DenQAI decision lab

Team continuity and learning system

Separate likely continuity from verified competence, workflow coverage, cross-training, and learning speed.

Use this ifYou need to test an assumption before spending money, signing a contract, or treating a composite score as an answer.

DecisionIdentify the viable path, the downside case, the assumption that breaks it, and the next diligence request.

Evidence neededUser-entered records, source dates, verification states, actual contract and schedule data, provider activity, procedure history, staffing, and cash timing.

Work productA transparent calculation with exposed formulas, limitations, stop-and-verify conditions, and a printable decision record.

Method, stop-and-verify condition, and required review

Method: Use ranges and scenario stress; keep illustrative defaults separate from user data; never let a composite score override a non-negotiable gate.

Stop and verify: Do not treat results as an appraisal, diagnosis, legal conclusion, coding source, lender approval, or substitute for primary records.

Human review: Buyer, dental CPA, lender, counsel, clinical reviewer, benefits specialist, and operator according to the calculator.

Last reviewed: July 24, 2026

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Calculator 07

Team continuity without age discrimination

Measure coverage, cross-training, lawful availability information, compensation, and succession depth. Age is not an input and long tenure is not a defect.

Total staffAverage tenureyearsStaff under one yearKey operating rolesRoles with one trained personCross-trained backupsLikely exits in 24 monthsUse only voluntarily disclosed, lawfully obtained plans.Open critical rolesEstimated payroll reset%Market wage and benefit normalization.Verified role competency%Observed or tested ability—not a self-rating.Critical workflows documented%Structured training / staff / monthhoursMedian days to first denial actiondaysA/R with no current owner or action%

Single-covered key roles3 of 6

Uncovered after backups2

Team under one year18%

Voluntarily disclosed 24-month exits18%

Payroll normalization8%Apply to the full pro forma

Verified role competency72%

Critical workflows documented60%

Structured training4 hours / staff / month

Denial first touch5 days

Unowned / unworked A/R8%

Lawful diligence boundary

Ask whether roles, schedules, and availability are expected to continue; do not ask employees to reveal protected health information or use age as a retirement proxy. Employment counsel should design interviews and retention decisions.

Method, not magic

Every output should create a diligence request.

01Reconcile

Use adjusted production, collections, units, provider days, patients, and source reports. One percentage cannot carry the conclusion.

02Segment

Separate provider, procedure family, payer, patient cohort, and month. A blended average can hide the exact thing the buyer will lose.

03Stress

Run buyer-fit, staff-loss, no-show, denial, wage-reset, and entrant cases. Record the case that breaks the deal.