ONE CONSTRAINT
PROVEN RESULTS

Proof, not promises

Every case study follows the same pattern: identify the constraint, remove it with AI, measure the ROCE. Here are the results.

Southwest Regional CPA Firm - Partner Review Bottleneck
Partner Review Bottleneck

Southwest Regional CPA Firm

$35M Revenue · 6 Partners · Phoenix, AZ

Challenge

All tax returns and audit workpapers required partner review. 4-week backlog during busy season. Partners billing 2,400+ hours. Unable to take on new clients despite strong demand.

Solution

Deployed AI-powered first-pass review system that flags exceptions and presents partners with judgment-only items. Redesigned review workflow to eliminate non-partner tasks.

68%
Reduction in partner review time
$420K
Recovered partner capacity annually
584%
First-year ROCE
22
New clients onboarded in 6 months
Multi-Office California Firm - Staff Capacity Ceiling
Staff Capacity Ceiling

Multi-Office California Firm

$52M Revenue · 8 Partners · Los Angeles, CA

Challenge

Staff utilization at 115%. Overtime costs eating margins. Hiring cycle of 6+ months for qualified CPAs. Client satisfaction declining due to delayed deliverables.

Solution

Implemented AI-driven client onboarding automation, document processing, and intelligent workpaper preparation. Freed staff capacity equivalent to 3 FTEs.

3 FTEs
Capacity equivalent created
$255K
Annual labor cost reduction
40%
Faster client onboarding
15%
Revenue growth in 12 months
Growing Nevada Practice - Process Debt
Process Debt

Growing Nevada Practice

$18M Revenue · 3 Partners · Las Vegas, NV

Challenge

Manual workflows from the $5M era breaking at $18M. Month-end close taking 15+ days. High error rates causing rework and client complaints. No standardized processes across the firm.

Solution

Deployed continuous close AI workflow, automated reconciliation, and standardized engagement management. Built process documentation and training for entire staff.

60%
Reduction in close time
75%
Fewer manual errors
$180K
Annual rework cost eliminated
412%
First-year ROCE

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