automation
OpenAI proposes AI ROI scorecard: successful tasks replace token costs
OpenAI has proposed a four-part framework for measuring enterprise AI value around useful work, total cost per successful task, dependability and economic improvement at scale. The approach challenges procurement decisions based mainly on token prices or seat adoption and gives SaaS leaders a practical way to compare models, workflows and human review costs against completed business outcomes.
How to automate customer service with AI without losing customers
Customer service is where AI shows results fastest, and where a bad chatbot does the most damage. This is the order of operations that works: automate behind the scenes first, customer-facing second.
AI in accounting and bookkeeping: what small businesses can automate today
Bookkeeping is repetitive, rule-based and document-heavy, which makes it ideal AI territory. Here is what reliably works today, and where a human still signs off.