Result filter and facets
Post-generation filters that narrow a set of candidates rather than regenerating it.
12 accounts look likely to churn before renewal, ranked by risk. Filter them below.
- Northfield DentalOnboarding incompleteMentioned price82
- Kite & CoMentioned priceUsage down77
- Harbor PhysioOnboarding incomplete71
- Tidewater ClinicsMentioned price64
- Juniper BakeryMentioned price69
- Oakridge VetsOnboarding incompleteUsage down74
- Brightline LegalUsage down58
- Lumen StudioOnboarding incompleteMentioned price73
- Copperleaf RealtyUsage down55
- Fern & FinchOnboarding incomplete62
- Morrow DentalMentioned priceUsage down66
- Sable CoffeeOnboarding incompleteMentioned price70
In the wild
How 2 products ship this pattern. Click a screenshot to enlarge it.


When to use
Retrieval, search and multi-candidate generation where the good answer is already in the set.
Seen in
Perplexity source filters, Glean facets, Adobe Stock AI filters, Deep Research scoping.
For engineers
Filter client-side over the returned candidate set where possible; keep the unfiltered set in memory.
Build prompt
A neutral, component-only prompt for a coding agent. Edit the stack block or anything else to fit your project, then copy it.
Download this prompt as Markdown, or every prompt as JSON for an agent.
Critique checklist for tuners
These questions apply to every pattern in this family. Ticks are saved in this browser.