Here’s a pattern we’ve seen repeatedly: a carrier with a solid subrogation case, a specialist who knows their stuff, and a growing backlog of demand letters that never seem to get written.
On a subreddit for insurance claims professionals, one specialist described it plainly: “Takes me hours to draft these and I’m drowning in backlog.”
That’s not an unusual complaint. Job postings for subrogation specialists consistently include demand letter drafting as a core responsibility. These aren’t entry-level tasks—skilled specialists are being hired specifically to write letters. And those letters take time.
The Math Nobody Wants to Do
The average demand letter involves assembling claim facts, liability determination, payment records, and state-specific statutory language. Get any element wrong—a miscited statute, a miscalculated damages figure—and the letter either gets sent back for revision or gets ignored by the at-fault party’s carrier.
In our experience, that process takes 45-60 minutes per letter, assuming no major revisions. In a busy subrogation operation, specialists juggle dozens of open cases while new claims keep arriving. The math is simple: time spent drafting is time not spent on case management, attorney coordination, and recovery follow-up.
Why It’s Getting Worse
Loss ratios tightened significantly in 2023-2024. Inflation drove up claim costs; catastrophe losses forced carriers to protect reserves. The response has been a renewed focus on subrogation recovery—every dollar recovered offsets losses that would otherwise hit the bottom line.
But staffing hasn’t followed. Hiring subrogation specialists takes time, and the market for experienced talent is competitive. The teams that exist are being asked to do more with the same headcount.
What AI Actually Changes
SubroDraft AI doesn’t replace your specialists. It handles the drafting work that currently takes an hour and compresses it to a review session. We ingest the claim facts, pull in jurisdiction-specific requirements, calculate damages, and generate a complete draft. Your specialist reviews in 5-10 minutes, approves, and sends.
The difference isn’t just time—it’s throughput. A specialist who spends 3 hours a day drafting letters can redirect that time to managing more cases. In a contingency model, more letters means more recoveries means more revenue.
The Market Moment
We’re not making this up based on speculation. The demand signals are clear:
- Job postings explicitly calling for demand letter drafting skills
- Practitioners publicly asking for letter templates because they can’t keep up
- Tightened loss ratios putting pressure on every recovery channel
The $15-20B subrogation recovery market runs on contingency. Every letter that doesn’t get sent is a recovery that doesn’t happen. SubroDraft AI exists to close that gap—giving carriers and recovery vendors the throughput to capture what they’re entitled to.
If you’re ready to stop drowning in backlog, let’s talk.