Features
AI search monitoring
The same company can appear in one answer and disappear in the next. Reliable monitoring requires repeated prompts, visible engine context, and careful interpretation of noisy outputs.
What AI search monitoring should do
Monitoring should help a marketer distinguish a durable blind spot from ordinary answer variation. That requires consistent questions, recurring scans, competitor context, source capture, and a history of interventions.
A practical workflow
- Write prompts around category selection, alternatives, implementation, and specific use cases.
- Keep wording stable enough for comparison and add new prompts deliberately.
- Scan active engines and retain the answer with extracted mentions and sources.
- Review recurring losses rather than reacting to one response.
- Connect the chosen action and compare subsequent results.
Where the automation needs a boundary
Do not present a sampled answer as a complete market census. Engines expose different source detail and may change model behavior. Monitoring supports decisions when trends repeat across time, prompts, or engines.
How to evaluate the software
| Check | A useful standard |
|---|---|
| Repeatability | Prompt text and engine stay identifiable over time. |
| Context | Answers and sources remain available for review. |
| Competition | Other cited brands are captured, not only your own mention. |
| Intervention history | The system shows what changed between scans. |
What to measure
Use prompt coverage, repeated competitor wins, share of monitored answers, source concentration, and post-intervention movement. Keep the raw answer close so the metric never loses its meaning.
Frequently asked questions
- How often should a company monitor AI search?
- Use a cadence that matches how quickly the category and website change. Weekly monitoring is often enough for stable commercial prompts, while launches may justify a shorter focused period.
- Can the work require approval?
- Yes. Haystack keeps consequential publishing and sending actions behind the approval or autonomy rule chosen for that job.
- Which channels can Haystack act through?
- Haystack can publish approved pages to Webflow, send approved outreach and nurture through Gmail, and publish approved LinkedIn posts.