What RagaAI does

RagaAI is an enterprise AI platform that provides purpose-built AI agent suites and AI testing infrastructure primarily for the healthcare sector, with adjacent exposure to lifesciences and aerospace. The platform is built on two foundational products: RagaAI Prism, which performs data preparation and quality testing across image, video, text, and tabular datasets using 100+ data quality tests; and RagaAI Catalyst, an agentic AI testing and guardrails platform offering 300+ built-in evaluation metrics, 50+ safety guardrails, and reinforcement-learning feedback loops. These underlying platforms power three vertical solution suites — the Allergy Clinic Suite (12+ clinical operations agents), the Radiology Suite (40+ agents covering coding, claims, denial management, and reporting), and the Clinical Research Suite (trial operations from recruitment through EDC entry) — along with modules including the Financial Digital Twin for ROI modeling, the Clinical Ops Dashboard, and the Ivy VOB Agent for automated benefits verification across 125+ payer plans.

RagaAI serves a customer base that spans specialty healthcare providers (allergy/immunology clinics, radiology practices, clinical research organizations), healthcare AI developers needing compliance-grade evaluation, and enterprise AI teams in regulated industries. Notable named customers include Denver Allergy & Asthma Associates, St. Paul Allergy & Asthma, Bay Area Allergy, National Allergy, Dallas Allergy & Asthma, and a strategic co-development partnership with DeepHealth (a RadNet subsidiary). The platform claims 10,000+ teams using it, 150+ clinics served, 75+ US locations, and a Fortune 100/500 healthcare client base, with $27.5M+ in aggregate annual revenue impact generated for customers. Distribution is hybrid — enterprise direct sales supported by product-led growth surfaces including the Financial Digital Twin ROI calculator and Catalyst Playground — with strategic channel leverage through NVIDIA (NeMo Agent Toolkit integration) and DeepHealth.

The company generates revenue through annual SaaS subscriptions with tiered pricing based on the number of agents deployed and evaluation volume; pricing is not publicly disclosed and is set via definitive agreements. RagaAI has raised $4.7M in a seed round led by Pi Ventures (Jan 2024) with participation from ARKA Venture Labs, Exfinity Ventures, Ankur Capital, Mana Ventures, TenOneTen, and Pegassi Capital, and operates from Milpitas, CA with engineering in Bengaluru, India. The company holds SOC 2 Type II, HIPAA, ISO 27001, GDPR, FDA 21 CFR Part 11, and GxP certifications, integrates with 40+ EHR/EMR systems, and has filed 20+ patents across AI testing, agentic evaluation, and healthcare AI applications.

Name

RagaAI

Legal name

RagaAI Inc.

Website

https://raga.ai

Company type

Private

Founded year

2023

Operating status

Operating

Headcount range

51–100 employees

Short description

RagaAI is a healthcare-focused enterprise AI platform that provides purpose-built AI agent suites for radiology, allergy/immunology, and clinical trials, built on its Prism and Catalyst AI testing and evaluation engines. It serves specialty healthcare providers, enterprise AI teams, and partners with NVIDIA and DeepHealth, holding HIPAA, SOC 2, and FDA-aligned compliance.

Ownership category

akta.pro rank

Product category

Healthcare AI Testing Platform

NAICS

Computer Systems Design and Related Services (54151)

SIC

Services-Commercial Physical & Biological Research (8731)

akta.pro primary industry

AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF)

akta.pro secondary industries

EHR Extensions, APIs, App Marketplaces & SMART-on-FHIR Apps (HLACAAAN), EHR/EMR Integration & Interoperability Middleware (HL7/FHIR) (HLALAKAD)

Keywords

• AI testing platform
• Healthcare AI agents
• LLM evaluation
• AI data quality
• Agentic AI testing

Headquarters

HQ city

Fremont

HQ country

United States

HQ region

North America

Offices3 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Technology or R&D, Personnel, Marketing or Sales, Infrastructure, Operations

Revenue model

1. SaaS Subscription - Enterprise Healthcare AI Agents: RagaAI generates revenue through annual SaaS subscriptions for their healthcare AI agent suites. The platform operates on a subscription model with tiered pricing based on the number of agents deployed and volume of evaluations. The company has demonstrated significant traction with $27.5M+ revenue impact generated for customers annually.
2. Platform Licensing - Prism & Catalyst: Revenue generated from licensing access to the RagaAI Prism (data quality testing) and Catalyst (agentic AI testing) platforms. These platforms offer 300+ built-in metrics and 50+ safety guardrails for enterprise customers building and deploying AI systems.

Go-to-market motion3 records

Distribution channels4 records

Marketing channels8 records

Core offering

RagaAI operates an enterprise healthcare AI platform combining two foundational testing products—RagaAI Prism (data preparation and curation across image, video, text and tabular datasets) and RagaAI Catalyst (agentic AI testing and guardrails with 300+ built-in metrics). These power vertical AI agent suites for radiology, allergy and immunology, and clinical research, automating clinical operations such as scheduling, intake, eligibility verification, prior authorization, claims, denial management, and benefits verification. The platform integrates with 40+ EHR/EMR systems, 125+ insurance payers, and NVIDIA NeMo Agent Toolkit, and is HIPAA, FDA-ready, SOC 2 Type II, ISO 27001 and GDPR compliant.

Product overview

RagaAI is an Enterprise Healthcare AI Platform offering a unified architecture combining core testing platforms with vertical-specific solution suites. The platform comprises two foundational products: RagaAI Prism (advanced data preparation and curation) and RagaAI Catalyst (agentic AI testing and guardrails). These platforms power specialized vertical solutions including the Allergy Clinic Suite, Clinical Research Suite, and Radiology Suite, each built with 12+ production-grade AI agents. Additional modules include the Financial Digital Twin (ROI modeling), Clinical Ops Dashboard (unified command center), and Ivy VOB Agent (benefits verification). The platform integrates with 40+ healthcare systems including EPIC, Salesforce, Stripe, and 125+ insurance payers, serving 10,000+ teams across healthcare, aerospace, and enterprise sectors.

Differentiator

Problem solved

Functional benefit

Products and services

• RagaAI Catalyst Agentic AI testing and guardrails platform with 300+ built-in metrics and 50+ safety guardrails for evaluating LLM, RAG, and agentic workflows. Includes RL-powered feedback loops for continuous model improvement.
• RagaAI Prism Advanced AI data preparation and curation platform that detects issues, finds root causes, and helps teams fix models faster. Provides 100+ data quality tests across image, video, text and tabular datasets for drift, outliers, imbalance and labeling errors.
• Allergy Clinic Suite End-to-end clinical ops management suite for allergy and immunology clinics with EHR integrations (FHIR, HL7) and 12+ production AI agents. Automates patient intake, eligibility verification, scheduling, prior authorization, prescription refills, and insurance validation.
• Clinical Research Suite Comprehensive clinical trial operations management suite covering patient recruitment, protocol management, eligibility screening, visit scheduling, EDC data entry, consent management, and adverse event documentation for pharmaceutical companies and CROs.
• Radiology Suite AI agent suite for radiology practices covering AI-powered coding, claims generation, denial detection, appeals, automated case routing, auto impressions, smart reporting, and intelligent follow-ups, built for HIPAA-aligned and FDA-ready operations.
• Financial Digital Twin AI-powered ROI modeling tool that simulates real-time cost savings using a clinic's actual data. Provides instant projections and CFO-ready reports for healthcare finance leaders to evaluate AI investments.
• Ivy VOB Agent AI-powered benefits verification agent that automates eligibility verification, deductible tracking, and cost modeling for treatments in under 15 seconds. Integrated with 125+ payer plans including UHC, Cigna, Aetna, Anthem, Medicare, Medicaid, and Tricare.
• RagaAI DNA Legacy AI testing tool designed to diagnose and fix faults in AI systems using foundation models to detect hallucinations and real-time information failures. Originally focused on autonomous vehicles and healthcare.

Quantifiable outcome

• $27.5M+ annual revenue impact generated for customers through higher bookings, staff time saved, higher margins, and lowered account receivables
• +28 more outcomes

Named customers11 records

Segments6 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

Integration33 records

AI capability15 records

Feature7 records

Partnerships

Seven partnerships are on record, tiered core and flagship.

• NVIDIAcoreTechnology or Integration · 27 August 2025Catalyst integration with NVIDIA NeMo Agent Toolkit enables high-performance GPU acceleration for ultra-fast diagnostic intelligence. Developers now have a unified workflow to build, verify, and improve enterprise-ready AI agents using NVIDIA NeMo and RagaAI Catalyst. Featured in NVIDIA Blog (Aug 2025) and joint technical documentation available.
• DeepHealth (RadNet subsidiary)flagshipStrategic or Co-development Partner · 2 December 2024Strategic partnership to develop AI agents that streamline radiology workflows and improve operational efficiency. The collaboration aims to create scalable, reliable AI solutions that are HIPAA-aligned and FDA-ready, focusing on automating healthcare operations. DeepHealth is leading the Agentic AI revolution for Radiology and partnered with RagaAI to bring this technology to market. COO Sham Sokka described RagaAI's technology as enabling safe, faster deployment of agents with confidence.
• EPIC SystemscoreTechnology or IntegrationPre-built EHR/EMR connector for Epic integration as part of the 40+ connectors across scheduling, telehealth, and specialty systems. Enables HIPAA-compliant data exchange for healthcare AI workflows.
• MEDITECHcoreTechnology or IntegrationPre-built EHR connector for MEDITECH systems as part of the 40+ integrations across healthcare systems. Enables seamless AI integration while maintaining compliance.
• eClinicalWorkscoreTechnology or IntegrationPre-built EHR/EMR integration for eClinicalWorks platform supporting clinical documentation and workflow automation.
• ORACLE HealthcoreTechnology or IntegrationORACLE integration for healthcare data management and EHR connectivity as part of the enterprise clinical integration network.
• Google Cloud Platform (GCP)coreTechnology or IntegrationGCP is the data center provider for RagaAI's production environment as documented in the Data Processing Agreement. Multi-availability zones enabled for resiliency with data replication across zones.

Scale indicators10 records

Recent moves6 records

Expansion highlights6 records

Direct peers

• LangSmith (LangChain): LangSmith is the evaluation, debugging, and observability layer for LLM applications built on LangChain — directly comparable to RagaAI Catalyst for agent and LLM evaluation, with strong traction among enterprise AI developers.
• Arize AI: Arize AI provides an AI observability and evaluation platform for LLMs and agentic applications, with drift detection, guardrails, and tracing — directly comparable to RagaAI Catalyst across the same buyer (enterprise AI teams) and use case (production LLM/agent monitoring).
• WhyLabs: WhyLabs delivers an AI observability platform for LLMs and ML models covering data quality, drift, and model performance monitoring — directly overlapping RagaAI Prism/Catalyst across drift detection, data quality tests, and model evaluation.
• Comet: Comet offers an ML/LLM evaluation and observability platform with experiment tracking, model monitoring, and LLM evaluation tools — directly comparable to RagaAI's Prism/Catalyst across data quality, model evaluation, and production AI monitoring.
• Weights & Biases: Weights & Biases provides an ML and LLM experiment tracking, evaluation, and model management platform — overlapping RagaAI Prism/Catalyst across model evaluation, experiment tracking, and production monitoring for enterprise AI teams.
• Galileo (Galileo AI): Galileo offers an evaluation and observability platform for LLM applications with hallucination detection, guardrails, and agent reliability tools — a close direct peer to RagaAI's Prism/Catalyst across AI testing, agent evaluation, and production monitoring.

Emerging players

• Abridge: Abridge builds an enterprise-grade AI platform for clinical conversation and medical documentation — a healthcare AI agent peer operating in clinical workflows, with comparable EHR integration and HIPAA-compliant architecture.
• Suki AI: Suki AI provides an AI assistant and ambient documentation platform for clinicians, integrated with EHRs — adjacent to RagaAI's clinical-ops agent suites in healthcare AI agent deployment with EHR integration.
• Confident AI (DeepEval): Confident AI offers the open-source DeepEval framework for LLM evaluation and agent testing — an emerging player with strong developer mindshare in LLM evaluation, comparable to RagaAI Catalyst on agentic and LLM testing.
• Hippocratic AI: Hippocratic AI builds safety-focused LLM agents for healthcare (clinical, non-diagnostic workflows) — comparable to RagaAI's healthcare agent suites in vertical focus and emphasis on healthcare-specific guardrails, though Hippocratic is more focused on the agent layer itself.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat6 records

Key risks6 records

Key highlights7 records

Customer concentration

• GitHubgithub.com/raga-ai-hub/ragaai-catalyst
• Xx.com/Raga_AI

Compliance6 records

Revenue estimate

Valuation estimate

Number of profiles

Profiles5 records

Funding overview

Funding rounds2 records

Investors7 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about RagaAI