The problem
Independent doctors juggle 5-6 admin vendors and shrinking reimbursements, pushing them to sell to hospitals
What they do
Outsourced billing, HR, payroll, tax and finance for independent medical practices, AI-assisted
Traction No metrics disclosed; first 2026 arbitration clients; bought 25-year-old billing firm
Hiring trend
- Open roles
- n.a.
- Headcount
- ~10 (est.)
Just out of stealth; ~2-10 on LinkedIn, no public job board
Latest news
Oct 2026
Launched with $17.4M seed and acquired Massachusetts billing firm Bradford Medical Associates ↗Funding
- Last round
- $17.4M
- Stage
- Seed
- Date
- Oct 2026
Led by Basis Set Ventures (Lan Xuezhao)
- Hiring0No public job board count on file
- Funding recency+1.5Seed · $17.4M, Oct 2026 (this month): 6 months or less = +1.5
- Traction+0.75Some growth: No metrics disclosed; first 2026 arbitration clients; bought 25-year-old billing firm
- Red flags0None found in the last 24 months
- Total2.250 + 1.5 + 0.75 − 0 = 2.25 → Warm-up
Stealth rule: just out of stealth, so it starts in Warm-up whatever the score (Steady by score alone).
Distance (Unproven) is a separate read on how long the lead can last. It doesn't change the score.
Distance
Unproven
Launched Oct 2026 with one acquired billing firm and an early arbitration cohort; no disclosed revenue or practice count, and it faces funded rivals (Procode, Third Way, Tebra) in a crowded RCM market.
Sources: PR Newswire: Sunlight AI launches with $17.4M (Oct 2026) ↗ · Axios Pro: Sunlight AI raises $10M seed, Series A planned next year (Oct 2026) ↗
Open ops roles
No ops roles open right now
Last checked Oct 20, 2026
