{"schema_version":"vendar.ai.decision.v1","model_version":"Evidence-weighted ranking 2026.09.1","object_type":"listing_decision_feed","generated_at":"2026-10-14T17:27:45.416Z","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":"ai-search-visibility","focus_name":"AI search visibility","canonical_url":"https://www.vendar.org/marketing/seo/los-angeles/ai-search-visibility","machine_url":"https://www.vendar.org/ai/listings/marketing/seo/los-angeles/ai-search-visibility","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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A listing's updated date is the newest verification date among its ranked vendors and the evidence claims their ranks rest on; the same value appears in the page text, the structured data and the machine feed."},"rubric":{"slug":"ai-search-visibility","label":"AI search visibility","version":"2026.09","question":"Which SEO agencies have documented AI-search visibility work for businesses in Los Angeles?","summary":"at least one claim from an outside source that names AI-answer work: citations in AI Overviews or assistants, answer-engine optimisation, entity and llms.txt work, or generative-engine optimisation","what_we_look_for":"A claim counts as AI-search evidence when a source on file names work aimed at generative answers: appearing or being cited in AI Overviews, ChatGPT, Perplexity or Claude answers, answer-engine or generative-engine optimisation, entity and knowledge-graph work, llms.txt and machine-readable feeds, or a measured change in AI citations. Reviews or case studies naming a specific assistant carry the most weight; a service page that merely offers the term does not. 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