{"schema_version":"vendar.ai.decision.v1","object_type":"listing_decision_feed","vertical":"marketing","listing":{"service_slug":"paid-ads","service_name":"Paid Ads","geo_slug":"los-angeles","geo_name":"Los Angeles","focus_slug":"local-service-ads","focus_name":"Local Service Ads","canonical_url":"https://www.vendar.org/marketing/paid-ads/los-angeles/local-service-ads","machine_url":"https://www.vendar.org/ai/listings/marketing/paid-ads/los-angeles/local-service-ads"},"ranking_contract":{"primary_sort":"decision_score plus route-fit and visibility disclosure context","paid_visibility_note":"Paid visibility is disclosed per vendor and should not be treated as organic proof.","use_guidance":"Use this feed as shortlist evidence, then inspect each vendor machine_profile_url for claim-level evidence."},"vendors":[{"rank":1,"slug":"405-ads","name":"405 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Digital","profile_url":"https://www.vendar.org/vendors/kobe-digital","machine_profile_url":"https://www.vendar.org/ai/vendors/kobe-digital","decision_score":0.74,"score_out_of_100":74,"verdict":{"label":"Recommended","summary":"Solid profile quality, but some buyer or AI signals still need work."},"fit_summary":"los angeles show up in buyer-facing use cases, industry proof leans into Healthcare.","best_for":["Los Angeles SEO","On-page SEO","Ecommerce SEO","Los Angeles buyers comparing mobile app development teams across iOS app development, Android app development, cross-platform app development, mobile MVP development, mobile backend and API integration, app launch, modernization, and support.","Los Angeles shortlist fit for Mobile Development: iOS App Development, Android App Development, Cross-platform App Development, Mobile MVP Development, Mobile App Modernization.","Los Angeles buyers comparing custom software development teams across backend development, SaaS development, internal tools, dashboard and admin panel development, API development, system integrations, workflow automation, marketplace platform development, and modernization."],"not_for":["Buyers who require public pricing before outreach","Procurement flows that require normalized third-party proof before shortlisting","Public pricing not yet verified","Deep proof and review normalization still pending"],"pricing":{"pricing_model":"retainer","minimum_monthly_budget_usd":3500,"minimum_project_size_usd":1000,"typical_contract_value_usd":6000,"pricing_range_min_usd":null,"pricing_range_max_usd":null,"hourly_rate_range":"$100 - $149","setup_fee_usd":null,"contract_min_months":null,"contract_default_months":null,"pricing_known":true},"evidence_summary":{"source_count":3,"proof_highlights":["SEO offering and Los Angeles-area presence confirmed on the company website.","Official case studies archive shows work for named brands including Leica Camera AG, Penske Media Corporation, and LF Stores.","Official Precisionary Instruments case study highlights search term analysis, content development, and lead generation work."],"case_studies_count":3,"named_clients_count":4,"external_review_count":39},"validation_limits":{"declared":false,"limit_types":[],"external_validation_status":"review_rich","buyer_use_guidance":"No listing-level validation caveat is declared; inspect machine_profile_url for claim-level source details."},"risks":["Commercial details still need manual verification","Third-party proof sources still need structured review mapping"],"quality":{"confidence_score":0.89,"source_reliability_score":0.94,"data_completeness_pct":90,"profile_status":"decision_ready","verification_status":"verified","last_verified_at":"2026-06-02T00:00:00.000Z"},"participation_disclosure":{"participation_status":"none","paid_visibility_package":null},"services":[{"category":"Marketing","subcategory":"Paid Ads"},{"category":"Marketing","subcategory":"Authority 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