OrosAtlasTM Real outputs · Example agency

Same question. Only one AI knows the agency.

Each pair below was copied from real chats. One answer comes from a fresh AI chat with no context. The other comes from the same kind of chat calibrated with OrosAtlas for Harbor Ridge Insurance Group, a fictional agency we use for testing.

The prompt, word for word
Walk me through how we handle a new commercial lead, from first call to quote.
UncalibratedFresh chat, no agency context

What stands out

  • It opens by saying it doesn't have your agency's documented workflow.
  • Every role is generic: "producer," "account handler," "marketing team."
  • It ends by asking you who owns leads, where they come from, and how you track work. In other words, it asks you to explain your agency again.
The full answer

Let's walk through the new commercial insurance lead process from the moment a prospect calls until we deliver a quote. The goal is to understand what happens at each step, who owns it, what information is needed, and where leads can get stuck as the business grows.

I don't have your agency's documented workflow available, so I'll lay out a practical baseline for a commercial insurance agency. We can then adapt it to how your team actually operates.

New commercial lead: first call to quote

1. First contact and lead capture

Owner: whoever receives the lead

Answer the call or respond to the referral, website inquiry, or email. Capture the prospect's business name, contact details, industry, location, type of coverage needed, current carrier, and renewal date.

Exit condition: The lead is recorded, and someone is accountable for the next step.

2. Initial qualification

Owner: producer or assigned account representative

Determine what the business does, how large it is, what exposures it has, what prompted the inquiry, and whether the account fits your agency's appetite and capabilities.

Exit condition: A clear decision to pursue, gather more information, refer elsewhere, or decline.

3. Discovery and exposure gathering

Owner: producer, with service-team support as needed

Understand the prospect's operations, payroll, revenue, employees, vehicles, property, subcontractors, loss history, existing policies, and contractual requirements as relevant to the requested coverage.

Exit condition: Enough reliable information to identify coverage needs and approach appropriate markets.

4. Application and submission preparation

Owner: assigned account handler or producer

Collect the necessary applications, loss runs, current policies, schedules, supplemental forms, and supporting documents. Resolve missing information before sending the submission to underwriting.

Exit condition: A complete, internally reviewed submission package.

5. Market selection and underwriting

Owner: producer or marketing team

Select suitable carriers or wholesalers, check appetite and eligibility, submit the risk, track responses, and answer underwriter questions. Avoid unnecessary duplicate submissions and overlapping market access.

Exit condition: One or more viable indications or quotes, or a documented reason the risk cannot be placed.

6. Quote review and delivery

Owner: producer, with account-team support

Compare premium, limits, deductibles, exclusions, endorsements, subjectivities, payment terms, and effective dates. Confirm that the proposed coverage meets the prospect's needs, then explain the options and next steps.

Exit condition: The prospect receives a clear, accurate quote and understands what is required to move forward.

Where the process usually breaks first

As lead volume increases, these are the handoffs I'd pay closest attention to.

Potential bottleneckWhat it looks likeWhat to put in place
Lead intakeCalls, referrals, and emails aren't consistently loggedOne lead record and a named owner for every inquiry
Follow-upProspects wait too long for a responseDefined response-time target and follow-up reminders
Information gatheringMultiple calls to chase the same missing detailsStandard intake checklist by line of business
Submission qualityUnderwriters repeatedly request missing informationPre-submission completeness review
MarketingThe same risk gets sent to too many markets, or no one tracks responsesCentral submission and carrier-tracking log
Quote deliveryQuotes arrive but aren't reviewed or presented promptlyAssigned quote owner and a delivery deadline

How I'd measure the workflow

Start with five simple metrics:

  • Lead response time: How quickly a new inquiry receives a meaningful response.
  • Qualification rate: Percentage of leads worth pursuing.
  • Submission turnaround: Time from first contact to a complete submission.
  • Quote turnaround: Time from complete submission to a usable carrier quote.
  • Lead-to-quote conversion: Percentage of new leads that ultimately receive a quote.

Track the time spent waiting on the prospect separately from time spent waiting on your team or the carrier. Otherwise, you won't know which part of the process needs fixing.

Let's make this specific to your team

One question first: Who typically handles a new commercial lead when it comes in?

1. Who owns the lead initially?
  • Producer / salesperson
  • Account manager / service team
  • Centralized sales or intake team
  • It varies by lead or referral source
2. Where do most leads come from?
  • Referrals and existing relationships
  • Producer prospecting / outbound sales
  • Website, phone, and inbound inquiries
  • A mix of sources
3. How is the work tracked?
  • CRM or agency management system
  • Spreadsheets, email, and shared inboxes
  • Mostly informal handoffs and individual follow-up
  • A combination of systems

With those answers, we can map the actual process from first call through quote delivery, identify who owns each handoff, and pinpoint what is most likely to break as lead volume grows.

Calibrated with OrosAtlasHarbor Ridge Insurance Group

What stands out

  • It knows the agency's sweet spot: businesses with 1–50 employees, especially contractors and professional service firms.
  • It names the team and their limits. Sarah leads first conversations, Daniel runs operations, and Roger can't quote until he's licensed.
  • It works in the agency's own systems: AgencyZoom, Applied Epic, and DocuSign.
  • It points to the agency's own procedures and templates, with checks that must pass before the work moves forward.
The full answer

At Harbor Ridge Insurance Group, a new commercial lead should move through a discovery-first, ownership-driven process: we acknowledge the inquiry, understand the business and its exposures, determine whether it is a good fit, gather accurate underwriting information, approach appropriate carriers, and then present a quote the business owner can understand. We do not rush straight to price. Our confirmed agency profile emphasizes small businesses, generally with 1–50 employees, particularly contractors and professional service firms. We want to understand the client's situation before quoting, protect the client through accuracy and compliance, and make sure someone owns the opportunity from the first contact through completion.

Harbor_Ridge_Agency_Profile_Confirmed.pdf

The workflow, from first call to quote

1. Receive the lead and own it

First contact · AgencyZoom + Applied Epic

Whoever receives the inquiry is responsible for moving it forward or explicitly handing it to a named person. Capture the business name, contact details, referral source, type of business, reason for calling, requested coverage, and any deadline or effective date mentioned.

Acknowledge the inquiry, explain the next step, and arrange a discovery conversation with Sarah, who retains initial commercial sales conversations under the confirmed role profiles.

Communication reference: COM-001, Welcome & Initial Contact; COM-002, Appointment Scheduling.

2. Conduct discovery before talking price

Sarah / authorized producer · Commercial risk discovery

Understand the business, not just the policy the prospect asked for. Find out what the business does, how it operates, what could interrupt its operations, what insurance it currently has, what concerns the owner, and what they want to accomplish.

Important discovery areas include:

  • Business operations, products or services, and ownership.
  • Employees, payroll, revenue, locations, property, and vehicles, as applicable.
  • Contracts and insurance requirements.
  • Current insurance, prior claims, and previous insurance frustrations.
  • Upcoming business changes, desired effective date, and decision-making priorities.

These are discovery areas, not a universal requirement to collect every item for every business. Explain why material questions matter and identify gaps rather than making assumptions.

Governing workflow: SOP-036, Commercial Risk Discovery & Exposure Analysis, alongside the general discovery standard in SOP-030.

3. Decide whether the risk is a good fit

Risk assessment · Before market submissions

Assess the exposures, the client's objectives, the quality of the information available, and whether the risk appears aligned with Harbor Ridge's capabilities and potential carrier appetite.

Harbor Ridge's commercial sweet spot is generally a business with 1–50 employees, particularly a contractor or professional service firm. An owner who may benefit from coordinating commercial and personal insurance is especially relevant.

If critical facts are missing, obtain clarification. If the risk is outside agency competence or likely carrier appetite, recognize that before spending time on a full submission. Do not promise that a carrier will accept the risk or that particular coverage will be available.

Gate: There is a documented understanding of the business, its objectives, its exposures, and the unresolved questions.

4. Gather documents and prepare the submission

Information request · Underwriting preparation

Request the applications, schedules, loss runs, existing policy information, supplemental forms, and other documents relevant to that specific risk. Securely request sensitive documentation where appropriate.

Before submission, verify the information is current, complete, and consistent. Check the business operations, ownership, revenue, payroll, locations, claims history, requested coverages, and relevant contracts as applicable. Resolve discrepancies where practical and flag anything that remains unknown.

Organize the information so an underwriter can understand the account without unnecessary back-and-forth.

Governing workflow: SOP-039, Commercial Submission Preparation Workflow. Communication reference: COM-004, Information Request.

5. Select markets and market the account

Carrier strategy · Submission tracking

Choose appropriate carrier markets based on verified business characteristics and documented appetite—not simply by sending the account everywhere.

Track where the account was submitted, what each carrier requires, outstanding questions, responses, and any potential market conflicts. Respect existing carrier relationships and avoid duplicate or conflicting submissions.

If underwriting asks for more information, the assigned owner coordinates the response and documents the outcome. Never invent appetite, pricing, carrier decisions, or coverage availability.

Governing workflow: SOP-040, Carrier Marketing Workflow.

6. Review the quotes and prepare the recommendation

Quote comparison · Proposal preparation

When carrier quotations arrive, review what was actually quoted against the client's documented needs. Compare material coverage terms, limits, deductibles, exclusions, conditions, premium, and outstanding underwriting requirements where applicable.

Identify differences and limitations instead of treating the lowest premium as automatically best. Confirm the proposal is supported by the information received and identify any assumptions or items that still need verification.

Gate: The options are sufficiently reviewed to explain what is being offered, how the alternatives differ, and what remains unresolved.

Governing workflows: SOP-038, Commercial Quote Comparison Workflow, and SOP-041, Commercial Proposal Presentation Workflow.

7. Deliver the quote and walk the owner through it

Quote delivery · Client decision

Present the recommendation in business terms: what risks matter, what protection each option provides, where meaningful differences exist, and what each option costs.

Invite questions, explain verified limitations, and be candid about anything still pending. Record the conversation, the options presented, the client's concerns, and the agreed next step.

Use COM-007, Quote Ready Notification, and COM-008, Quote Delivery, as appropriate. If the client needs time, use COM-009, Quote Follow-Up, and establish a specific follow-up date.

The process is not complete merely because a quote was emailed. Someone remains responsible for the opportunity until it is resolved or explicitly handed off.

Where the work is tracked

SystemPurpose at this stage
AgencyZoomNew-business quoting pipeline, lead status, and sales follow-up.
Applied EpicSystem of record for business information, documentation, and the activity trail.
DocuSignSignatures and paperwork when required.

The core operating rule is that a colleague should be able to pick up the account if the original owner is absent. Record the discovery findings, outstanding information, carrier activity, decisions, and next actions rather than relying on someone's memory.

Harbor_Ridge_Agency_Profile_Confirmed.pdf

Who owns what?

  • Sarah: Initial commercial sales conversations, established local business-owner relationships and referral partnerships, and genuinely material decisions or risks.
  • The assigned opportunity owner: Keeps the lead moving, coordinates the handoffs, ensures follow-up happens, and maintains clear documentation.
  • Daniel, Operations Manager: Owns day-to-day operational mechanics and process issues within his remit.
  • Roger: Can research prospects, organize business-focused prospect records, prepare approved outreach drafts, and develop the commercial prospecting workflow. Insurance solicitation, coverage discussions, advice, quoting, negotiation, and sales activities must wait until he is appropriately licensed and authorized.

These boundaries come from the confirmed agency and role profiles; a handoff does not automatically transfer accountability, and escalation to Sarah does not automatically mean she takes over the file.

Sarah_Whitmore_Role_Profile_Confirmed.pdf Roger Role Profile.pdf

The standard before a quote goes out

Before delivering the quote, the assigned owner should be able to answer four questions:

  1. Do we understand the business and what the owner is trying to protect?
  2. Is the information supporting the quote accurate, current, and sufficiently complete?
  3. Can we explain the material differences between the available options without guessing?
  4. Is the next step clear, documented, and owned by a named person?

If any material answer is no, resolve the issue or clearly identify what remains pending before representing the quote as ready. Client protection and accuracy come before speed or growth.

The central principle: discovery first, fit assessment second, complete submission third, disciplined carrier marketing fourth, and a clear, well-supported quote presentation last.

Answers are shown as the AI wrote them. Interactive buttons and checklists from the original chats appear here as plain text. The "What stands out" notes are ours. Harbor Ridge Insurance Group, its people, and its files are fictional test data.

OrosAtlas Agency Edition

Give your AI the context on your agency.

It installs into the ChatGPT or Claude account you already pay for. You calibrate it once, and it works from your agency, your team, and your way of doing things.

See the Agency Edition