Category guide
AI software: evaluate workflow value, not just impressive demos
AI tools are easier to compare when you start with the task being replaced, accelerated or improved.
Our evaluation framework
Job to be done
What exact task is the AI product helping with: voice, meetings, content, research, design or sales?
Human review
Identify where generated outputs require verification for accuracy, copyright, privacy or brand risk.
Workflow integration
The best tool is often the one that fits existing processes rather than the one with the most features.
Usage economics
Compare limits, credits, seats, overages and the cost of scaling real usage.