Start with the right cohort
Routine service calls and high-value project estimates should not be forced into one outcome model.

Rank eligible plumbing sales reps for sewer, repipe, water treatment, remodel, and other considered projects using appointment-level evidence from your CRM.
Separate transactional service dispatch from high-consideration estimates where agent choice can materially affect the outcome.
Optimize assignment of plumbing estimates and high-value sales opportunities using job type, urgency, source, property, market, and rep performance.
Many plumbing businesses mix emergency service, diagnostic calls, membership work, and major project estimates in one CRM. Assignment modeling should focus on the opportunities where a sales decision and a meaningful rep choice actually exist.
For repipes, sewer replacements, water treatment, excavation, and larger remodel work, source, urgency, property, financing, and homeowner context may interact with individual rep strengths.
Routine service calls and high-value project estimates should not be forced into one outcome model.
Sewer, repipe, filtration, remodel, and commercial estimates involve different expertise and objections.
Licensing, equipment, territory, schedule, and technical coverage determine who can be considered.
Appointment context should describe the opportunity before the rep is chosen.
The ranking layer should not interfere with field operations.
| Measurement | Why it matters for Plumbing | How to use it |
|---|---|---|
| Estimate win rate | Core outcome for considered projects | Exclude transactional service where no sales choice exists |
| Gross profit per estimate | Reflects project economics | Use when margin data is reliable and timely |
| Job-type performance | Shows where rep fit may differ | Smooth sparse categories |
| Time from estimate to win | Supports outcome maturity | Calculate from explicit sold jobs |
Connect estimate dates, job categories, sources, assigned reps, properties, outcomes, and project value to a consistent appointment-level record.
Measure whether agent performance changes across job types, urgency, source, property, customer, and market contexts rather than relying on one global close rate.
Estimate the opportunity while respecting eligibility, availability, territory, and realistic workload limits.
Return a ranked list of eligible agents where the team already makes the assignment decision.
Isotope Labs provides a complimentary CRM integration and historical evaluation before recommending a live rollout. You receive the evidence, limitations, operating requirements, and a clear next step.
No. Lithium Six works as an assignment intelligence layer. The CRM remains the system of record while Lithium Six evaluates the eligible agent options for an appointment.
The answer depends on appointment volume, outcome quality, team size, and how often agents appear across different prospect types. Isotope Labs begins with a complimentary data-readiness and historical fit review.
Yes. Recommendations can be limited to agents who meet the client's eligibility, availability, territory, licensing, and other operating rules.
That is the objective: make a better assignment decision with the appointments already being generated. The historical evaluation determines whether the client's data supports a credible opportunity before rollout.
Continue with practical guidance, evaluation criteria, and next steps.
CalculatorContinue with practical guidance, evaluation criteria, and next steps.
Data guideContinue with practical guidance, evaluation criteria, and next steps.
Share a representative CRM export or connect your data. Isotope Labs will evaluate data readiness, agent-performance variation, and the potential value of model-guided assignment at no charge.