Law firms deploying this system typically target 30-45% reductions in eDiscovery preparation costs within the first 90 days, driven by automated privilege log population and custodian assignment. Realization rates improve meaningfully as non-billable administrative hours compress - paralegals shift from document coding to substantive paralegal work, and partners stop approving routine conflict checks and metadata tagging. The working targets: client intake-to-engagement timelines shrink from 5-7 business days to 24-48 hours, improving client satisfaction and allowing firms to capture fixed-fee work at higher effective hourly rates, and non-billable administrative time across operations drops 20-30% in the first quarter.
ROI compounds significantly over 12 months post-deployment. As the system learns your firm's document patterns and matter types, extraction accuracy improves month-over-month, reducing exception reviews and further compressing paralegal review cycles. Associate utilization increases as junior timekeepers spend less time on document processing and more on billable substantive work - the business case targets 8-12% improvements in associate leverage ratios within 6 months. Partner capacity freed from administrative review is worth modeling at 50-100 additional billable hours per partner annually. By month 12, the business case targets sustained eDiscovery cost reductions and realization gains that hold quarter over quarter, benchmarked at 3-5x implementation and licensing costs - set against your own baseline up front, not promised.