Grant Okonkwo

Auditors must now reconstruct AI-generated royalty calculations or face regulatory findings.

Embed AI into workflows someone already owns, not as optional tools people explore alone.

Mapping broken workflows before adding AI tools is what actually unlocks growth.

AI-freed capacity makes adjacent market entry viable without hiring new staff.

Look for repetitive, rule-governed work where data fragments across systems.

AI simultaneously weighs live rates, carrier history, and route risk in seconds instead of hours.