## Maria Chen, Solo Practitioner
Maria spent years building her client roster the hard way—referrals, local networking, exceptional reputation. By year three, she was serving 12 small businesses, each with 300–800 monthly transactions across checking, savings, and credit cards.
The bottleneck wasn't expertise. It was hours of blind hunting.
"I'd spend half a Sunday running reconciliation for each of my bigger clients," she told us. "Lined up, that's six hours of just looking for stuff that doesn't match."
### The Old Workflow
Maria used a traditional platform for core bookkeeping and a spreadsheet overlay for anomaly tracking. The spreadsheet caught obvious duplicates but couldn't surface behavioral flags—the kind where a vendor charges $450 in one month and $485 in the next, triggering hours of back-and-forth with clients to confirm whether these were separate line items or a billing error hidden in plain sight.
She was doing this manually. For every client. Every month.
### The New Workflow
ReconAuditIQ AI ingests her client's transaction feed and ranks anomalies by confidence score. The top flags surface first—duplicates, rounding errors, and behavioral outliers that mirror prior disputes.
Maria reviews the top 10 items for each client in under 10 minutes. The model tells her which ones are worth an email and which ones are worth a phone call.
### Results
- Monthly reconciliation per client: down from 45 minutes average to under 10 - Duplicate catches: up from 2–3 per month to 8–12 - Client disputes over billing: down 60% since clients receive corrected statements before they even notice the error
"The first month I used it, I found three duplicate charges across two clients that together totaled $1,200 in client refunds. My old process missed all of them."
Marie's been a customer for 14 months. She onboarded one new client last quarter specifically because she could promise same-week reconciliation turnaround—a promise her competitors couldn't match.