{"schema_version":"vendar.ai.decision.v1","model_version":"Evidence-weighted ranking 2026.09.1","object_type":"listing_decision_feed","generated_at":"2026-10-14T16:49:23.409Z","updated_at":"2026-09-27T00:00:00.000Z","vertical":"marketing","listing":{"service_slug":"seo","service_name":"SEO","geo_slug":"los-angeles","geo_name":"Los Angeles","focus_slug":"consulting","focus_name":"SEO Consulting","canonical_url":"https://www.vendar.org/marketing/seo/los-angeles/consulting","machine_url":"https://www.vendar.org/ai/listings/marketing/seo/los-angeles/consulting","markdown_url":null,"index_status":"indexable","index_threshold":5},"ranking_contract":{"methodology_url":"https://www.vendar.org/scoring","machine_methodology_url":"https://www.vendar.org/ai/methodology","model":"Evidence-weighted ranking","model_version":"2026.09.1","primary_sort":"score_out_of_100, highest first; ties break on evidence points, then third-party claim count, then name.","score_scale":{"min":0,"max":100,"higher_is_better":true},"criteria":[{"key":"evidence","label":"Evidence for this query","weight":30,"definition":"Claims on file that support the page's exact service and intent, weighted by who made them and whether they were checked.","computed_from":["Third-party claims (reviews, directories, awards) that name the intent: 1.0 verified, 0.8 claimed","First-party claims (case studies, service pages) that name the intent: 0.8 verified, 0.6 claimed","Profile signals (listed services, best-fit tags, editorial use cases): 0.25","Bonus 0.15 when the claim uses the rubric's strongest terms, and 0.15 when it carries a number","Three fully weighted claims reach the maximum; 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