Hashlogics
Answers

How to cut quote turnaround in an insurance agency?

The prospect asked two other agencies at the same time. The clock is the competition.

Answered in short

5 things that decide this

  1. 01Quote turnaround drops when data is captured once, as structured intake, and every downstream system reads from that single record.
  2. 02The baseline is measured: personal lines quotes take 25 to 35 minutes and commercial quotes 45 to 90, per 2026 agency-operations research published by US Tech Automations.
  3. 03The same research finds about 40% of prospects abandon when no proposal arrives within 15 minutes, which sets the real target.
  4. 04Most turnaround time is retyping: the same client facts entered into the intake form, the rater, the carrier portal and the AMS.
  5. 05Document extraction closes the loop. Declaration pages and loss runs the prospect sends become structured data instead of screen-switching.
Where the minutes go

One client, four keyboards

Watch a CSR quote a household and count the systems: an intake form or a notepad, a comparative rater, one or two carrier portals, and the agency management system where the record finally lives. The client's facts get typed into most of them separately, and every retype invites a mismatch.

AMS double entry is a fixture of agency reviews on G2 and the reason renewal work drifts. The quoting version of the same disease is slower to see because it hides inside each producer's routine.

Commercial lines add documents. Loss runs, statements of values and expiring declarations arrive as PDFs, and someone reads them line by line to build the submission. That reading is the largest single block of time in the 45 to 90 minutes.

Intake to proposal, one recordLive
  1. Structured intakeWeb form or guided call. Once.
  2. Document extractionDec pages and loss runs to data.
  3. Feed the raterNo retyping into quoting tools.
  4. Producer reviewCoverage judgement stays human.
  5. Proposal outInside the 15-minute window.
  6. Write to AMSThe record lands once, complete.

The producer's judgement is the only manual step left, which is the point.

How to start

Measure one week, automate the worst lane first

Time ten quotes end to end and note where the minutes cluster. Personal lines usually loses time to retyping; commercial loses it to document reading. The worse lane is the first project, and the measurement becomes the baseline that proves the change.

Integration depth decides how far this goes. Raters and management systems like AMS360 and Applied Epic expose enough to remove most retyping, and where a carrier portal exposes nothing, extraction plus controlled form-fill still removes the reading. Build against what your stack actually allows rather than a vendor's ideal diagram.

We have shipped this document-to-decision pattern in production for insurance audit, where premium documents become structured, checkable numbers. Quoting is the same pattern pointed at new business.

Questions, answered
01Does this work with our AMS?+

The pattern fits the major systems, and the integration route differs by platform and version. AMS360 and Applied Epic both offer workable paths. The first scoping question is always which AMS and rater you run, because that decides the plumbing, not the design.

02What turnaround should we target?+

Inside 15 minutes for personal lines, because that is where the 40% abandonment figure bites. Commercial targets same-day for standard classes. Both are achievable once intake is structured, and both are worth publishing to your producers as the standard.

03Can AI read loss runs reliably?+

Yes, with a confidence gate. Carrier loss-run formats vary, so extraction routes high-confidence fields straight through and queues low-confidence ones for a person. Agencies running this report the queue shrinks quickly as the common carrier formats get learned.

Verified
Start

Let’s build the one that runs after.

We build AI agents and automation, then stay on under an agreed service level. A senior engineer reads every brief, and your call gets scheduled within 24 hours.

What happens next

  1. 01

    You send a brief or book a call

    Two minutes, whichever you prefer.

  2. 02

    A senior engineer replies within 24 hours

    Not a sales rep.

  3. 03

    Honest scoping, in writing

    And if we’re not the right fit, we say so.

Abdul Basit, CEO of Hashlogics

“I started Hashlogics because too many teams ship a demo, get paid, and disappear. We build to a standard we’d run ourselves — and we stay to keep it running.”

Abdul Basit · CEO · a direct line

Not ready to talk? Take the checklist.

12 questions to ask any AI agency before you sign. They separate a demo shop from a team that ships to production.

Get the checklist

Free · no newsletter