A 24-hour quote SLA looks fast on a dashboard. Inside those 24 hours, most of the clock runs while a submission waits in an inbox, a loss run is missing, or an underwriter re-keys a statement of values into a rating screen.
Agents and brokers feel every idle hour. Ivans surveyed more than 700 agents for its 2026 Agency-Carrier Connection Report, and 90% said they have reduced business with a carrier because of workflow friction.
This guide shows how to find where your hours go, set a 4-hour target you can staff and measure, and remove delays in the right order. It covers how to define the clock, build a time budget, fix the biggest delays, keep your controls, and track results.
Define What Your Quote SLA Actually Measures
A target you cannot measure the same way twice is not an SLA. Before you cut hours, agree on exactly what the clock counts.
Most disputes about quote speed are really disputes about definitions. Settle them first and every later decision gets easier.
Set the Start and Stop of the Clock
Start the clock when a submission lands in a monitored queue, not when someone assigns it. Counting from assignment hides queue wait, the first place hours disappear.
Stop the clock when terms, a decline, or a specific request for missing information reaches the broker. All three are meaningful responses.
Split the Target by Submission Tier
One number across every submission hides the real work. Four tiers give each submission a clock it can meet.
Tier | What it means | Example clock target |
|---|---|---|
Out of appetite | Falls outside written appetite | Decline within 1 hour |
Incomplete | Missing required documents | One consolidated request within 2 hours |
Complete and in appetite | Ready for pricing | Quote within 4 hours |
Complete, needs referral | Above underwriter authority | Referral sent within 2 hours, then its own referral clock |
These targets are examples. Replace them with numbers drawn from your own submission data.
Pause the Clock Only With a Reason
Pause the clock when you wait on the broker, and log the reason every time. An unlogged pause turns an SLA into an opinion.
Review pause reasons monthly. A pattern of "missing loss runs" points to an intake fix, not an underwriting fix.
Find Where the 24 Hours Go
You cannot cut 20 hours without knowing which hours to cut. The fastest way to find out is to measure the handoffs, not to interview the team.
This section gives you a method you can run this week with a spreadsheet.
Time-Stamp Every Handoff
Pull 30 recent submissions and record seven timestamps for each: received, first opened, classified, data complete, priced, reviewed, and released.
A missing timestamp is itself a finding. It means no one owns that handoff.
Build a Time Budget
A time budget splits your SLA into stages and gives each stage an owner and a share of the clock. The table below shows an example for a team moving from 24 hours to 4.
Stage | Example hours at 24-hour SLA | Example hours at 4-hour SLA | Owner |
|---|---|---|---|
Queue wait before first touch | 8.0 | 0.5 | Intake lead |
Reading and re-keying submission data | 6.0 | 0.75 | Underwriting assistant |
Completeness and appetite check | 3.0 | 0.5 | Underwriting assistant |
Underwriter review and pricing | 3.0 | 1.5 | Underwriter |
Referral and sign-off | 3.0 | 0.5 | Referral authority |
Quote assembly and release | 1.0 | 0.25 | Underwriting assistant |
Total | 24.0 | 4.0 |
This is a planning model, not a benchmark. Fill the first column with your own medians from the 30-submission pull.
Read the Budget Before You Buy Anything
In this example, 17 of the 24 hours pass before the underwriter starts pricing. Queue wait, re-keying, and completeness checks hold most of the clock.
Moving to 4 hours removes waiting and rework. It does not ask underwriters to think less. Your own budget will show whether your hours sit in the same places.
Confirm Speed Is the Constraint for Your Brokers
A 4-hour target costs effort. Confirm that your brokers value it before you reorganize around it.
Recent agent surveys point in two directions, and both are worth reading.
What Recent Agent Surveys Show
In the same Ivans survey, re-keying was the most cited workflow pain point at 74%. Agents also said a simple quoting process outranked commission as a placement driver by nearly 2 to 1.
First Connect reached a different reading on speed alone. In its 2026 State of the Industry Report, covered by Insurance Journal, just 11% of 238 surveyed agents called quote speed a significant challenge. Those agents all come from First Connect agencies.
Read the two together. Agents react to effort and delay relative to the other carriers on their desk. Your own broker feedback outranks any industry average.
Ask Your Brokers Three Questions
Run these with your top ten distribution partners.
Which carriers quote you fastest today, and by how much?
What do you re-enter after we send terms?
Which submissions do you send us last because of our turnaround?
The answers tell you whether to attack the clock, the re-entry work, or both.
Choose Which Submissions Earn the 4-Hour Clock
Start with the line that sees the most complete, in-appetite submissions. Complex and non-standard risks keep longer clocks because they need underwriter time.
A tiered promise you keep beats a single promise you miss.
Remove the Delays in Order
Fix delays in the order that needs the least new technology. Routing and checklists come first. Data flow between systems comes after.
Cut Queue Wait With Routing and Ownership
Replace the shared inbox with one queue per line of business. Give every queue a named owner and a named backup.
Add an alert for any submission unopened after 30 minutes. The number is an example, so set yours from your time budget.
Stop Re-Keying at Intake
Re-keyed data is slow and invites error. Give brokers a structured intake form, and read each submission into one standard data layout before an underwriter touches it.
Insurance-trained AI for underwriting targets this exact step, where early hours go to assembling the file instead of judging the risk.
Gate Completeness in the First Hour
Write a completeness checklist for each line of business. Typical items include the signed application, loss runs, a statement of values, and COPE details for property.
Send one consolidated request for everything missing. Five separate emails across two days cost more hours than the gap itself.
Pre-Approve Referral Authority
Referrals stall when authority is unclear. Set authority bands by limit and class, name a backup for each approver, and give referrals their own clock.
An approver who is out of office should never be the reason a quote misses its SLA.
Keep Your Controls While You Speed Up
Speed that damages quote quality costs more than it saves. Each of these controls stays in place at 4 hours.
Keep an Underwriter in the Loop
An underwriter reviews every quote before release. Faster inputs shorten the path to the review. They do not remove the review.
This applies to any tool that drafts or recommends. A person validates the output before it reaches the broker.
Preserve the Audit Trail
Log every source document, every edit, and every reviewer. A complete trail protects you in regulatory exams and in disputes over what was quoted.
Build the trail into the workflow so no one has to reconstruct it later.
Sample Quotes for Quality
Review a weekly sample of released quotes and track the rework rate. If rework climbs as turnaround falls, you are trading accuracy for speed and the target needs adjusting.
Measure Results and Roll Out in Phases
A shorter SLA only counts if you can show it held. Measure the same way before and after every change.
Track Seven Metrics
Metric | What it shows |
|---|---|
Time to first touch | Health of the queue |
Median submission-to-quote hours | The typical broker experience |
90th percentile submission-to-quote hours | The slow tail brokers remember |
Share inside SLA, by tier | Whether the tiers are set correctly |
Incomplete-submission rate | Quality of broker intake |
Quote-to-bind ratio | Whether faster quotes win business |
Rework rate | The quality cost of speed |
Roll Out One Line at a Time
Work through these steps on a single line before you expand.
Pick one line with high volume of complete, in-appetite submissions.
Time-stamp 30 submissions and build the time budget.
Fix queue routing and ownership.
Add the completeness checklist.
Move to structured intake and a standard data layout.
Review the seven metrics weekly, then expand to the next line.
Report the Tail, Not Only the Average
Report the median and the 90th percentile together. An average inside SLA can sit on top of a tail of missed quotes, and brokers remember the tail.
How InsOps Helps
InsOps builds an insurance-trained AI that assists underwriting teams with the data work between the broker's email and the underwriter's judgment. LiLa, our insurance-trained LLM, runs inside your own environment, so PII and PHI never leave controlled infrastructure. A person reviews and validates every recommendation before it is finalized.
Our Integration Gateway connects to Guidewire PolicyCenter, UnderwritingCenter, PricingCenter, and Quoting Services. LiLa maps and transforms payloads from your source systems into Guidewire structures, and a person validates the mapping before deployment, so quote data flows into your workflow without custom engineering.
InsOps is building toward submission reading and appetite checks inside LiLa, so underwriters start from complete data. For a related look at the underwriter's side, see how carriers build underwriter copilots.
If you are evaluating how to shorten quote turnaround without adding headcount or replacing core systems, contact us to talk through what this could look like for your operation.
Frequently Asked Questions
What is a quote SLA in insurance underwriting?
A quote SLA is the agreed maximum time between a submission arriving and the carrier sending terms, a decline, or a request for missing information. It names a start event, a stop event, and the rules for pausing the clock.
Why does quote turnaround time matter to brokers and agents?
Agents choose where to place business based on effort and delay. In the 2026 Ivans survey, a simple quoting process outranked commission as a placement driver by nearly 2 to 1, so a slow, re-keyed quote costs placements.
How do you reduce a quote SLA from 24 hours to 4?
Measure where the 24 hours go, then remove delays in order: queue wait, re-keying, completeness chasing, and referral waits. Underwriter judgment stays in place and is reviewed on every quote.
Where do the hours go in a slow quote?
In the example budget above, 17 of 24 hours pass before pricing starts. Your own split depends on your submission mix, so time-stamp 30 recent submissions to find it.
Which metrics show a quote SLA is working?
Track time to first touch, median and 90th percentile submission-to-quote hours, share inside SLA by tier, incomplete-submission rate, quote-to-bind ratio, and rework rate. Together they show speed, reach, and quality.
How does InsOps assist with quote turnaround?
LiLa runs inside your environment, and the Integration Gateway moves data into Guidewire Quoting Services and related modules with human validation of every mapping. An underwriter reviews each recommendation before it is finalized. InsOps is building toward submission reading and appetite checks inside LiLa.
How long does it take to reach a 4-hour SLA?
Plan in phases. Routing and checklist changes need no system work and start first, and data flow between systems follows. Treat any single timeline as a hypothesis until your pilot line produces its own numbers.
Should every submission get a 4-hour SLA?
No. Give the 4-hour clock to complete, in-appetite submissions and keep longer clocks for complex or non-standard risks. A tiered promise you keep beats one promise you miss.