Start with the job
Write the outcome first: create a video, transcribe calls, draft customer replies, analyse data or automate a repeatable task. Then evaluate tools for that specific job.
Test quality on your real material
A popular tool can still be wrong for your workflow. Test output quality, correction time, language support, export options and commercial terms using representative work.
Count the total workflow cost
Subscription price is only one cost. Include editing time, extra tools, usage credits and the cost of correcting unreliable output.
Prefer a small stack
A few tools that work together are easier to learn, secure and manage than a large collection of overlapping subscriptions.
Review terms before commercial use
AI product terms can change. Before using generated assets in paid client work, verify the current commercial-use rules and any disclosure or attribution requirements.