llms.txt
# Concurrence
> Build, train, and deploy clinical AI agents for healthcare. Concurrence supports patient engagement, clinical workflows, and care between visits.
Concurrence was formerly known as Amigo (Amigo AI). The legal entity remains Amigo, Inc. See [Press and company announcements](https://www.concurrence.com/press) for coverage under both names.
Concurrence provides a platform for healthcare organizations to configure clinical agents, train them through Digital Residency, integrate with clinical systems, and monitor their performance. The linked pages are the primary sources for product details and customer outcomes.
Concurrence is live in the United States, Canada, the United Kingdom, Australia, New Zealand, Germany, Spain, Saudi Arabia, the United Arab Emirates, and Qatar. Concurrence supports deployment in all regions covered by AWS, Microsoft Azure, Google Cloud (GCP), Databricks, and Snowflake, plus regions served by regional infrastructure partners, including the UAE. See [Global availability](https://www.concurrence.com/global) for live versus supported coverage and regional documentation. Supported coverage does not imply an existing live deployment. Country coverage does not imply in-country hosting or model inference.
## Company and platform
- [Home](https://www.concurrence.com)
- [Clinical AI agent platform](https://www.concurrence.com/platform)
- [Global availability: live countries and supported regions](https://www.concurrence.com/global)
- [Security, compliance, and deployment options](https://www.concurrence.com/security)
- [About Concurrence](https://www.concurrence.com/about)
- [Press and company announcements](https://www.concurrence.com/press)
- [Brand guidelines and logo package](https://www.concurrence.com/press/brand)
- [Customers](https://www.concurrence.com/customers)
## Clinical workflows
- [Solutions](https://www.concurrence.com/solutions)
- [Scheduling And Reminders](https://www.concurrence.com/solutions/scheduling-and-reminders)
- [Intake And Triage](https://www.concurrence.com/solutions/intake-and-triage)
- [Pre Visit Preparation](https://www.concurrence.com/solutions/pre-visit-preparation)
- [Pre Visit Summary](https://www.concurrence.com/solutions/pre-visit-summary)
- [Clinical Scribe And Copilot](https://www.concurrence.com/solutions/clinical-scribe-and-copilot)
- [Care Plan Generation](https://www.concurrence.com/solutions/care-plan-generation)
- [Post Visit Follow Up](https://www.concurrence.com/solutions/post-visit-follow-up)
- [Between Visit Support](https://www.concurrence.com/solutions/between-visit-support)
- [Medication Management](https://www.concurrence.com/solutions/medication-management)
- [Proactive Outreach](https://www.concurrence.com/solutions/proactive-outreach)
- [Referral Management](https://www.concurrence.com/solutions/referral-management)
## Healthcare specialties
- [Primary Care](https://www.concurrence.com/specialties/primary-care)
- [Behavioral Health](https://www.concurrence.com/specialties/behavioral-health)
- [Cancer Care](https://www.concurrence.com/specialties/cancer-care)
- [Digital Health](https://www.concurrence.com/specialties/digital-health)
- [Orthopedic](https://www.concurrence.com/specialties/orthopedic)
- [Wellness and longevity](https://www.concurrence.com/specialties/wellness-longevity)
- [Women's health](https://www.concurrence.com/specialties/womens-health)
## Organization types
- [Hospitals and health systems](https://www.concurrence.com/organizations/health-systems)
- [Pharma and life sciences](https://www.concurrence.com/organizations/life-sciences)
- [Public sector health organizations](https://www.concurrence.com/organizations/public-sector)
- [Health plans and payers](https://www.concurrence.com/organizations/payers)
## Customer stories and partnerships
- [Concurrence × Databricks — Health World Models & Healthcare AI](https://www.concurrence.com/partners/databricks)
- [Eucalyptus](https://www.concurrence.com/customers/eucalyptus)
- [CaringHand](https://www.concurrence.com/customers/caringhand)
- [Jasper Health](https://www.concurrence.com/customers/jasper-health)
- [Nortal](https://www.concurrence.com/customers/nortal)
- [The Care Clinic](https://www.concurrence.com/customers/the-care-clinic)
- [Nortal partnership (Arabic)](https://www.concurrence.com/arabic/customers/nortal)
## Guides and resources
- [Blog](https://www.concurrence.com/blog)
- [Guides](https://www.concurrence.com/guides)
- [First Use Case](https://www.concurrence.com/guides/first-use-case)
- [Healthcare AI ROI guide](https://www.concurrence.com/guides/healthcare-ai-roi)
- [AI vendor evaluation guide](https://www.concurrence.com/guides/ai-vendor-evaluation)
## Leadership
- [Ali Khokhar](https://www.concurrence.com/about#ali-khokhar), Co-Founder & CEO: Former Google and Upwork product leader building the data and AI platform for healthcare organizations to deliver AI-powered care. Profiles: https://www.linkedin.com/in/khokharali/, https://x.com/khookhar, https://www.wikidata.org/wiki/Q141702106
- [John Xing](https://www.concurrence.com/about#john-xing), Co-Founder & CTO: Founding member of the Databricks Data + AI team and triple-degree Johns Hopkins alum, now architecting the Concurrence platform. Profiles: https://www.linkedin.com/in/john-xing/, https://x.com/johnxing_, https://www.crunchbase.com/person/john-xing, https://www.databricks.com/blog/author/john-xing-concurrence, https://www.wikidata.org/wiki/Q141702109
- [Dr. Jay Shah, MD](https://www.concurrence.com/about#jay-shah-md), Chief Medical Officer: Dr. Shah is a cancer surgeon and associate professor of Urology at the Stanford University School of Medicine, where he served as Chief of Medical Staff. He is a nationally recognized expert in robotic surgery and bladder cancer treatment. Before Stanford, he was Center Medical Director for the Genitourinary Center at MD Anderson Cancer Center, where he launched the bladder cancer robotics program. Dr. Shah is a graduate of Harvard College, and earned his medical degree and completed his residency at Columbia University, where he was elected to the Alpha Omega Alpha Medical Honor Society. Profiles: https://www.linkedin.com/in/leadwithjayshah/, https://profiles.stanford.edu/jayshah, https://www.doximity.com/pub/jay-shah-md-8708065c, https://www.wikidata.org/wiki/Q141702119, https://orcid.org/0000-0003-1139-8774, https://x.com/BladderCancerMD
## Concurrence and Databricks partnership
Concurrence and Databricks announced a multi-year partnership to build Health World Models and deploy healthcare AI agents on the Databricks Data + AI Platform.
Announced 2026-09-22. [Company announcement](https://www.concurrence.com/blog/concurrence-announces-partnership-with-databricks-to-build-health-world-models-that-predict-patient-outcomes); [original PR Newswire release](https://www.prnewswire.com/news-releases/concurrence-announces-partnership-with-databricks-to-build-health-world-models-that-predict-patient-outcomes-302885663.html).
### Who is the Concurrence and Databricks partnership for?
The partnership serves health systems, biopharma companies, and public health organizations that want to connect healthcare data with AI applications and care workflows.
### What is a Health World Model?
Concurrence’s Health World Model brings patient history, care interactions, and operational data into a unified foundation that gives clinicians and AI agents patient context.
### What are Patient Trajectories?
Patient Trajectories explore possible links between interventions and patient outcomes using evidence in the Health World Model. They support evaluation of care options, not guarantees of clinical results.
### Do organizations need to migrate their data?
Organizations already on Databricks can use Concurrence with their existing data and governance controls without a migration. For new Databricks customers, the data foundation and AI applications are delivered together.
## Cloud marketplaces
Concurrence has public platform listings on AWS Marketplace, Microsoft Marketplace for Azure procurement, and Databricks Marketplace.
- [AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-c6nmskkj73zd6): Concurrence Data and AI Platform
- [Microsoft Marketplace](https://marketplace.microsoft.com/en-us/product/amigoai.268bcaf4-809b-4894-ab78-1413680d49b3): Amigo Clinical AI Platform
- [Databricks Marketplace](https://marketplace.databricks.com/details/7835f775-0e5d-4a71-a57a-b88befcb14ee/Amigo_Concurrence-Data-and-AI-Platform): Concurrence | Data and AI Platform
Concurrence was formerly known as Amigo. Microsoft Marketplace currently lists the platform as Amigo Clinical AI Platform by Amigo AI.
Pricing, purchase options, and cloud commitment eligibility depend on the current marketplace listing and your agreement.
### Databricks workflow listings
- [For Providers: Acquire & Retain Patients](https://marketplace.databricks.com/details/c76d15d0-af4b-4bfd-9a65-3ae6864a687d/Amigo_For-Providers-Acquire-Retain-Patients)
- [For Providers: Optimize Care Delivery Operations](https://marketplace.databricks.com/details/43c8e307-b6e9-4722-bbb2-562d181bfad7/Amigo_For-Providers-Optimize-Care-Delivery-Operations)
- [For Providers: Personalize Engagement](https://marketplace.databricks.com/details/eb739886-b473-4a88-bfbc-8fc80b70dfd6/Amigo_For-Providers-Personalize-Engagement)
- [For BioPharma: Generate Real World Evidence](https://marketplace.databricks.com/details/d3e4d640-492c-430a-92ae-c3946faa0140/Amigo_For-BioPharma-Generate-Real-World-Evidence)
- [For BioPharma: Deliver Provider Next-Best-Action](https://marketplace.databricks.com/details/dcab2690-1f99-4d5c-950f-767d02669f61/Amigo_For-BioPharma-Deliver-Provider-NextBestAction)
- [For BioPharma: Personalize Patient Engagement](https://marketplace.databricks.com/details/c054a641-0c74-4f84-958c-4bc52cce93cb/Amigo_For-BioPharma-Personalize-Patient-Engagement)
See [Concurrence on Databricks](https://www.concurrence.com/partners/databricks) for integration details.
## Public company profiles
- [Concurrence on LinkedIn](https://www.linkedin.com/company/concurrencehq): Company updates and team news.
- [Concurrence on X](https://x.com/concurrencehq): Company news and updates.
- [Concurrence on GitHub](https://github.com/concurrence-hq): Core repositories and official client SDKs.
- [Concurrence on GitHub Solutions](https://github.com/concurrence-solutions): Reference integrations, demos, and solution accelerators.
- [Concurrence on Wellfound](https://wellfound.com/company/concurrence-hq): Company profile and hiring information
- [Crunchbase](https://www.crunchbase.com/organization/concurrence): Company directory profile for Concurrence, formerly Amigo AI.
- [Startups Gallery](https://startups.gallery/companies/concurrence): Company directory profile for Concurrence, formerly Amigo AI.
- [G2](https://www.g2.com/products/concurrence-formerly-amigo-ai): Software review profile for Concurrence, formerly Amigo AI.
- [Wikidata](https://www.wikidata.org/wiki/Q141702097): Open knowledge-base entry for Concurrence, formerly Amigo AI.
## Selected company background
Coverage reflects its publication date. For current funding information, see our [Series A announcement](https://www.concurrence.com/blog/amigo-series-a).
- [How Concurrence governs clinical AI at a trillion-token scale with Unity Gateway](https://www.databricks.com/blog/how-concurrence-governs-clinical-ai-trillion-token-scale-unity-gateway): Databricks, published 2026-09-23. Partner perspective. A partner-authored look at patient context, simulation, and AI governance at an annualized rate of roughly 1.2 trillion production input tokens. Unity Gateway governs developer AI; real-time clinical inference remains on existing providers pending the required compliance coverage.
- [Concurrence Announces Partnership with Databricks to Build Health World Models That Predict Patient Outcomes](https://www.prnewswire.com/news-releases/concurrence-announces-partnership-with-databricks-to-build-health-world-models-that-predict-patient-outcomes-302885663.html): PR Newswire, published 2026-09-22. Press release. Our company-issued announcement of a multi-year Databricks partnership focused on Health World Models, healthcare AI agents, and learning from patient outcomes.
- [Morning Headlines 9/23/26](https://histalk2.com/2026/09/22/morning-headlines-9-23-26/): HIStalk, published 2026-09-22. Media coverage. A health IT headline roundup noting our name change to Concurrence and the Databricks partnership.
- [Amigo Announces Rebrand as Concurrence to Turn Healthcare Into a System That Learns](https://www.prnewswire.com/news-releases/amigo-announces-rebrand-as-concurrence-to-turn-healthcare-into-a-system-that-learns-302884241.html): PR Newswire, published 2026-09-21. Press release. Our company announcement introducing the Concurrence name and the next stage of our healthcare AI platform.
- [Amigo AI Raises $11M Series A | $150M Investment Validates Grow Therapy](https://www.healthcareittoday.com/2026/03/19/amigo-ai-raises-11m-series-a-150m-investment-validates-grow-therapy/): Healthcare IT Today, published 2026-03-19. Media coverage. A health technology funding roundup covering our Series A alongside Grow Therapy.
- [Weekly Health Tech Reads 3/15/26](https://www.healthtechnerds.com/p/weekly-health-tech-reads-3-15-26): Health Tech Nerds, published 2026-03-15. Media coverage. A weekly industry roundup that includes our Series A in its funding coverage.
- [Stanford Health Care leader to advise agentic AI startup](https://www.beckershospitalreview.com/healthcare-information-technology/ai/stanford-health-care-leader-to-advise-agentic-ai-startup/): Becker’s Hospital Review, published 2026-03-13. Media coverage. Coverage of Jay Shah’s appointment as chief medical advisor at Amigo AI.
- [Amigo AI Secures $11M to Build & Train Patient-Facing Clinical Agents](https://hitconsultant.net/2026/03/13/amigo-ai-11m-series-a-patient-facing-clinical-agents-digital-residency/): HIT Consultant, published 2026-03-13. Media coverage. A report on our Series A and the Digital Residency process used to train patient-facing clinical agents.
- [Exclusive: Amigo AI raises $11M for health care AI](https://www.axios.com/pro/health-tech-deals/2026/03/10/exclusive-amigo-ai-raises-11m-for-health-care-ai): Axios, published 2026-03-10. Media coverage. Coverage of our Series A funding. Subscription required.
- [Amigo AI Raises $11M Series A to Train Clinical AI Agents Like Doctors](https://www.businesswire.com/news/home/20260310898882/en/Amigo-AI-Raises-%2411M-Series-A-to-Train-Clinical-AI-Agents-Like-Doctors): Business Wire, published 2026-03-10. Press release. Our company-issued Series A announcement, distributed by Business Wire.
- [Training Clinical Agents Like Doctors: Why We Invested in Amigo](https://www.madrona.com/training-clinical-agents-like-doctors-why-we-invested-in-amigo/): Madrona, published 2026-03-10. Investor perspective. Madrona’s investment rationale and perspective on training clinical agents. Madrona is an investor in Concurrence.
- [How clinical agents get built and trained](https://www.outofpocket.health/p/how-clinical-agents-get-built-and-trained): Out-Of-Pocket, published 2026-02-27. Sponsored coverage. A sponsored walkthrough of how Amigo builds and trains clinical agents. This is paid coverage, not independent validation.
- [Amigo Establishes Medical Advisory Board and Appoints Dr. Jay Shah as Chief Medical Advisor](https://www.prnewswire.com/news-releases/amigo-establishes-medical-advisory-board-and-appoints-dr-jay-shah-as-chief-medical-advisor-302599081.html): PR Newswire, published 2025-10-30. Press release. Our company announcement naming Dr. Jay Shah, then chief of medical staff at Stanford Health Care, as chief medical advisor and first member of our Medical Advisory Board.
- [Co-Creating Confidence: Inside Concurrence’s Approach to Building Trustworthy AI Agents](https://digitalhealthwire.com/newsletter/co-creating-confidence-inside-concurrences-approach-to-building-trustworthy-ai-agents/): Digital Health Wire, published 2025-09-23. Partner perspective. A feature presented together with Concurrence on clinician co-creation, simulation, validation, and ongoing oversight of clinical AI agents.
- [Amigo, Eucalyptus partner to expand specialized virtual clinics](https://www.mobihealthnews.com/news/amigo-eucalyptus-partner-expand-specialized-virtual-clinics): MobiHealthNews, published 2025-07-31. Media coverage. Reporting on the announced Amigo–Eucalyptus partnership and planned use of AI health assistants in virtual care.
- [Company Deep Dive: Concurrence](https://www.healthcareaiguy.com/p/company-deep-dive-concurrence): Healthcare AI Guy, published 2025-07-17. Company interview. An interview with co-founder and CEO Ali Khokhar about simulation, clinician involvement, and building trust in healthcare AI agents.
- [Axios Pro Rata](https://www.axios.com/newsletters/axios-pro-rata-048a21b9-d1f7-4918-8cbf-c6343abec714): Axios, published 2024-11-25. Media coverage. A seed-funding mention in the Pro Rata newsletter.
## Published articles
- [Concurrence Announces Partnership with Databricks to Build Health World Models That Predict Patient Outcomes](https://www.concurrence.com/blog/concurrence-announces-partnership-with-databricks-to-build-health-world-models-that-predict-patient-outcomes): The multi-year partnership brings Concurrence's Health World Model and AI agents natively onto the Databricks Data + AI Platform, giving healthcare institutions a unified foundation for data, AI, and care delivery. Published 2026-09-22; author: Concurrence Team. [Markdown](https://www.concurrence.com/blog/concurrence-announces-partnership-with-databricks-to-build-health-world-models-that-predict-patient-outcomes/markdown)
- [Amigo is now Concurrence](https://www.concurrence.com/blog/amigo-changes-name-to-concurrence): Today, Amigo becomes Concurrence, a name that reflects how we believe the best care becomes available to everyone. Published 2026-09-21; author: Ali Khokhar. [Markdown](https://www.concurrence.com/blog/amigo-changes-name-to-concurrence/markdown)
- [Why I'm Joining Concurrence as Chief Medical Officer](https://www.concurrence.com/blog/dr-jay-shah-amigo-chief-medical-officer): I became a cancer surgeon to help people through their hardest days. I'm joining Concurrence so I can reach more people and multiply my impact. Published 2026-06-08; author: Jay Shah, MD. [Markdown](https://www.concurrence.com/blog/dr-jay-shah-amigo-chief-medical-officer/markdown)
- [Too Many Apps, Not Enough Medicine: The Platform Approach](https://www.concurrence.com/blog/amigo-platform-approach): Why healthcare's digital fragmentation is a patient safety crisis, and what a platform can do about it Published 2026-05-08; author: Ross Green, MD. [Markdown](https://www.concurrence.com/blog/amigo-platform-approach/markdown)
- [How We Build Self-Improving Agents](https://www.concurrence.com/blog/agent-forge): Our answer to the post-launch optimization problem Published 2026-04-16; author: Claire Uhm. [Markdown](https://www.concurrence.com/blog/agent-forge/markdown)
- [Concurrence Raises $17M Series A to Train Clinical AI Agents Like Doctors](https://www.concurrence.com/blog/amigo-series-a): This brings Concurrence's total funding raised to $24M. Published 2026-03-10; author: Ali Khokhar. [Markdown](https://www.concurrence.com/blog/amigo-series-a/markdown)
- [How Clinical Agents Get Built and Trained](https://www.concurrence.com/blog/how-clinical-agents-get-built-and-trained): A walk through of what agents are and how Amigo builds them Published 2026-02-27; author: Nikhil Krishnan. [Markdown](https://www.concurrence.com/blog/how-clinical-agents-get-built-and-trained/markdown)
- [CMS ACCESS Model Explained (And How Concurrence Helps You Qualify)](https://www.concurrence.com/blog/cms-access-model-explained): What would yo