Rank eligible commercial-insurance producers using industry, coverage need, company size, geography, source, account complexity, capacity, and mature outcomes.
Start with historical appointments, realistic eligibility rules, and outcomes that have had time to mature.
Organizations can improve assignment by ranking eligible representatives for each qualified opportunity using context available before the conversation, while preserving licensing, territory, capacity, and other operating rules. In this market, the relevant opportunities include commercial property, liability, workers compensation, fleet, and package opportunities. The approach should be validated on mature outcomes before live use.
A small contractor package, a restaurant, a professional-services firm, and a multi-state fleet require different carrier relationships, coverage expertise, and sales cycles. The right producer fit starts with account type and eligibility.
Lithium Six tests whether those differences create repeatable representative-opportunity fit on held-out history. It does not assume a demographic, source, project, or salesperson effect before the evidence supports it.
Use approved business and operational context. Do not use protected personal traits or make carrier underwriting and pricing decisions through the assignment model.
Use fields that are known before the sales conversation begins.
Rank only representatives who can realistically receive the appointment.
| Measurement | Why it matters | How to use it |
|---|---|---|
| Qualified-opportunity win rate | Measures whether assignment creates value across commercial property, liability, workers compensation, fleet, and package opportunities. | Compare appointments that have had enough time to reach an outcome |
| Written premium per opportunity | Measures whether assignment creates value across commercial property, liability, workers compensation, fleet, and package opportunities. | Compare similar periods, lead sources, and assignment approaches |
| Time to proposal | Measures whether assignment creates value across commercial property, liability, workers compensation, fleet, and package opportunities. | Compare appointments assigned to recommended representatives |
| Multi-line attachment | Measures whether assignment creates value across commercial property, liability, workers compensation, fleet, and package opportunities. | Review prediction accuracy alongside actual sales and revenue |
| Retention at renewal | Measures whether assignment creates value across commercial property, liability, workers compensation, fleet, and package opportunities. | Check for changes in lead mix and team performance before changing your approach |
Isotope Labs organizes your appointments, representative assignments, and outcomes into a history we can evaluate, using information available before each assignment.
We test predictions against historical outcomes kept separate from model training to identify reliable matches between opportunities and sales representatives.
We evaluate historical assignment scenarios that reflect representative eligibility, territories, availability, and workload limits.
See which recommendations your team uses and how those appointments perform, including close rate and revenue per appointment as outcomes become available.
Organizations can improve assignment by ranking eligible representatives for each qualified opportunity using context available before the conversation, while preserving licensing, territory, capacity, and other operating rules. In this market, the relevant opportunities include commercial property, liability, workers compensation, fleet, and package opportunities. The approach should be validated on mature outcomes before live use.
No. The CRM remains the system of record. Lithium Six uses approved CRM data to evaluate and return a ranked list of eligible representatives.
The useful amount depends on appointment volume, team size, outcome quality, and opportunity variety. Isotope Labs begins with a complimentary data-readiness review.
Yes. Recommendations can be limited by territory, availability, skills, licensing, capacity, and other client-defined eligibility rules.
Use approved business and operational context. Do not use protected personal traits or make carrier underwriting and pricing decisions through the assignment model.
Improve independent-agency sales using product-aware assignment, producer eligibility, source context, cross-sell opportunities, capacity, and measurable policy outcomes.
Industry guideRank eligible health-insurance producers using market, product, employer or household context, source, timing, language, availability, and mature outcomes.
Strategy guideReview the fields, definitions, and history needed for a credible evaluation.
Share a representative CRM export or connect your data. Isotope Labs will evaluate data readiness, representative-performance variation, and the potential value of model-guided assignment before a live rollout.
