How a Wisconsin Owner-Operator Used Claude and Telematics to Recover $53,000

# Quick summary Third-generation trucking owner Pam Polyak used Claude AI to analyze Samsara telematics and found clear patterns of on-duty, not-driving time in the yard. The automated audit took minutes, revealed a driver averaging more than 110 minutes of idle yard time per shift, and exposed a $50-per-load toll discrepancy. Polyak connects those findings to $53,000 in avoidable labor costs and outlines practical steps small carriers can take to protect margins as market conditions tighten.

# How the analysis was done Polyak exported Samsara fleet data and asked Claude to flag drivers who spent more than 30 minutes on duty without driving while at the terminal. The request was focused and specific: identify on-duty, non-driving time at the yard. Claude returned a clear pattern within roughly three minutes. The process required no dedicated back-office team and could run passively, which Polyak says makes it realistic for owner-operators who are often on the road.

# Concrete results and examples

• Time-theft detection: One driver averaged 110-plus minutes of idle yard time per shift. Because Polyak pays hourly for local work, that idle time translated directly into payroll loss. She calculates the cumulative cost at $53,000 prior to action.
• Toll discrepancy: Claude compared toll costs across drivers on identical lanes and found a $50-per-load difference between two drivers running the same freight in opposite directions. That kind of discrepancy typically stays hidden without routine, systematic review.

# Practical steps for small carriers Polyak emphasizes simple, repeatable actions rather than complex tech implementations:

• Use focused data queries. Ask specific, narrow questions of telematics exports (for example: "flag on-duty periods >30 minutes while at terminal").
• Automate routine audits. Run periodic passive analyses that don't require full-time staff.
• Pay structure clarity. Paying hourly for local runs simplifies calculations and makes abnormal patterns easier to spot.
• Fuel management: govern truck speed to 63–65 mph in higher-limit zones, monitor fuel continuously, and include fuel surcharges in every customer contract.

# Financial outlook and near-term warning Polyak warns small carriers will face cash-flow pressure through the fourth quarter because standard tender cycles (30–45 days) and similar payment terms can create liquidity gaps when diesel prices remain volatile. She suggests operators plan for constrained working capital and adjust budgeting and compensation decisions (for example, being cautious about holiday bonuses if liquidity is tight).

# Adoption barriers and focus areas

# Bottom line