RagaAI's end-to-end RAI suite spans five key dimensions

Compliance

We secure your healthcare data with HIPAA compliance & strong encryption.

Guardrails

Execute test runs with out-of-the-box metrics and your own custom metrics.

PII/PHI

Protecting healthcare data to reduce risks and ensure trust and compliance.

RL Feedback Loop

Connect with your EHR,CMR and compliance system for seamless development.

Leaderboard

Built on 16+ medical datasets from Stanford and NCBI for evidence based performance tracking.

Healthcare metrics

Ensuring medical accuracy across 30+ metrics and 100+ clinical evaluations automatically.

Built for the enterprise

RagaAI is designed for companies with a security mindset.

Unified HIPAA Compliance Framework for Secure AI

Data Governance

PHI minimisation enables intelligent reduction of protected health Information and access controls ensure RBAC access and authentication.

Observability

Audit trails maintain comprehensive logs of test activities and data access, while monitoring and logging enable real-time tracking of AI behavior with privacy-safe records.

Breach Detection & Guardrails

Breach detection spots potential PHI leaks and unusual access pattern with Privacy guardrails proactively preventing exposure.

FDA Compliance for Agentic AI: Testing, Surveillance & Safety

Testing & Validation

Risk-based test coverages scale tests by device risk class I–III using clinical validation methods Integrate medical benchmarks and clinician feedback.

Safety & Risk Management

Bias and safety evaluation detect demographic bias and unsafe treatment recommendations and Safety guardrail verification test Al guardrails against prohibited requests and dangerous scenarios.

Surveillance

Performance monitoring tracks metrics, detect drift and alert on clinical accuracy changes , safety & risk management algorithm change management verify model updates against FDA-aligned boundaries and Control Plans.

Ensuring Quality & Compliance in Pharma: GCP, GLP, GMP & GDP Standards

Good Clinical Practice

Ensures ethical standards and scientific validity in clinical trials through proper patient protection, informed consent, and data integrity protocols.

Good Laboratory Practice

Establishes quality and safety standards for non-clinical laboratory testing, ensuring reliable and reproducible results in preclinical research.

Good Manufacturing Practice

Guarantees consistent product quality and safety through standardized manufacturing processes, quality control, and facility management.

Good Distribution Practice

Maintains product integrity and safety throughout the supply chain, from manufacturer to end-user, with proper storage and handling protocols.

RagaAI’s automated suite of tests has enabled us to solve our data and AI models issues and improve our model accuracy

RagaAI’s automated suite of tests has enabled us to solve our data and AI models issues and improve our model accuracy

Divya Sharma, Vice President & Head of Data Science, Satsure

Divya Sharma, Vice President & Head of Data Science, Satsure

Grid
Grid

Guardrails for healthcare Privacy, Security & Regulatory Compliance

Risk Detection — AI Red Teaming Agent Finds Threats with Advanced Text Analysis

Hateful & Unfair Content

Detects language targeting individuals or groups by race, gender, religion, ability, and more, ensuring equitable AI behavior for all.

Sexual Content

Flags inappropriate content related to anatomy, sexuality, and abuse to ensure content appropriateness.

Violent Content

Monitors violent content, including harm, weapons, and firearms, to prevent escalation.

Self-Harm-Related Content

Detects self-harm or suicide content to protect user safety and support mental health.

Supported Attack Strategies — Clever Text Attacks to Expose Model Flaws

Character Encoding & Obfuscation

Detects obfuscation techniques (ANSI, ASCII art, Base64, binary, leetspeak, Morse, diacritics, URL encoding, etc.) used to hide harmful content.

Cipher & Substitution Methods

Detects classical encodings (Atbash, Caesar, ROT13, Unicode confusables/substitution) used to hide attacks.

Prompt Injection & Bypass

Direct system manipulation through Jailbreak, Suffix Append, String Join, and Tense Change. These methods directly challenge AI guardrails to expose safeguard vulnerabilities.

Comprehensive Coverage

Integrated tests across 21 encoding, substitution, and injection attack vectors for robust adversarial assessment.

RagaAI PII/PHI Suite consists of 60+ out of the box metrics

Prism streamlines AI testing by preparing your data, running 300+ automated tests, and surfacing insights that lead to higher-quality, lower-risk models.

Prism streamlines AI testing by preparing your data, running 300+ automated tests, and surfacing insights that lead to higher-quality, lower-risk models.

Dashboard

Radiology

RagaAI offers PII/PHI scrubbing for 16+ radiology metrics

  • Patient identifiers (name, MRN, DOB, SSN)

  • Patient identifiers (name, MRN, DOB, SSN)

  • Demographics and insurance information

  • Demographics and insurance information

  • DICOM metadata and tags

  • DICOM metadata and tags

  • Radiologist identifiers and credentials

  • Radiologist identifiers and credentials

  • .......16+ metrics

  • .......16+ metrics

Pharma

From clinical trials and patient info to drug formulas and market insights, we keep your sensitive pharma data secure, compliant, and under control.

  • Patient/Subject identifiers in trials

  • Patient/Subject identifiers in trials

  • Compound structures and formulations

  • Compound structures and formulations

  • Adverse event reporter information

  • Adverse event reporter information

  • Clinical trial site information

  • Clinical trial site information

  • .......17+ metrics

  • .......17+ metrics

Dashboard
Dashboard
Dashboard

Clinical

Protecting Sensitive Clinical Data — From Patient Access and Care to Billing and Revenue

  • Patient demographics and contact information

  • Patient demographics and contact information

  • EMR/EHR patient records and medical history

  • EMR/EHR patient records and medical history

  • Insurance and benefits verification data

  • Insurance and benefits verification data

  • Billing codes and charge information

  • Billing codes and charge information

  • .......+17 metrics

  • .......+17 metrics

General-Healthcare

All Your Sensitive Data Categories, Clearly Classified and Secured

  • Healthcare plan IDs

  • Healthcare plan IDs

  • Medical records

  • Medical records

  • SSN

  • SSN

  • Biometric IDs

  • Biometric IDs

  • .......18+ metrics

  • .......18+ metrics

Dashboard
Dashboard

Power Smarter Decisions with 50+ Vertical & Horizontal Healthcare Metrics

Most of the startups focus on horizontal metrics which are the tip of the iceberg. While healthcare is much more advanced and beyond expectations. 

Most of the startups focus on horizontal metrics which are the tip of the iceberg. While healthcare is much more advanced and beyond expectations. 

(General Metrics)

(General Metrics)

Horizontal Metrics

Horizontal Metrics

Hallucinations

Factual correctness

Relevance

Response appropriateness

Toxicity

Safe content

Robustness

Handling edge cases

Bias

Fairness across groups

Coherence

Logical flow

(Use Case Specific)

Healthcare Vertical Metrics

Diagnosis Support

Factual correctness

Clinical Ops

Factual correctness

Triage Assistant

Urgency assessment, clarity

Mental Health

Emotional appropriateness, safety

Regulatory

Ensures eCTD compliance, query accuracy, and label claim validation.

Medical Affairs

Guarantees scientific precision, relevant literature, and clear HCP communication.

(Use Case Specific)

Healthcare Vertical Metrics

(Clinical Domain Specific)

Healthcare Horizontal Metrics

Scientific Consistency

Measures consistency with drug labels & regulatory submissions

Factuality

Ensuring medical accuracy across 30+ metrics and 100+ clinical evaluations—automatically.

Empathy

Ensuring medical accuracy across 30+ metrics and 100+ clinical evaluations—automatically.

AE Sensitivity/Specificity

Measures accuracy in adverse event detection

(Clinical Domain Specific)

Healthcare Horizontal Metrics

Power Smarter Decisions with 50+ Vertical & Horizontal Healthcare Metrics

Most of the startups focus on horizontal metrics which are the tip of the iceberg. While healthcare is much more advanced and beyond expectations. 

(General Metrics)

100+ Horizontal Metrics

Hallucinations

Factual correctness

Relevance

Response appropriateness

Toxicity

Safe content

Robustness

Handling edge cases

Bias

Fairness across groups

Coherence

Logical flow

(Use Case Specific)

75+ Healthcare Vertical Metrics

Diagnosis Support

Factual correctness

Clinical Ops

Factual correctness

Triage Assistant

Urgency assessment, clarity

Mental Health

Emotional appropriateness, safety

Regulatory

Ensures eCTD compliance, query accuracy, and label claim validation.

Medical Affairs

Guarantees scientific precision, relevant literature, and clear HCP communication.

(Clinical Domain Specific)

90+ Healthcare Horizontal Metrics

Scientific Consistency

Measures consistency with drug labels & regulatory submissions

Factuality

Ensuring medical accuracy across 30+ metrics and 100+ clinical evaluations—automatically.

Empathy

Ensuring medical accuracy across 30+ metrics and 100+ clinical evaluations—automatically.

AE Sensitivity/Specificity

Measures accuracy in adverse event detection

RagaAI Catalyst : Healthcare AI Testing Comparison

Outperforms generic models with 30+ medical metrics, 20+ compliance checks, and clinician-verified results driving 5–15% gains over industry leaders.

Category

Other Companies

RagaAI

Healthcare Specialization

General platform with healthcare support

Purpose-built for healthcare

PHI/PII Detection

PHI leak monitoring

Comprehensive PHI identifiers

Healthcare Metrics

Basic healthcare metrics

30+ healthcare-focused metrics

Compliance Coverage

HIPAA compliant

20+ HIPAA/FDA compliance metrics

Clinical Validation

Limited healthcare validation

Medical benchmarks + clinician feedback

Healthcare Integrations

No EHR/EMR integrations

EHR/EMR/specialty integrations

 Leader board  Performance

General AI benchmarks

5-15% improvements over industry best

Feedback Loop

Standard ML feedback

RL Powered Clinical Feedback Loop

Available

Partially Available

Unavailable

Healthcare LLM Leaderboard

Consistently outperform competitors with monthly performance monitoring verified by independent testing.

Use Case

Clinical decision support

Clinical note generation

Patient communication

Administration and workflow

Public Dataset

Medical-Bench

ACI-Bench

Mid-Dialog

MIMIC-IV Bill Code

Evalution Metrics

Exact Match

LLM-jury Score

LLM-jury Score ,Rogue

Micro-F1

Industry benchmark

Coming Soon

RagaAI Metric Performance

Coming Soon

Clinical Integration Network Built for Healthcare

40+ pre-built connectors across EHR, scheduling, telehealth, and specialty systems—with MCP server support for secure AI integration that maintains HIPAA compliance.

Horizontal Integrations
Vertical Integrations

EHR/EMR

Patient Communication

RCM

CRM

Prior Auth

TeleHealth

Compliance/Security

Payment

Scheduling

Horizontal Integrations
Vertical Integrations

EHR/EMR

Patient Communication

RCM

CRM

Prior Auth

TeleHealth

Compliance/Security

Payment

Scheduling

Horizontal Integrations
Vertical Integrations

EHR/EMR

Patient Communication

RCM

CRM

Prior Auth

TeleHealth

Compliance/ Security

Payment

Scheduling

Grid
Grid
Image
Image

Trusted by Leading AI teams

Our solution empowers forward-thinking teams to collaborate seamlessly, boost productivity, and innovate faster.

Frequently Asked Questions

Frequently Asked Questions

What is RagaAI and what problems does it solve?

RagaAI is a comprehensive AI testing platform that supports generative and discriminative AI (LLMs, computer vision, NLP, tabular data). It helps you automatically detect issues, find root causes, and fix them — accelerating AI development while reducing production risk.

What modules/products does RagaAI offer?

How does RagaAI help improve AI model safety and reliability?

What platforms and models are supported?

What is RagaAI and what problems does it solve?

RagaAI is a comprehensive AI testing platform that supports generative and discriminative AI (LLMs, computer vision, NLP, tabular data). It helps you automatically detect issues, find root causes, and fix them — accelerating AI development while reducing production risk.

What modules/products does RagaAI offer?

How does RagaAI help improve AI model safety and reliability?

What platforms and models are supported?

Cta Shape

Get Started

Join 5,000+ companies growing with RagaAI

Evaluate all stages of Agentic AI workflows and deploy with confidence.

Cta Image
Cta Image
Cta Shape

Get Started

Join 5,000+ companies growing with RagaAI

Evaluate all stages of Agentic AI workflows and deploy with confidence.

Cta Image
Cta Image

Get Started

Join 5,000+ companies growing with RagaAI

Evaluate all stages of Agentic AI workflows and deploy with confidence.

Cta Image
Cta Image