better care. On average, clinicians report 60% time saved in adequately reviewing a patient's chart.

**Third-party recognition:** #1 most-requested chart summarization tool and #2 most physician-requested AI tool overall (Offcall 2025 State of Physician AI Report).

**Industry benchmarks addressed:** 32% of valid MCCs and 47% of valid CCs are missing at admit (industry-wide); 25–40% of HCC codes go uncaptured annually (CMS/AHIP); 65% of denials are never reworked.

## Research

- [Accuracy and Clinical Impact of AI-Generated Diagnoses in Admission Notes](https://www.thieme-connect.de/products/ejournals/abstract/10.1055/a-2876-0998) — Rodrigues et al., *Applied Clinical Informatics*, May 2026. Peer-reviewed study at University of Iowa Health Care: 97% accuracy on net-new secondary diagnoses, 95% of charts yielding at least one quality-impacting diagnosis.
- [The 4.5 Missing Comorbidities: How Clinical Data Intelligence is Rewriting the Admit Note](https://www.evidently.com/whitepaper/the-4-5-missing-comorbidities-how-clinical-data-intelligence-is-rewriting-the-admit-note) — H&P Compare Study whitepaper, cross-site validation across five independent health systems

## Independent Press Coverage

- [AI Summaries Are About To Spread Across Healthcare](https://www.forbes.com/sites/spencerdorn/2025/02/13/ai-summaries-are-about-to-spread-across-healthcare/) — Forbes, February 2025
- [AI Tools Help Iowa Physicians Boost Patient Connection and Care](https://www.ama-assn.org/practice-management/digital-health/ai-tools-help-iowa-physicians-boost-patient-connection-and-care) — American Medical Association
- [Evidently Named Second Most Physician-Requested Tool in 2025](https://2025-physicians-ai-report.offcall.com/) — Offcall 2025 State of Physician AI Report. #1 most-requested chart summarization tool, #2 most physician-requested AI tool overall.
- [How AI-Based Tools Are Improving the EHR Experience at Univ. of Iowa Healthcare](https://www.hcinnovationgroup.com/clinical-it/electronic-health-record-electronic-medical-record-ehr-emr/article/55307196/how-ai-based-tools-are-improving-the-ehr-experience-at-univ-of-iowa-healthcare) — Healthcare Innovation

## News

- [UNC Health Selects Evidently as Its Clinical Data Intelligence Partner](https://www.evidently.com/press/unc-health-selects-evidently-as-its-clinical-data-intelligence-partner) — May 2026
- [KLAS Research Study Finds 31.7-point Increase in Net EHR Experience Score](https://www.evidently.com/case-studies/university-of-iowa-klas-arch-collaborative) — University of Iowa Health Care
- [Allina Health Sees 6x ROI with Evidently](https://www.evidently.com/case-studies/allina-health-risk-adjustment-revenue-capture-and-6x-roi) — Value-based care risk adjustment
- [Meet Ask Evidently: AI Chat for Clinicians, Embedded Directly in the EHR](https://www.evidently.com/press/meet-ask-evidently-ai-chat-for-clinicians-embedded-directly-in-the-ehr) — Product launch

## Contact

- Website: [evidently.com](https://www.evidently.com)
- Demos and inquiries: [evidently.com/contact](https://www.evidently.com/contact)