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"A supporting lens for deeper comparison; it does not replace the AI Visibility rank order." }, { "layer": "Highest Production", "consumer_question": "Who has the strongest public production footprint?", "primary_sort": "production_metric_value", "eligibility": "Durable production proof from RealTrends, brokerage, credible press, or equivalent source.", "public_use": "Useful for sellers and high-stakes buyers who want market activity proof before checking fit." }, { "layer": "Most Reviewed", "consumer_question": "Who has the strongest public service and reputation footprint?", "primary_sort": "review_count", "eligibility": "Public review-count proof from a consumer-facing source without copying restricted review text.", "public_use": "Useful for consumers who want service-volume signal, not a standalone quality claim." } ], "editorial_boundary": "Ranking placement cannot be purchased. Factual corrections may be reviewed, and model calibration may evolve as AI search behavior changes. Candidate-specific scoring changes require source-backed evidence and documented trust-gate updates.", "recognition_context": { "market": "San Francisco Bay Area", "slug": "san-francisco-bay-area", "context_count": 3540, "geography": "San Francisco-Oakland-Fremont plus San Jose-Sunnyvale-Santa Clara", "reference_period": "May 2025 and May 2023", "source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "additional_source_url": "https://data.bls.gov/oes/#/area/0041940/2023", "status": "composite_latest_available_published_estimates", "caveat": "Composite of the May 2025 San Francisco-Oakland estimate (2,100) and the latest published San Jose estimate, May 2023 (1,440), because the May 2025 San Jose estimate is suppressed.", "published_team_positions": 25, "published_individual_positions": 25, "source_backed_candidate_pool": 50, "interpretation": "Market-scale context only; not the REAI ranking denominator or a claim that every professional was evaluated." } }