The Problem That Wouldn't Let Go
Before there was a platform, there was a phone call. Actually, millions of them - the daily ritual of hospital billing staff arguing with insurance companies about rejected claims, each call a symptom of a system built to fail. Nick Perry didn't discover this problem so much as he was ambushed by it during his time at Palantir Technologies, where he spent five years as Commercial Lead for Healthcare watching the industry's data problems up close.
What Perry noticed wasn't just that the billing process was inefficient. It was that the entire industry had accepted a fundamentally broken premise: that claims would be wrong, get denied, and then get fixed. The whole ecosystem - the billing companies, the clearinghouses, the denial management teams - was built around that premise. Nobody was questioning it.
Perry questioned it. Then he co-founded Candid Health to replace it.
There shouldn't have to be a denial phone call. It's much better to just submit the claim correctly the first time.
- Nick Perry, CEO, Candid HealthA Stanford Education That Actually Mattered
Not many healthcare technology founders hold a Master's in Biomedical Informatics from Stanford Medical School. The degree sits at the intersection of biology, data science, and clinical systems - exactly the combination you'd need to model the staggering complexity of American healthcare billing, where thousands of individual insurers each maintain their own idiosyncratic rules about what they'll pay for, when, and under what conditions.
Perry's undergraduate degree was in Human Biology, also from Stanford. He did early research at Stanford and the Institut Pasteur in Paris - the kind of scientific rigor that later showed up in how Candid approaches its core technical problem: not with workarounds, but with first-principles architecture.
The Palantir Years
From 2012 to 2017, Perry was in the engine room of one of Silicon Valley's most unusual companies - Palantir Technologies, the data infrastructure firm known for solving problems most organizations considered unsolvable. As Commercial Lead for Healthcare, he learned something essential: complex data problems in regulated industries aren't actually intractable. They're just underengineered.
Palantir's ethos was to build from scratch rather than patch. Perry absorbed this. When he and co-founder Doug Proctor (also a Palantir alumnus) decided to take on healthcare billing, they didn't go looking for a better denial-management tool. They decided to make denial management unnecessary.
Don't optimize the broken process. Understand it from first principles, then rebuild it correctly. That philosophy is the DNA of Candid Health's entire technical architecture.
Before writing a line of production code, the Candid founding team did something that most software startups skip: they learned medical billing manually. Claim by claim, rule by rule, insurer by insurer. That hands-on education became the foundation of what they built - a rules engine that doesn't just automate the existing workflow but encodes the actual logic behind every payer's decision tree.
Building Candid: The Origin
Candid Health was founded in 2019 alongside co-founders Doug Proctor (now COO) and Adam Reis. The company's core insight is deceptively simple: healthcare billing fails because claims get submitted incorrectly, not because denial resolution is hard. The fix isn't better denial management software - it's infrastructure that knows every payer's rules before submission and applies them automatically.
Most medical billing companies focus on resolving issues post-claims submission more efficiently, but we're flipping the model. We focus on submitting claims correctly the first time so that there are no issues to fix.
- Nick Perry, CEO, Candid HealthThe technical challenge is enormous. American healthcare has thousands of insurance companies, each with its own constantly-changing rules. Candid built what amounts to a reverse-engineered rulebook for the entire industry - a living engine that tracks payer-specific requirements, flags issues before submission, and automates corrections in real time. The result: touchless claim rates and net collection rates consistently above 95%.
Career Path
The Numbers Tell the Story
What He's Actually Building
The healthcare billing problem Perry is targeting is staggering in scale. Roughly $280 billion is wasted annually on billing inefficiency in American healthcare - money that goes to armies of billing staff, denial management vendors, and the endless back-and-forth between providers and payers. Candid's thesis is that most of this waste is preventable if you submit the claim correctly the first time.
The platform connects directly with EHR systems through pre-built integrations, pulls claim data, runs it through Candid's rules engine, applies payer-specific corrections automatically, and submits. The rules engine is the crown jewel - it encodes the billing logic of thousands of individual insurers, updated continuously as payers change their requirements.
Customers include major telehealth providers like Allara, Nourish, and Talkiatry, as well as large multi-site physician groups. The platform processes claims end-to-end and provides real-time revenue cycle analytics so finance teams can see exactly where money is coming from and why.
At Candid, we are reimagining the level of automation that an RCM platform can drive, and with AI, we are positioned to further improve billing performance.
- Nick Perry, CEO, Candid Health - February 2025Aspirations
Perry's stated mission is to make autonomous revenue cycle management the industry default - a world where healthcare providers spend their administrative budget on care instead of billing disputes. The Series C funding will accelerate GenAI features that push the automation ceiling even higher and expand Candid's reach into large multi-site provider networks nationally.
The AI layer isn't a feature bolted onto an existing product. It's the next generation of the same core idea Perry started with: every manual step in healthcare billing is a design flaw waiting to be engineered away. The goal isn't to help billing teams work faster. It's to make most of what they currently do unnecessary.
Fun Facts
The $280 billion annual cost of US healthcare billing inefficiency - Candid's target market - exceeds the GDP of Portugal. Perry is going after a problem bigger than most countries.
Before building a single line of production code, Perry and his co-founders did medical billing by hand. The manual process became the blueprint for the automation.
Perry's Medium profile says "Building something new." He's been building that "something new" since 2019 - and hasn't written a single article. The building is the content.