Prominara generates prompt suggestions automatically and ranks them by an opportunity score so you focus on the prompts that are likely to move your visibility — instead of grinding through a long list ordered alphabetically.
Where suggestions come from
- Site signals — topics, entities, and competitors detected during scans.
- GSC queries — when Google Search Console is connected, real searches your site already ranks for are seeded as candidates.
- AI generation — GPT-5-mini drafts brand-agnostic, citation-eliciting prompts (“best CRM for startups”, not “how does CRM work”).
- Templates — zero-cost industry templates as a fallback when AI generation is unavailable.
How opportunity score is computed
Each suggestion gets an opportunity score from three ingredients:
- Query type baseline — organic prompts start higher than competitive ones, which start higher than branded ones (branded queries echo your name back and aren't a real visibility test).
- GSC overlap — when a suggestion overlaps a real Search Console query your site already gets impressions for, it scores higher. No GSC connection? The score still works; GSC just adds confidence when it's there.
- Signal fit — how well the prompt matches the topics, product categories, use cases, and audiences detected on your site.
The same opportunity score orders results across the validation wizard, the suggestions panel, and the API — so the “best next prompt” looks the same everywhere.
Picking from the list
- Sort by opportunity score to start with the highest-impact prompts.
- Filter to organic prompts (no brand names) for genuine visibility tests.
- Use the Quota Optimizer at
/validation/newto auto-fill your monthly quota with the best picks for a chosen strategy (Mixed, Category capture, Brand defense, Competitor steal).
Why brand-agnostic prompts matter
A prompt like “Is Acme good?” will always echo your brand back — that's not visibility. Suggestions that elicit a list of companies (e.g. “top project management software”) are the ones where Prominara can tell whether AI assistants cite you or your competitors. The opportunity score favors these prompts so the wizard surfaces tests that actually move the needle.