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Sample Blueprint

AI Opportunity Assessment · Deliverable

AI Opportunity
Blueprint

Where AI can create the greatest impact in your business — and how to move forward with confidence.

Prepared for
Brookhaven Insurance Group
Prepared by
Guilix Solutions
Date
August 2026

Confidential — prepared exclusively for Brookhaven Insurance Group. Not for distribution.

This is an illustrative sample prepared by Guilix Solutions to show the structure and depth of a real AI Opportunity Blueprint. Brookhaven Insurance Group is a fictional company; all findings, figures, and recommendations shown here are representative examples, not actual client data or results.

Executive Summary

Where AI creates the greatest impact for Brookhaven

Brookhaven Insurance Group has built a trusted, multi-office agency over more than two decades, but growth has outpaced the manual processes behind it. Application intake, carrier submissions, and renewal reviews all still run on staff hours that scale linearly with policy count.

6
AI opportunities identified across five functions
~18
Account manager hours reclaimed per week in Phase 1
$620K
Estimated annual premium retained through earlier renewal reviews
12
Month roadmap from quick wins to full rollout

Our assessment found that Brookhaven's biggest constraint isn't producer headcount or market access — it's the number of account manager hours consumed by re-entering the same client data by hand: transcribing an application into the agency management system, then re-keying it again into four or five carrier portals, then rebuilding a comparison spreadsheet from scratch. These are precisely the tasks AI is best suited to absorb.

We recommend starting with two low-effort, high-impact changes — AI-assisted application intake and self-serve certificate of insurance issuance — both deployable within the first eight weeks. Together they free the service team's time to work the renewal book proactively, which is where the real retention risk sits.

What’s inside this Blueprint

  1. 01Business & Workflow Analysis
  2. 02Bottleneck Identification
  3. 03AI Opportunity Map
  4. 04Prioritized Recommendations
  5. 05Solution & Technology Guidance
  6. 06Implementation Roadmap
01
Business & Workflow
02
Bottlenecks
03
Opportunity Map
04
Recommendations
05
Solution & Tech
06
Roadmap

01 — Business & Workflow Analysis

Getting to know the agency

“A clear view of how key processes operate today, including where time, effort, and resources are being lost.”

Agency Snapshot

  • BusinessIndependent insurance agency — personal, commercial P&C & small group benefits
  • Founded1998
  • Employees62
  • Offices4 (Charlotte, Raleigh, Greensboro, Wilmington)
  • Annual premium volume placed$210M
  • Active policies~15,200

What Leadership Wants

  • Protect retention as the market hardens and premiums keep rising
  • Win new commercial accounts faster than agencies still quoting by hand
  • Close the gap on E&O exposure created by rushed, last-minute renewals
  • Free account managers from repetitive paperwork so they can spend more time advising clients

How this was assessed: three weeks on site and remote, including structured interviews with the agency principal, commercial and personal lines managers, and department leads; half-day shadowing sessions with the new-business intake and renewal review teams; and a review of the agency management system, comparative rating tools, and carrier portals in use today.

01
Business & Workflow
02
Bottlenecks
03
Opportunity Map
04
Recommendations
05
Solution & Tech
06
Roadmap

01 — Business & Workflow Analysis (continued)

Mapping the quote-to-bind workflow

We walked the path a single new commercial submission takes from first inquiry to bound policy, timing each step and noting who owns it. Four of the six steps depend entirely on manual effort.

01
Inquiry received
Producer
Phone / email / referral
→
02
Manual application intake
Account Manager
30 min
Manual — bottleneck
→
03
Carrier submission
Account Manager
45 min
Manual — bottleneck
→
04
Quote comparison & proposal
Account Manager
15 min
Manual — bottleneck
→
05
Client presentation & bind
Producer
25 min
→
06
Policy issuance & file setup
Account Manager
12 min
Manual — bottleneck
Manual step, flagged as a bottleneck in the assessment

Figure 1. Current-state quote-to-bind workflow for new commercial accounts, Brookhaven Insurance Group.

127 min
total active handling time per submission, start to bind
~80%
of that time sits in the four manual steps flagged above
4 of 6
steps have no automated check in place before work moves forward

Handling time alone understates the real cost: contested submissions often sit in an account manager's queue between steps 3 and 4 while carrier quotes trickle in over several days, stretching the effective cycle well past this 127-minute baseline. The next section names each bottleneck individually and sizes its impact.

01
Business & Workflow
02
Bottlenecks
03
Opportunity Map
04
Recommendations
05
Solution & Tech
06
Roadmap

02 — Bottleneck Identification

Five bottlenecks limiting growth and retention

“Identify repetitive work, manual processes, delays, and friction points that are limiting efficiency or growth.”

01

New-business application intake is manual and incomplete

Account managers manually transcribe client-provided ACORD applications, prior declarations pages, and loss runs into the agency management system, with no automated check for missing information until underwriting flags it.

35%
of new-business submissions require a follow-up round to fill gaps
02

Certificates of insurance consume disproportionate service time

The service team fields roughly 60 certificate requests a week by phone and email, each requiring a manual pull of policy data from the agency management system and manual issuance.

60/wk
certificate requests handled manually by the service team
03

The same submission gets rekeyed into every carrier portal

For a typical commercial account, account managers manually re-enter the same underwriting data into four to six different carrier rating portals, since no two carriers accept a shared submission format.

4–6×
the same submission data is manually re-keyed per commercial account
04

Renewals are reviewed reactively, in the final stretch before expiration

Most renewals get a real coverage review only in the final two weeks before the expiration date, leaving little room to shop the market, close coverage gaps, or pursue cross-sell.

12 days
average lead time between renewal review and policy expiration
05

Claims status updates are relayed manually, not proactively

When an insured calls about a claim, CSRs log into carrier claims portals individually to check status and call the client back, rather than the client hearing about a status change proactively.

1 in 5
inbound calls each week are claims-status check-ins, not new business
01
Business & Workflow
02
Bottlenecks
03
Opportunity Map
04
Recommendations
05
Solution & Tech
06
Roadmap

03 — AI Opportunity Map

Where AI can create value across the agency

“A structured view of where AI could create meaningful value across your operations.”

New Business Intake

AI-assisted application intake

Extracts client data from ACORD forms, loss runs, and email attachments directly into the agency management system, so account managers review instead of retype.

Client Service

Self-serve certificate of insurance issuance

Lets clients request and receive routine certificates instantly, without a phone call or manual policy lookup.

Commercial Lines Marketing

Multi-carrier submission assistant

Fills carrier rating portals from one shared submission record instead of re-keying the same data four to six times.

Renewals & Retention

Proactive renewal review assistant

Flags exposure changes, coverage gaps, and cross-sell opportunities 90 days out, not two weeks out.

Claims Support

Claims status assistant

Checks carrier claims portals automatically and notifies clients of status changes before they have to call and ask.

Personal Lines

AI-assisted personal lines quoting

Longer-term candidate to speed up auto and home rating once the commercial-lines workflow is proven out.

01
Business & Workflow
02
Bottlenecks
03
Opportunity Map
04
Recommendations
05
Solution & Tech
06
Roadmap

04 — Prioritized Recommendations

Six opportunities, ranked by impact and effort

“Opportunities ranked by potential impact, practicality, complexity, and business value so you know what to address first.”

QUICK WINS MAJOR PROJECTS FILL-INS RECONSIDER Low effort High effort Low High Business impact 1 2 3 4 5 6

Figure 1. Business impact plotted against implementation effort for all six recommendations.

OpportunityFunctionImpactEffort
1AI-assisted application intakeNew Business IntakeHighLow
2Self-serve certificate of insurance issuanceClient ServiceHighLow
3Multi-carrier submission assistantCommercial Lines MarketingHighMedium
4Proactive renewal review assistantRenewals & RetentionHighMedium
5Claims status assistantClaims SupportMediumMedium
6AI-assisted personal lines quotingPersonal LinesMediumHigh
01
Business & Workflow
02
Bottlenecks
03
Opportunity Map
04
Recommendations
05
Solution & Tech
06
Roadmap

05 — Solution & Technology Guidance

Matching each priority to the right kind of AI

“Recommendations for the types of AI capabilities, tools, and integrations best suited to each priority.”

We favor solutions that work with the systems Brookhaven already runs — its agency management system and carrier portals — rather than introducing new platforms staff have to learn from scratch. Every recommendation below is scoped as an addition to the existing stack, not a replacement of it.

OpportunityAI CapabilityIntegration Approach
1AI-assisted application intakeDocument & form parsing + structured data extractionReads inbound applications, loss runs, and prior declarations pages, pre-filling entries directly in the existing agency management system — no AMS replacement required.
2Self-serve certificate of insurance issuanceRules-based document generation, client-facingPulls current policy data from the AMS and issues standard certificates instantly through a client portal, with exceptions routed to a person.
3Multi-carrier submission assistantStructured data mapping + automated form-fill across portalsUses one shared submission record to populate each carrier's rating portal, instead of a new comparative-rating platform.
4Proactive renewal review assistantPredictive risk & coverage-gap analysisFlags exposure changes and coverage gaps 90 days ahead of expiration, surfaced inside the AMS renewal workflow account managers already use.
5Claims status assistantCarrier portal monitoring + automated client notificationChecks carrier claims systems on a schedule and notifies the client and CSR of status changes — no new claims system introduced.
6AI-assisted personal lines quotingAutomated rating & comparisonEvaluated in Phase 3, once baseline data and process from the commercial lines workflow are proven out.
01
Business & Workflow
02
Bottlenecks
03
Opportunity Map
04
Recommendations
05
Solution & Tech
06
Roadmap

06 — Implementation Roadmap

A 12-month path from quick wins to scale

“A practical, phased path for turning the highest-priority opportunities into working solutions.”

Phase 1
Phase 2
Phase 3
M1
M2
M3
M4
M5
M6
M7
M8
M9
M10
M11
M12
1AI-assisted application intake
2Self-serve COI issuance
3Multi-carrier submission assistant
4Proactive renewal review assistant
5Claims status assistant
6AI-assisted personal lines quoting
Active build / rollout
Scoping & evaluation only

Figure 3. Twelve-month implementation timeline across all six recommendations.

We sequence work so each phase is funded by the results of the one before it: Phase 1's quick wins prove the approach with minimal disruption, Phase 2 rolls the same pattern out to the systems that touch the most premium volume, and Phase 3 extends what's working to the rest of the agency. The next page details what each phase delivers, who owns it, and what has to be true before we move to the next one.

01
Business & Workflow
02
Bottlenecks
03
Opportunity Map
04
Recommendations
05
Solution & Tech
06
Roadmap

06 — Implementation Roadmap (continued)

What each phase delivers, and what has to be true to advance

Every phase ends with a clear exit bar — we don't move to the next one on a calendar date alone.

Phase 1 — Foundation & Quick Wins
Weeks 1–8
  • Pilot AI-assisted application intake for new commercial submissions — Director of Commercial Lines + Guilix
  • Launch self-serve certificate of insurance issuance for the top 20% of commercial accounts by COI volume — Client Service Manager
  • Stand up a baseline metrics dashboard to track intake time and certificate turnaround — Guilix

Exit criteria to advance

Application intake time down ≥50% at the pilot; certificate turnaround under 5 minutes for self-serve requests; no increase in submission error rate.

Team involved

Renée Alvarez (principal, exec sponsor), Director of Commercial Lines, Client Service Manager, 2 Guilix implementation consultants.

Phase 2 — Core Systems
Months 3–7
  • Roll out the multi-carrier submission assistant across all commercial lines producers — Director of Commercial Lines
  • Launch the proactive renewal review assistant, starting with accounts renewing in the next 120 days — Renewals Manager
  • Extend self-serve certificate issuance to the full commercial book — Client Service Manager

Exit criteria to advance

≥70% of commercial submissions routed through the submission assistant; all renewals reviewed ≥90 days out; certificate call volume down ≥60%.

Team involved

Adds the Renewals Manager and the agency management system administrator.

Phase 3 — Scale & Optimize
Months 8–12
  • Launch the claims status assistant across all active claims — Client Service Manager + Guilix
  • Extend the renewal review assistant to personal lines accounts — Personal Lines Manager
  • Scope AI-assisted personal lines quoting as a candidate for Phase 4 — Personal Lines Manager

Exit criteria to advance

Claims-status call volume down ≥50%; renewal review process live agency-wide across commercial and personal lines; Phase 4 business case drafted.

Team involved

Adds the Personal Lines Manager and a claims liaison at each of the four offices.

Projected Impact

What success looks like in year one

These figures are estimates based on current volumes and staffing, intended to size the opportunity — not a guarantee of results.

MetricTodayYear one target
New-business application intake time30 min→10–12 min
Carrier submission time (per account)45 min→15 min
Certificate of insurance turnaroundHours (phone / email)→Under 5 min
Renewal review lead time12 days→90+ days
Claims-status call volume1 in 5 inbound calls→Under 1 in 10

Figures are illustrative estimates for this sample scenario, not measured results from an actual engagement.

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Email
guilix@guilix.ai
Web
guilixsolutions.com