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Table Figure 1 Revenue operations & AI

The sales capacity planning architecture

Reconcile corporate top-down ARR targets with bottom-up rep ramp curves, expected attrition, and pipeline coverage ratios.

Capacity ParameterOperational MechanismStandard Enterprise BenchmarkGovernance Defect if Omitted
Ramp Factor ($r_i(t)$)Productivity discount during onboarding3 to 9 months to full quotaNew hires expected to produce on Day 1
Attrition Buffer ($a_i(t)$)Regretted and un-regretted rep turnover15% to 25% annual sales turnoverPipeline evaporates when vacated territories stall
Attainment Realism ($\alpha$)Historical percentage of quota achieved70% to 80% blended team attainmentPlan assumes 100% of reps hit 100% of quota
Selling Time ConstraintActual hours spent customer-facing32% to 38% of total weekly working hoursReps overwhelmed by administrative data entry
Support RatiosAE-to-SDR and AE-to-SE staffing1:1 SDR ratio; 2:1 Solutions Engineer ratioAccount executives starved of technical support

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Reference & Evidence

Source: Author's sales capacity framework grounded in salesforce control systems and lead management literature from Cravens et al. (1993), Sabnis et al. (2013), and de Oliveira Santini et al. (2019).