How Independent Brokers Are Winning on Speed

02

Coverage review is a time tax

Here's the dirty secret of commercial insurance: the most valuable thing a broker does is also the most time-consuming. A claims coverage triage on a single incident runs to around six hours of careful reading. A full program review takes 15 to 30. A renewal comparison, a gap analysis, a reservation of rights check — each one demands a senior person's undivided attention.

Someone has to read the policy in full, find the relevant endorsement, and be able to point at the page it came from. And every hour spent on a coverage read is an hour not spent on a new prospect, a renewal conversation, or a client who needs advice.

03

What happens when the reading gets automated

SoterAI's coverage review workflow doesn't replace the broker's judgment. It removes the six hours of reading that used to come before the judgment. The policy is uploaded once. The platform OCRs it, segments it into a retrieval index, and maps the incident facts to coverage triggers — returning a verdict of Yes, Likely, or Unclear, with cited excerpts and page references attached.

Every finding is evidence-backed. The reviewer doesn't get a digest they still have to interpret; they get a determination they can act on. Then the conversation continues — follow-up questions hit the same index, no re-upload, no re-read.

“The policy is indexed once and queried as many times as needed.”

04

What the production data shows

This isn't a pilot. Across 8,933 real coverage reviews run over 12 months of production use, in live client workspaces, by working reviewers.

Table — Session duration across 8,933 production coverage reviews. Even the slowest session on record beat the manual baseline.

Against a documented six-hour manual baseline, that's a 94 to 97 percent reduction in analyst time on task. The 90 percent headline figure is conservative.

05

Speed held as volume scaled 25-fold

Median session duration never left a 9 to 12 minute band across the entire 12-month period, even as monthly run volume grew more than 25-fold. This isn't an early-adopter effect. It's a property of the workflow.

The depth is real too. Reviewers aren't accepting a first answer and moving on. They average 17.6 turns per session — interrogating the policy across a dozen and a half follow-up questions — and still finish in under ten minutes, because the policy is indexed once and every follow-up is cheap.

98 percent of users came back for a second review, and the average user has run nine or more. One reviewer has moved their entire coverage triage practice onto the platform.

06

What this means for the independent broker

The firms using this aren't cutting corners. They're doing more thorough coverage work, faster, with a paper trail that holds up in a claim file. A broker who can turn around a coverage position on a complex incident in under 30 minutes — with cited policy excerpts attached — isn't just faster than the manual process. They're faster than any team that's still doing it by hand, regardless of how many people that team has.

“That's the competitive answer. Not matching headcount. Not matching marketing budgets. Matching — and beating — on the thing clients actually care about when something goes wrong: how quickly can you tell me where I stand, and can you prove it?”

07

The coverage review family

The 90 percent time reduction isn't a single trick. It repeats across the full range of coverage work — every one of these a task that used to require a senior person's undivided attention for hours, and now a task a lean team can turn around before the client's next meeting.

08

The bottom line

The firms winning in the midmarket right now aren't the ones with the most analysts. They're the ones who figured out that the reading was the bottleneck — and removed it.

• 4 in 5 — reviews done in under 30 minutes
• 12 months — of production use
• 8,933 — coverage reviews, still running daily

“The question for any independent broker isn't whether this kind of capability matters. It's whether their competitors get there first.”