Business owners are pitched AI automation systems that underdeliver, especially for customer-facing tasks, and lack a framework to evaluate which automations are safe and truly ROI-positive.

Workarounds Described

• Manually chasing invoices and following up on quotes
• Pulling numbers out of PDFs by hand
• Assembling the same weekly report manually
• Quietly stopping use of automation after month three due to anxious checking

Implied Software Gaps

• Automated invoice chasing and quote follow-up with reliable tracking
• PDF data extraction tool that pulls numbers into structured reports automatically
• Automated weekly report generation from multiple data sources
• Automation monitoring that builds trust by transparently flagging exceptions and reducing need for anxious oversight

AutomationEvaluator

AutomationEvaluator is a decision-support tool that helps business owners assess and compare AI automation proposals. It calculates true ROI including setup, oversight, and error costs, and flags risky customer-facing automations with exception path analysis.