Improve law-firm intake assignment using practice area, jurisdiction, source, urgency, language, intake capacity, conflict status, and mature engagement 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 qualified prospective-client inquiries and consultations. The approach should be validated on mature outcomes before live use.
Legal inquiries differ by practice area, jurisdiction, urgency, case posture, source, language, and complexity. Intake assignment must first respect conflicts, attorney licensing, firm policy, and confidentiality.
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.
Lithium Six should support intake assignment, not provide legal advice, determine case merit, or replace conflict review and attorney judgment. Confidential and privileged facts require strict handling.
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-intake-to-consultation rate | Measures whether assignment creates value across qualified prospective-client inquiries and consultations. | Compare appointments that have had enough time to reach an outcome |
| Consultation-to-engagement rate | Measures whether assignment creates value across qualified prospective-client inquiries and consultations. | Compare similar periods, lead sources, and assignment approaches |
| Signed matters per qualified inquiry | Measures whether assignment creates value across qualified prospective-client inquiries and consultations. | Compare appointments assigned to recommended representatives |
| Speed to first response | Measures whether assignment creates value across qualified prospective-client inquiries and consultations. | Review prediction accuracy alongside actual sales and revenue |
| Revenue per accepted matter cohort | Measures whether assignment creates value across qualified prospective-client inquiries and consultations. | 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 qualified prospective-client inquiries and consultations. 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.
Lithium Six should support intake assignment, not provide legal advice, determine case merit, or replace conflict review and attorney judgment. Confidential and privileged facts require strict handling.
Assign personal-injury inquiries using jurisdiction, matter category, source, timing, language, intake availability, conflict status, and validated engagement outcomes.
Industry guideImprove family-law consultation assignment using jurisdiction, matter category, urgency, source, language, attorney availability, conflicts, and engagement 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.
