GoodLabs / Confluent
Overview
GoodLabs, in collaboration with Confluent, offers AI-powered solutions primarily focused on enhancing medical education and clinical skill development, as well as real-time data streaming for various healthcare operations.
- What it does: GoodLabs provides a virtual medical training platform that utilizes AI patients for clinical skill refinement. These AI patients have validated medical histories and can engage in live interactions, including synchronous avatars linked to speech generators. Additionally, GoodLabs Swift is an extensible medical AI pipeline that uses a conversation-trained large language model to extract symptoms from patient-physician dialogues, which are then used to classify syndromes. This pipeline can also automate SOAP note creation and billing, and assist with test ordering and diagnosis. Confluent’s underlying data streaming platform facilitates the real-time processing and governance of healthcare data, including HL7 and FHIR formats.
- Who it is for: The virtual training platform is designed for institutions involved in training and employing medical professionals, such as universities, hospitals, healthcare clinics, and urgent care centers. Confluent’s data streaming capabilities are applicable to a broader range of healthcare entities, including health insurance companies for claims processing, telemedicine providers, and organizations aiming for a single patient view.
- How it fits a clinical or practice workflow: For medical education, the virtual AI patient platform allows learners to practice clinical skills and prepare for exams. In clinical settings, it can be used for the orientation of new medical staff and ongoing training. GoodLabs Swift aims to reduce administrative tasks for physicians by automating documentation and billing, and to enhance diagnostic accuracy through AI-assisted test ordering and diagnosis. Confluent’s data streaming platform integrates and processes large volumes of healthcare data in real time, supporting applications like real-time claims management, predictive analytics, and seamless patient admission, discharge, and transfer processes.
- Notable capabilities: Key capabilities include interactive AI patient avatars for clinical training, real-time symptom extraction and syndrome classification from patient-physician conversations, and automation of administrative tasks like SOAP note creation. The Confluent platform provides a HIPAA-ready, cloud-native data streaming service that can handle complex data from multiple sources, enabling real-time data integration and insights for various healthcare use cases.
Reviewed by Pouyan Golshani, MD — Interventional Radiologist
Key Features
- Virtual reality clinical simulations
- AI-powered patient avatars
- Real-time data streaming for feedback
- Customizable medical scenarios
- Performance tracking and analytics
- Interactive diagnostic and treatment modules
- Scalable training environment
- Support for multiple medical specialties
Use Cases
- Medical student training
- Resident physician education
- Continuing medical education (CME)
- Procedural skill development
- Emergency response training
- Diagnostic reasoning practice
What Physicians Need to Know
Leverage the AI-powered virtual patient interactions to repeatedly practice clinical examination skills in a safe, controlled environment. Focus on the real-time feedback and diverse medical scenarios to enhance diagnostic reasoning and communication. This tool is particularly useful for refining clinical skills that are often assessed in Objective Structured Clinical Examinations (OSCEs).
The GoodLabs virtual medical training platform leverages Confluent's data streaming platform, utilizing Confluent Connectors, Stream Processing, Stream Governance, and Cluster Linking. It integrates with a web conference app platform (Monkey Jacket) for physician audio, Flink for speech-to-text AI and LLM conversation agents, and HeyGen Streaming API for generating the AI patient avatar. GoodLabs also specializes in optimizing Confluent for high-volume data and integrating AI models within the Confluent and Flink ecosystem.
Details
| Category | Medical Education & Training |
| Pricing |
Starts at $385/month, with a free version available.
|
| Free Trial | Unknown |
| Deployment | Cloud, On-premise, Hybrid (Confluent Private Cloud, WarpStream) |
| Mobile App | None |
| API Available | Unknown |
| Data Export | Unknown |
| Languages | C/C++, Go, Python, .NET, Java, Scala, Erlang, Groovy, Haskell, Kotlin, Lua, Node.js, OCaml, PHP, Ruby, Rust, Tcl, Swift, and others via community support. |
| Training | Unknown |
| Target Size | SMBs to Fortune 100 companies, with a focus on enterprise customers. |
| Compliance | |
| BAA Available | Yes AI-estimated |
| HIPAA Compliant | Yes AI-estimated |
| FDA Status | Unknown AI-estimated — unknown |
| Integrations | |
| EHR | Not specified |
| Specialties | Critical Care, Emergency Medicine, Internal Medicine, Surgery |
Social Proof
| Customers | Over 4,900 (as of March 2026), with over 2,519 using Confluent as a Media Players And Streaming Platforms tool. |
| Notable | GoodLabs (developer)Confluent (technology partner) |
Support & Reliability
| Training Provided | Unknown |
What the Web Says
GoodLabs, in partnership with Confluent, focuses on leveraging streaming AI and real-time data for various industries, including healthcare and fraud prevention. GoodLabs Studio specifically highlights its work in developing extensible medical AI pipelines and autonomous conversational AI agents for healthcare, such as an AI physician for patient interaction and tools for medical students to practice clinical examinations. Confluent's platform, built on Apache Kafka, is used by healthcare organizations to stream, process, and govern health data (HL7 and FHIR) to improve patient experiences and facilitate interoperability between systems. Separately, there's a consumer-facing entity also named GoodLabs that offers affordable lab testing services, often partnering with Quest Diagnostics and LabCorp.
Overall: MixedStrengths
- GoodLabs (Confluent partner) specializes in streaming AI with Flink for real-time use cases like fraud prevention and medical AI.
- Confluent's cloud services offer simplicity, scalability, and effortless real-time data integration with a wide range of connectors.
- Confluent provides robust documentation and developer resources for learning Kafka and Kafka Streams.
- GoodLabs (consumer-facing) offers significantly cheaper lab tests compared to direct providers.
- The consumer-facing GoodLabs provides an AI Health Assistant for understanding lab results and personalized action plans.
- Confluent's platform is effective for event processing and managing Kafka infrastructure without significant overhead.
Limitations
- Some users of the consumer-facing GoodLabs experienced misleading turnaround times for lab results.
- There have been instances of issues with lab processing and communication from the consumer-facing GoodLabs regarding delayed results.
- Confluent's observability could be improved with more effective out-of-the-box tools for searching messages within topics.
- Confluent may face challenges in meeting specific workflow needs due to configuration difficulties.
- Some Confluent employees have reported concerns about internal processes, workload, and management direction.
- The Confluent Platform has been described as potentially expensive, with some features like Confluent Mesh requiring separate purchases.
Based on reviews from: GoodLabs Confluent Engineering, My Personal(updated) Experience with GoodLabs! - Reddit, Goodlabs experience : r/trt - Reddit, First time using Goodlabs(misleading experience) - Reddit, Update tried the Goodlabs free bloodwork program, here's my review : r/romega - Reddit, Confluent Pros and Cons | User Likes & Dislikes - G2, The Power of Confluent's Streaming A.I. to Combat Voice Vishing (GoodLabs Studio) | Current 24 - YouTube, Streaming Data For Better Patient Experiences With Confluent, Inexpensive Labs from GoodLabs.com : r/pomhealth - Reddit, GoodLab, Healthcare Case Studies | Improving, Confluent Case Studies - Improving, Compare Confluent vs. Qubole - G2, Confluent vs. dbt Comparison 2026 - G2, Apache Kafka Reviews 2026: Details, Pricing, & Features - G2, How Confluent saves 15,000+ hours a month with Glean Work AI, Confluent Reviews 2026: Details, Pricing, & Features - G2, Confluent Employee Reviews - Comparably, r/goodlabs - Reddit, Use Cases and Customer Stories for Apache Kafka and Confluent, Confluent Platform Reviews 2026. Verified Reviews, Pros & Cons - Capterra, Confluent Platform Software Pricing, Alternatives & More 2026 | Capterra, Good.Lab Software Pricing, Alternatives & More 2026 | Capterra, Good workspace - Confluent Health Review - Indeed, Working at Confluent Health: Employee Reviews | Indeed.com, Thoughts on Confluent : r/techsales - Reddit, Read Customer Service Reviews of www.capterra.com | 2 of 48 - Trustpilot, Confluence Reviews 2026. Verified Reviews, Pros & Cons | Capterra
Last updated: 2026-07-26
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