Review methodology
How we evaluate AI tools
AI tools often look impressive in short demos. Our review process is designed to answer a harder question: whether a tool helps a real user finish a real task with less rework, confusion, or cost.
The questions every review must answer
- What job is this tool actually good for? We separate broad marketing claims from specific workflows.
- Where does it break down? We call out weak outputs, missing controls, confusing limits, and setup friction.
- Who should not buy it? A strong recommendation includes the wrong-fit user.
- How does pricing change the value? We compare free tiers, entry plans, usage limits, and team features when they affect the buying decision.
- What alternatives should readers compare? A tool is rarely evaluated in isolation.
Our scoring lens
We do not use one universal score for every category. A coding assistant, writing platform, image generator, and note-taking assistant should not be judged by the same checklist. Instead, each guide weighs the criteria that matter for that category.
| Criterion | What we look for |
|---|---|
| Output quality | Accuracy, usefulness, editing burden, and consistency across repeated tasks. |
| Workflow fit | How well the tool fits a practical job such as drafting, coding, researching, designing, or summarizing. |
| Controls | Prompting options, style controls, collaboration settings, export formats, and integrations. |
| Cost | Plan limits, upgrade pressure, hidden usage caps, and whether paid features justify the price. |
| Trust | Privacy notes, data handling signals, stability, support quality, and documentation clarity. |
How AI assistance is handled
We may use AI tools to organize notes, draft outlines, compare feature lists, or check readability. We do not publish raw AI output as a finished review. Articles are edited for factual accuracy, structure, and original judgment before publication.
Updates
AI products change quickly. When a tool changes pricing, removes a feature, ships a major model upgrade, or becomes less competitive, we update the affected guide. Readers can report outdated details at contact@pick-my-ai.com.