Key facts
- Tools differ most in engines, markets and how answers are collected.
- Answers vary, so tools should show ranges or repeat runs.
- Source data tells you what to fix, not just where you stand.
- Prices usually scale with prompts, engines and frequency.
Questions to ask any vendor
- 1Which engines do you track, and do you use the real apps or the developer APIs?
- 2Which countries and languages can I track?
- 3How often do you run prompts, and how many times each?
- 4Do you show the full answers and the sources cited?
- 5How do you measure sentiment and position?
- 6How do you show normal variation, so I do not chase noise?
- 7Can I export data, use an API or share reports?
- 8How does pricing scale as I add prompts, brands or markets?
Apps vs APIs
Some tools ask questions through the developer APIs of AI models. Others capture answers from the consumer apps people actually use. App answers often include live search and shopping features that API answers miss. Ask vendors which they use for each engine.
Must have features
- Share of voice against competitors.
- Source and citation data by domain and page.
- Sentiment with the text behind it.
- Country and language tracking.
- Scheduled runs and history.
- Clear, shareable reports.
Run a fair trial
Use 20 to 50 of your own buyer prompts, in your main market, across the engines your customers use. Compare what each tool reports with what you see when you ask the same questions. Judge how quickly the tool shows you something you can act on.
Put this into practice with Variask AI visibility and Variask Prompt research. See Variask pricing or read the Variask FAQ.