The actuarial intelligence company getting payers and providers to agree on the math - before anyone signs the contract.
It is a Tuesday inside a health plan, and somewhere a very expensive person is cleaning up a spreadsheet. They are an actuary - a Fellow, a credential that takes most of a decade to earn - and right now they are renaming columns. This is the part nobody puts on the recruiting deck. By the time the data is usable, the strategic question that prompted the whole exercise has cooled to room temperature. Accorded exists because somebody got tired of watching this happen.
Accorded is a San Francisco company that builds software for the unglamorous middle of American healthcare: the place where money, risk, and care actually meet. Its job is to help payers, providers, and employers forecast, contract around, and validate the financial value of care. The pitch is almost suspiciously plain. Get everyone to agree on the numbers first. Then write the contract.
For two decades, American healthcare has been inching away from fee-for-service - get paid per scan, per visit, per pill - toward value-based care, where providers take on financial risk for keeping people healthy. It is a better idea. It is also a math problem of brutal proportions. To sign a value-based contract, a provider and a payer have to agree on what "good" looks like: which patients count, what care is covered, what the benchmark should be, and who pays whom when reality diverges from the forecast.
The work that answers those questions is actuarial. And the tooling for it, in a multi-trillion-dollar industry, has largely been spreadsheets, bespoke models, and very patient consultants. The result is friction. Contracts take months. The two sides argue past each other because they are each holding different numbers. And the people best equipped to fix it spend most of their week formatting data instead of interpreting it.
Frank Cheung had the problem memorized before he had a company. He spent eighteen-plus years as a health actuary - a Fellow of the Society of Actuaries - moving through Blue Shield of California, Deloitte Consulting, and finally Collective Health, where he led the analytics function. Everywhere he went, the same bottleneck followed him. The models were powerful. The path to running them was a slog.
By his own account, the idea sat for four years before he acted on it. What changed was a co-founder. At Collective Health he met Thomas Bedington, an engineer who understood both software and the strange shape of actuarial work. Cheung is candid that he needed both the tech-company exposure and the right partner to make the jump. The company launched in 2019 under the name Cerebrae, and rebranded to Accorded in October 2022 - a name built around the word "accord," the moment two parties finally agree.
Health actuary, FSA, 18+ years across Blue Shield of California, Deloitte, and Collective Health, where he led analytics. The domain brain.
Engineer who met Cheung at Collective Health and turned a decade-old frustration into a platform. The build brain.
The flagship is called Accorded Acumen, and it does one deeply practical thing. It takes the chaos - claims, eligibility files, engagement data - and transforms it into standardized, actuarially rigorous, ready-to-use data assets. In plain terms: it does the data wrangling so the actuaries do not have to, which means analytics teams can run serious medical-economics work in-house instead of outsourcing it and waiting.
Around Acumen sits the broader value-based contracting platform, which walks through the three stages that make or break a deal. It is software with actuarial services bundled in - the people and the product arrive together.
Sizes the addressable savings and clinical impact against a reference base of more than a billion claims, so the conversation starts with a number both sides can poke at.
Models the covered services, patient attribution, benchmarks, and payment terms collaboratively - the actuarial guts of the agreement, built where both parties can see it.
A shared data repository that tracks the live contract against its benchmarks through ongoing claims and engagement feeds. The scoreboard nobody can argue with.
Accorded raised roughly $16.5M, with a Series A led by StepStone Group and a roster that includes Fika Ventures, Susa Ventures, Route 66 Ventures, SaaS Ventures, and TenOneTen Ventures. It is a deliberately small company - around two dozen people, remote-friendly, spread across San Francisco, Seattle, New York, and Los Angeles.
The clearest customer signal is Aligned Marketplace, a national value-based advanced primary care network that uses Accorded to support contracts between self-insured employers and providers. Directory listings also name digital-health providers like Novocardia, Oshi Health, and Elektra Health, though those are best treated as approximate. The pattern is consistent: organizations stepping into risk, who need the math to hold up.
"It's tempting to want to go after everyone, but it does come at a cost."
- Frank Cheung, on why Accorded stays narrow on purposeThat is the stated mission, and it is more specific than it sounds. The friction Accorded wants to remove is the gap between two parties holding different spreadsheets. The sustainability part matters too - value-based contracts only work if they are built on numbers that survive contact with reality, year after year. The internal phrasing is warmer: help healthcare analytics teams love their data. It is a modest sentence for an immodest goal.
The very expensive person is still at their desk. But in the version of the week Accorded is selling, the spreadsheet cleanup already happened - automatically, before anyone clocked in. The columns have names. The benchmarks are agreed. The contract that used to take months of back-and-forth has a shared scoreboard both sides can read without flinching. The actuary, freed from formatting, is doing the thing they trained a decade for: judgment.
Healthcare keeps promising value-based care. The promise has always run aground on the same reef - nobody could agree on the numbers fast enough to make it worth it. Accorded's contribution is not a slogan. It is plumbing. Get the math to a place where two wary parties can both nod at it, and the rest of the system has a chance to follow. That is a smaller claim than most startups make, and a more useful one.