Sample reportMade-up data: an 8-person commercial lines service team at an insurance agency, one week.← All sample reportsBook a pilot

Example Insurance Group · Commercial Lines Service · 2026-10-19 to 2026-10-23

AI could return 35–68 hours a week to this team

That is 0.9–1.7 full-time people of capacity, worth $77K–149K a year at $48/hour loaded labor cost. 7% of the low estimate comes from 1 task agents can run, with a person approving each change; 56% from 2 tasks an agent could take on once the team settles on one way of doing them; the rest from AI helping people work faster.

8people in the pilot
179 hwork observed per week
35–68 hcould come back each week
$77K–149Kyearly value of that time

Where the team's time goes

Likely back with AIPossible with more effortStays with people
Answer client coverage questions37.7 h/wk
Issue certificates of insurance35.7 h/wk
Process policy changes (endorsements)35.4 h/wk
Check issued policies against the proposal24.9 h/wk
Renewal review and remarketing21.2 h/wk
Resolve billing questions15.8 h/wk
Report new claims (first notice of loss)8.1 h/wk

Opportunities, ranked by hours returned

TaskRecommendationTeam h/wkBack h/wk$ / year
Issue certificates of insurance
237× a week · 8 people · Applied Epic, Microsoft Outlook
Takes 7–12 min on average depending on the person; worth checking whether the steps could be standardized.
Automate (after one way of working is agreed) A Power Automate flow, with Copilot reading the Outlook request, pulls out the holder, additional insured and waiver wording, checks the policy in Applied Epic for the matching endorsements, and generates the ACORD 25 from Epic's certificate function. It logs the activity in Epic, then queues the finished certificate and reply for the account manager to approve in one step before anything is issued or sent. Requests with wording the policy doesn't support, or that are unclear, go to the account manager as exceptions.
With: Power Automate, Microsoft 365 Copilot, Applied Epic
35.710.7–19.6$24K–43K
Process policy changes (endorsements)
163× a week · 8 people · Applied Epic, Microsoft Outlook, Microsoft Edge
Takes 10–16 min on average depending on the person; worth checking whether the steps could be standardized.
Automate (after one way of working is agreed) A Power Automate flow with a Copilot step reads routine change requests in Outlook (such as adding a driver or truck), pulls the policy from Applied Epic, and prepares the change. An agent works the carrier portal through the browser to enter it once the account manager approves the prepared change in one step. After the carrier accepts, the agent logs the activity and endorsement in Applied Epic and drafts the client confirmation for approval before it is sent.
With: Power Automate, Microsoft 365 Copilot, Applied Epic
35.48.8–15.9$20K–35K
Answer client coverage questions
273× a week · 8 people · Microsoft Outlook, Applied Epic
Takes 6–11 min on average depending on the person; worth checking whether the steps could be standardized.
AI assist Use Microsoft 365 Copilot in Outlook to draft a reply to each coverage question (such as employee personal car use) from the client's policy and endorsement details in Applied Epic and standard wording for recurring questions. The licensed account manager checks the draft, edits it and sends it, then logs the activity in Applied Epic.
With: Microsoft 365 Copilot, Outlook, Applied Epic
37.73.8–9.4$8K–21K
Check issued policies against the proposal
52× a week · 8 people · Adobe Acrobat, Applied Epic, Microsoft Excel
Takes 20–43 min on average depending on the person; worth checking whether the steps could be standardized.
AI assist Use Microsoft 365 Copilot (with a Power Automate flow that pulls the proposal and the IVANS-downloaded policy from Applied Epic) to compare the two and draft a discrepancy list covering limits, deductibles, endorsements, additional insured and waiver wording, and named insureds. The account manager reviews the list against the policy PDF and decides what to send back to the carrier.
With: Microsoft 365 Copilot, Power Automate, Applied Epic
24.93.7–7.5$8K–16K
Renewal review and remarketing
44× a week · 8 people · Adobe Acrobat, Applied Epic, Microsoft Edge
Takes 21–49 min on average depending on the person; worth checking whether the steps could be standardized.
AI assist Copilot pulls the expiring policy details and loss runs into a renewal summary, pre-fills the Excel marketing summary, and drafts the side-by-side quote comparison and recommendation for the account manager to review. The account manager still decides which carriers to approach, re-keys submissions into the carrier portals, and gives the final recommendation, because coverage advice stays with licensed staff.
With: Microsoft 365 Copilot, Power Automate, Applied Epic
21.23.2–6.4$7K–14K
Report new claims (first notice of loss)
44× a week · 8 people · Applied Epic, Microsoft Edge, Microsoft Outlook
Takes 8–15 min on average depending on the person; worth checking whether the steps could be standardized.
Automate An agent reads the client's claim email or call note in Outlook, matches the account and policy in Applied Epic, and drafts the claim record and activity. It then works the carrier's agent portal (Travelers, The Hartford, Liberty Mutual) through the browser to enter the first notice of loss. The CSR approves the prepared claim in one step before anything is saved or submitted, and handles missing details, unclear policy matches and coverage questions.
With: Power Automate, Microsoft 365 Copilot, Applied Epic
8.12.4–4.0$5K–9K
Resolve billing questions
147× a week · 8 people · Applied Epic, Microsoft Edge, Microsoft Outlook
Takes 5–8 min on average depending on the person; worth checking whether the steps could be standardized.
AI assist Copilot in Outlook reads the client's billing question and drafts a reply from the Applied Epic account and installment details. The account manager checks the carrier portal for the actual charge, edits the draft, sends it, and logs the activity in Epic.
With: Microsoft 365 Copilot, Applied Epic, Power Automate
15.82.4–4.7$5K–10K

Data moved by hand between apps

These are "swivel chair" steps: people carrying information from one system to another. Connecting the systems directly usually removes the step entirely. The biggest: Microsoft Outlook → Applied Epic, about 258 times a week.

From → toMostly duringTimes / weekCopy-paste
Microsoft Outlook → Applied EpicIssue certificates of insurance25867%
Applied Epic → Liberty Mutual Agent PortalResolve billing questions, Report new claims (first notice of loss)7251%
Applied Epic → The Hartford Agent PortalResolve billing questions, Report new claims (first notice of loss)5855%
Applied Epic → Travelers Agent PortalResolve billing questions, Report new claims (first notice of loss)5650%
Applied Epic → Microsoft ExcelCheck issued policies against the proposal547%
Microsoft Outlook → Travelers Agent PortalProcess policy changes (endorsements)5242%
Travelers Agent Portal → Applied EpicProcess policy changes (endorsements)4112%
Microsoft Outlook → Liberty Mutual Agent PortalProcess policy changes (endorsements)3658%
Microsoft Outlook → The Hartford Agent PortalProcess policy changes (endorsements)3348%
Liberty Mutual Agent Portal → Applied EpicProcess policy changes (endorsements)3219%
Adobe Acrobat → The Hartford Agent PortalRenewal review and remarketing3113%
The Hartford Agent Portal → Applied EpicProcess policy changes (endorsements)2715%
Adobe Acrobat → Liberty Mutual Agent PortalRenewal review and remarketing229%
Liberty Mutual Agent Portal → Microsoft ExcelRenewal review and remarketing130%

The rest were retyped by hand. Detected from a value seen in one app reappearing in a field being edited in another; the values themselves are never stored.

Possible entry errors: 8% of values retyped from Travelers Agent Portal into Applied Epic were one character off from the source.

What you told us vs. what we measured

What the team's leads estimated at the start, next to what was measured. Differences of 8 points or more are worth a conversation: they usually mean hidden work, or work that has quietly moved elsewhere. This time: Renewal review and remarketing.

TaskEstimated shareMeasured share
Renewal review and remarketing25%12%less than expected
Issue certificates of insurance20%20%
Process policy changes (endorsements)20%20%
Answer client coverage questions15%21%
Report new claims (first notice of loss)5%5%

Measured shares are of tracked work; meetings and chat are not tracked.

How the work actually flows → · Where AI agents fit →

What this means for resourcing

How this was measured

HourBack observed 8 people for about 1 week(s). Results are team totals only; groups smaller than 5 are never reported, and no individual data is available to anyone at the company. Chat, meetings and personal apps were not captured, so total hours are lower than paid hours. Ranges are first-year estimates after review time, exceptions and adoption; the low end is the planning number. Dollar values use $48/hour for Commercial Lines Account Manager / CSR (loaded hourly cost, provided by sample figures). Yearly values assume 46 working weeks.