Dial counts show effort, not business progress. A useful commercial insurance prospecting scorecard separates activity, qualified response, producer handoff, quote, bind, retention, and economics. Each stage answers a different management question, and none should be used as shorthand for the others.
The best scorecard is maintainable, strict, and detailed enough to expose breaks.
Measure activity without confusing touches and accounts
Activity is the work initiated by the outreach system. It may include approved calls, emails, LinkedIn actions, and research tasks.
Track activity by channel, unique accounts, relevant contacts, eligibility pauses, missing-evidence reviews, duplicates, and prior-contact exclusions.
One account can receive several touches. Counting each as a new prospect inflates the market. Keep activity and unique-account counts.
Activity is useful for diagnosing workload, channel execution, and coverage of the approved market. It does not establish that the market is interested or that producers received opportunities.
Define qualified response before counting it
A response can be positive, negative, administrative, irrelevant, or a correction. “Someone replied” is not necessarily a qualified response.
An agency’s definition might require a relevant contact, appetite fit, a coverage need in scope, willingness to take a next step, and enough context for review.
Create dispositions such as:
| Response type | Example treatment |
|---|---|
| Qualified | Route for handoff review |
| Potential or on hold | Preserve for follow-up without calling it a new handoff |
| Not interested | Record outcome and respect contact policy |
| Wrong contact | Correct the record and research |
| Ineligible | Record the hard-gate reason |
| Ambiguous | Review rather than forcing a positive label |
The qualified response rate can be calculated as:
Qualified response rate = qualified responses ÷ eligible unique accounts worked
Use the agency’s observed value internally. Do not publish proprietary conversion rates as a general customer expectation.
Track whether handoffs are accepted and acted on
A handoff occurs when a producer accepts ownership of a qualified response and its context.
Track handoffs offered, accepted, rejected, or reassigned; rejection reasons; time to first producer action; next steps; missing context; and follow-up status.
Two useful formulas are:
Handoff acceptance rate = accepted handoffs ÷ offered handoffs
Median follow-up delay = median(first producer action time − acceptance time)
Median delay limits distortion from a few long-open items. No timing target fits every agency; set a rule from business hours, channel, staffing, and prospect expectations.
A producer-ready handoff may include account, contact, source, appetite, timing, conversation, channel, consent, and next-step details when available. Contact depth varies, so missing fields should remain visible.
Define the quote stage precisely
“Quoted” can mean that an application started, a submission reached a carrier, terms were received, or a proposal was presented. Pick the milestone that matters to the agency and name it accurately.
Quote metrics may include applications, complete submissions, terms received, proposals presented, time to the selected milestone, and reasons opportunities stopped.
The transition formula is:
Quote progression rate = quote-stage opportunities ÷ accepted handoffs
Interpret the result alongside underwriting barriers. Low progression may arise from appetite mismatch, incomplete information, producer capacity, prospect withdrawal, carrier conditions, or the agency’s own quote definition.
Do not treat renewal timing as proof that an account should quote. Timing can prioritize outreach; eligibility and prospect engagement still determine progression.
Keep binds distinct from quote activity
A bind is placed coverage under the agency’s definition. This lagging result is affected by pricing, terms, underwriting, buyer decisions, and producer execution.
Track bound accounts, consistently defined premium or agency revenue, coverage lines, elapsed time, quote-to-bind progression, and loss reasons.
Calculate:
Quote-to-bind rate = bound accounts ÷ quote-stage opportunities
This rate should be segmented cautiously. A small number of large or complex accounts can create unstable results. It is an internal diagnostic, not a guaranteed outcome.
Add retention before declaring economic success
Acquisition quality is incomplete at bind. An account may require substantial service, fail to renew, or produce revenue different from the initial estimate.
Choose a retention observation point appropriate to the book. Track active accounts, retained revenue, service burden, relevant expansion, cancellation reasons, and post-bind data problems.
Keep account retention and revenue retention separate:
Account retention = retained accounts ÷ accounts eligible for the review
Revenue retention = retained agency revenue ÷ agency revenue eligible for the review
Exclude accounts that have not yet reached the review point from the denominator. Otherwise, a new cohort can make retention appear better or worse without enough elapsed time.
Connect the stages to economics
Prospecting economics should include external cost, internal labor, and service burden.
Define:
- P = program, data, and outreach cost
- L = internal labor and tools
- N = bound accounts
- R = retained agency revenue over the selected horizon
- S = service cost over that horizon
Then:
Acquisition cost per bound account = (P + L) ÷ N
Contribution after acquisition and service = R − P − L − S
If no accounts have bound, report program cost and stage evidence rather than inventing a projected per-bind result. If retention has not matured, label revenue as expected or preliminary.
For example, $18,000 of acquisition cost across 3 binds equals $6,000 per bind. If retained revenue is $30,000 and service cost is $6,000, contribution is $6,000. These values demonstrate arithmetic, not expected performance.
Build a scorecard that exposes bottlenecks
| Layer | Core measures | Management question |
|---|---|---|
| Activity | Unique accounts, channel actions, evidence exceptions | Did the approved work occur? |
| Qualified response | Qualified count, dispositions, corrections | Did relevant people engage? |
| Handoff | Acceptance, rejection, ownership, follow-up delay | Could producers act on the context? |
| Quote | Defined quote milestone, progression, barriers | Could the agency advance the risk? |
| Bind | Placed accounts, elapsed time, loss reasons | Did coverage get placed? |
| Retention | Account and revenue retention, service burden | Did the business remain valuable? |
| Economics | Acquisition cost, retained revenue, contribution | Is the system worth continuing? |
Review transitions by niche, cohort, and period. Avoid slicing small cohorts until random variation looks meaningful.
Use metrics to make operating decisions
Different bottlenecks call for different action. High activity with little relevant contact points to evidence or selection. Few qualified responses point to appetite, timing, or message. Rejected handoffs point to qualification. Slow action points to capacity or ownership. Weak quote progression points to underwriting fit or missing information. Quotes without binds point to competitiveness, terms, or producer process. Weak retention points to economic fit.
Change one major variable at a time when feasible and record the date. Otherwise, the team may see movement without knowing what caused it.
Include limitations beside the numbers
Every review should note cohort size, observation period, definition changes, data gaps, producer or carrier changes, market conditions, immature outcomes, and channel or targeting changes.
Prospecting metrics describe a system under specific conditions. They do not guarantee future results, and they do not prove causation by themselves.
Use this reporting checklist
- Activity and unique accounts are separate.
- Qualified response has a written definition.
- Follow-ups are not recounted as new handoffs.
- Handoff ownership and quote milestones are clear.
- Quotes, binds, and retention remain separate.
- Economics include internal labor and service cost.
- Limitations accompany interpretation.