May 18, 2026 • By SottoVox

AI Opportunity Audits: Find $2M+ in Recoverable Time

A systematic approach to identifying high-value AI automation opportunities that actually deliver ROI.

Step 1: Role Mapping (30 minutes)

• List every role in your organization
• For each: Identify daily/weekly repetitive tasks
• Flag tasks involving documents, data entry, pattern recognition

Step 2: Time Valuation (30 minutes)

• Calculate fully-loaded hourly cost for each role
• Multiply hours spent on repetitive tasks × hourly rate
• Rank opportunities by dollar impact

Step 3: Feasibility Check (30 minutes)

• Can the task be described as rules + judgment?
• Is data digital or easily digitized?
• Does automation have clear success criteria?

Red Flags That Mean Easy Wins

• Employees spending >20% time on data entry
• Repeated email responses with similar templates
• Manual data transfer between systems
• Document review for compliance/approval
• Report generation from multiple data sources

The $2M Example

Regional bank with 50 loan officers:

• Each spent 2 hours/day on document review and data entry
• Fully-loaded cost: ~$150K/year per officer
• Total recoverable time: 100 hours/day × $72/hour = $7,200/day
• Annual opportunity: $1.8M in recoverable productivity

The math is rarely wrong. The question is whether you'll act on what it tells you.