ANY / Our reason for building

Human time belongs
to human care.

Software should carry more of healthcare’s administrative burden. People should have more time for the work only people can do.

The problem underneath

Healthcare does not
lack intelligence.
It lacks shared context.

Every day, people reconstruct the same story from documents, records, policies, and systems: who someone is, what happened, what applied, and what should happen next.

Adding an agent does not make that work disappear. The agent still needs healthcare meaning, reliable inputs, and a way to distinguish evidence from assumption.

ANY makes that reusable work callable. We are building software contracts that give agents defined requests, useful domain results, and explicit sources and limits—so each new application does not have to begin from fragments.

The goal is not to remove people from healthcare. It is to preserve their time, judgment, and accountability.

Built from the work

A technical founder.
An operator’s perspective.

Health systemsClaims operationsBenefits administrationEnterprise softwareApplied healthcare AI

Vishal Sibal

Founder & CEO

More than two decades building at the intersection of healthcare, technology, and operations—spanning hospital and health system technology, medical and dental claims administration, self-funded plan software, and employee benefits platforms.

Over the past two years, his work has focused primarily on hospitals and health systems, advising on applied AI, product and technology strategy, and operational deployment. This builds on founding Benefitcloud and broader advisory work with national and regional health plans and insurers, including Fortune 500 healthcare organizations.

Across that work, the same pattern persisted: every new application had to reconstruct healthcare context. ANY is being built around that problem.

Vishal on LinkedIn

What we are building

Infrastructure beneath.
Useful products above.

A focused platform and a working benefits product. Different surfaces, the same purpose: less administrative friction around care.

THE PLATFORM

ANY

The healthcare contract layer for agents. Encounter Lifecycle begins with a customer-specific production binding; Coverage State is a proposed contract in design.

Explore the platform

A WORKING PRODUCT