Give AI a job, not a wish list
Evaluate a tool against a real task, including the time it takes to check and repair its output.
A new model is interesting. A repeatable improvement in your work is useful. Start the evaluation with one task you already do, and a clear definition of a good result.
Choose one bounded task.
Try structuring source notes, reviewing a draft, or classifying documents. Keep sensitive information out of a service until you understand its access and data controls.
Measure the whole workflow.
Include the time spent writing instructions, checking output, and correcting mistakes. A fast first draft that requires extensive repair may not save time.
Keep a human checkpoint.
Decide which claims need sources and which actions require your approval. Save a small set of examples so the same workflow can be tested again when tools change.
An illustrative workflow guide. No particular product, benchmark, or outcome is endorsed or guaranteed.