Sally Liang

co-founder @youlify

[Sally Liang @SallyLiangQ]

Turns out the unlock wasn't just a smarter model. It was giving every agent a shared, structured understanding of what happened in the visit, which payer it is, why claims get denied, not just a pattern to match, or a rules engine that doesn't think.

[Sally Liang @SallyLiangQ]

We were terrible at measuring our own success at @youlify .

Early days, we were heads-down building AI agents, grounding them, fine-tuning models, chasing edge cases across the whole revenue cycle. Claim scrubbing, correction, submission, denial management. All of it.

[Sally Liang @SallyLiangQ]

We didn't get here by #tokenmaxing or endlessly adjusting weights on one giant model. We built a #SystemOfReasoning, an ontology layer under every agent that governs how it reasons and collaborates with other agents, #agenttoagent, before a claim goes out.

[Youlify @youlify]

Proud to share that Youlify has raised $4.3M in seed funding to rebuild the financial backbone of healthcare.

Our generative AI platform automates the full billing lifecycle, working seamlessly across EHRs, payer portals, and legacy billing stacks.

https://t.co/QozaxLE5WB

[Youlify @youlify]

We’re hosting a 🔐 invite-only panel on Vertical GenAI this Friday, March 28th.

Featuring: 🏆 Stanford & UPenn profs
🚀 Startup founders & CTOs
💸 Ex-GV GPs & top VCs

If you're building at the frontier of AI → apply at: https://t.co/nWz7ms5hyT

#GenAI #VerticalAI #Youlify