Offer a subscription service that searches multiple job sources and delivers a verified shortlist based on explicit acceptance and exclusion rules. An operator initially reviews listings, confirms disclosed compensation and location requirements, removes duplicates and blocked employers, and tracks what the customer has already seen. Repeated screening decisions can later be productized into a self-service filtering and tracking product.

Recent changes to a major professional network's job search have made conventional filters less predictable while users still pay for premium job-search capabilities. The complaints also expose durable requirements that extend beyond a single release: precise constraints, deduplication, recency, and listing-quality verification.