{ "generated_at": "2026-06-24T02:15:12.974Z", "storage": { "mode": "persisted", "snapshot_kind": "decisions", "generated_at": "2026-06-24T02:15:12.974Z", "stored_at": "2026-06-24T02:16:27.798Z", "fresh": false }, "family": { "id": "gold-buying-check", "name": "Gold buying check", "decisionType": "gold_buying_check", "status": "active", "endpoint": "/api/decisions/gold-buying-check", "note": "Explains the national Thai Gold Traders Association 96.5% reference quote in THB per 1 baht-weight, then pairs it with city buying-context friction so Bangkok, Chiang Mai, Phuket, Pattaya, and Hat Yai are not mistaken for separate official local price feeds.", "output": "National quote, city buying context, and next gold-shopping checks." }, "decision_count": 5, "filters": { "destination": "all", "city": "all", "route": "all", "limit": "all" }, "rows": [ { "decision_id": "gold_bangkok", "decision_type": "gold_buying_check", "subject_id": "bangkok", "subject_name": "Bangkok / Yaowarat", "subject_type": "destination", "score": 90, "component_score": 89.6, "penalty_points": 0, "confidence": "Medium", "label": "strong", "recommendation": "Bangkok / Yaowarat is the strongest gold-buying context right now if you still compare multiple shops against the national quote.", "best_for": "Comparison shopping, dense shop clusters, clearer receipt and buyback expectations, and travelers who want the strongest public gold-buying context in Thailand.", "avoid_if": "You are treating the national reference quote like a guaranteed final shop price without checking workmanship, receipt detail, and buyback terms.", "check_first": [ "latest GTA bar and ornament quote", "receipt detail and buyback terms", "whether you want bar or ornament gold" ], "next_action": "Use the national GTA quote first, then compare multiple Yaowarat shops before paying.", "pivot": "Use Chiang Mai for regional convenience if the trip is not passing through Bangkok anyway.", "city_context": "Bangkok / Yaowarat", "entity_anchor_id": "yaowarat-gold-district", "entity_anchor_path": "/entities/yaowarat-gold-district/", "entity_anchor_name": "Yaowarat gold district", "reference_price": 64600, "reference_buy_price": 64400, "reference_unit": "THB per 1 baht-weight of 96.5% Thai gold", "updated_at": "2026-06-24T02:05:00.000Z", "fx_context": "Published GTA USD/THB context shows USD/THB around 33.37, intraday quote change -200 THB, and previous-day change -200 THB. GTA spot reference is 4,088. This is pricing context, not investment advice.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 5, "available_components": 5, "live_components": 4, "fallback_components": 1, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "national_reference", "label": "National GTA reference", "score": 86, "weight": 0.32, "contribution": 27.52, "source": "signal", "signal_type": "thai_gold_reference_price", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "" }, { "key": "fx_pressure", "label": "FX and quote pressure", "score": 90, "weight": 0.18, "contribution": 16.2, "source": "signal", "signal_type": "thai_gold_fx_pressure", "entity_id": "bangkok", "used_default": false, "default_reason": "Gold FX-pressure context missing; using conservative fallback.", "note": "" }, { "key": "city_friction", "label": "City buying friction", "score": 90, "weight": 0.28, "contribution": 25.2, "source": "signal", "signal_type": "thai_gold_buying_friction", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.12, "contribution": 11.64, "source": "signal", "signal_type": "source_confidence", "entity_id": "bangkok", "used_default": false, "default_reason": "Source confidence missing; using conservative fallback.", "note": "" }, { "key": "city_baseline", "label": "City baseline", "score": 90, "weight": 0.1, "contribution": 9, "source": "blueprint", "signal_type": null, "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Gold-buying contradiction penalty", "points": 0, "applied": false, "spread": 11, "note": "Component scores are not meaningfully contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "8 joined sources support this decision.", "path": "/gold/yaowarat-gold-shops/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T10:15:23.481Z" }, { "decision_id": "gold_chiang-mai", "decision_type": "gold_buying_check", "subject_id": "chiang-mai", "subject_name": "Chiang Mai", "subject_type": "destination", "score": 85, "component_score": 85.4, "penalty_points": 0, "confidence": "Medium", "label": "strong", "recommendation": "Chiang Mai is the strongest gold-buying context right now if you still compare multiple shops against the national quote.", "best_for": "Regional convenience buying when the trip already centers on Chiang Mai and you do not need the deepest comparison-shopping field.", "avoid_if": "You want maximum shop density or are using a single tourist-area quote as if it were a special local benchmark.", "check_first": [ "latest GTA reference quote", "ornament workmanship or premium", "buyback convenience versus Bangkok" ], "next_action": "Treat Chiang Mai as a convenience market and compare against the national GTA quote before agreeing to local ornament premiums.", "pivot": "Use Bangkok / Yaowarat if the purchase is large enough that deeper comparison shopping matters.", "city_context": "Chiang Mai", "entity_anchor_id": "chiang-mai-gold-shopping", "entity_anchor_path": "/entities/chiang-mai-gold-shopping/", "entity_anchor_name": "Chiang Mai gold shopping", "reference_price": 64600, "reference_buy_price": 64400, "reference_unit": "THB per 1 baht-weight of 96.5% Thai gold", "updated_at": "2026-06-24T02:05:00.000Z", "fx_context": "Published GTA USD/THB context shows USD/THB around 33.37, intraday quote change -200 THB, and previous-day change -200 THB. GTA spot reference is 4,088. This is pricing context, not investment advice.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 5, "available_components": 5, "live_components": 4, "fallback_components": 1, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "national_reference", "label": "National GTA reference", "score": 86, "weight": 0.32, "contribution": 27.52, "source": "signal", "signal_type": "thai_gold_reference_price", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "" }, { "key": "fx_pressure", "label": "FX and quote pressure", "score": 90, "weight": 0.18, "contribution": 16.2, "source": "signal", "signal_type": "thai_gold_fx_pressure", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Gold FX-pressure context missing; using conservative fallback.", "note": "" }, { "key": "city_friction", "label": "City buying friction", "score": 80, "weight": 0.28, "contribution": 22.4, "source": "signal", "signal_type": "thai_gold_buying_friction", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.12, "contribution": 11.64, "source": "signal", "signal_type": "source_confidence", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Source confidence missing; using conservative fallback.", "note": "" }, { "key": "city_baseline", "label": "City baseline", "score": 76, "weight": 0.1, "contribution": 7.6, "source": "blueprint", "signal_type": null, "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Gold-buying contradiction penalty", "points": 0, "applied": false, "spread": 21, "note": "Component scores are not meaningfully contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "7 joined sources support this decision.", "path": "/gold/thailand-gold-price/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T10:15:23.481Z" }, { "decision_id": "gold_hat-yai-gold-shopping", "decision_type": "gold_buying_check", "subject_id": "hat-yai-gold-shopping", "subject_name": "Hat Yai", "subject_type": "market_district", "score": 83, "component_score": 83.2, "penalty_points": 0, "confidence": "Medium", "label": "good", "recommendation": "Hat Yai is workable for gold buying if you keep the national quote visible and check spread and receipts carefully.", "best_for": "Southern regional convenience buying when the trip already centers on Songkhla or the lower south and Bangkok-level comparison density is not the goal.", "avoid_if": "You are assuming Hat Yai has a separate official southern price or you still need the deepest comparison-shopping field in Thailand.", "check_first": [ "latest GTA reference quote", "spread and buyback terms", "receipt detail and workmanship" ], "next_action": "Treat Hat Yai as a southern convenience market and keep the national quote visible while you compare local spread, receipt, and buyback terms.", "pivot": "Use Bangkok / Yaowarat if the purchase is large enough that maximum comparison density matters more than southern convenience.", "city_context": "Hat Yai", "entity_anchor_id": "hat-yai-gold-shopping", "entity_anchor_path": "/entities/hat-yai-gold-shopping/", "entity_anchor_name": "Hat Yai gold shopping", "reference_price": 64600, "reference_buy_price": 64400, "reference_unit": "THB per 1 baht-weight of 96.5% Thai gold", "updated_at": "2026-06-24T02:05:00.000Z", "fx_context": "Published GTA USD/THB context shows USD/THB around 33.37, intraday quote change -200 THB, and previous-day change -200 THB. GTA spot reference is 4,088. This is pricing context, not investment advice.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 5, "available_components": 5, "live_components": 4, "fallback_components": 1, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "national_reference", "label": "National GTA reference", "score": 86, "weight": 0.32, "contribution": 27.52, "source": "signal", "signal_type": "thai_gold_reference_price", "entity_id": "hat-yai-gold-shopping", "used_default": false, "default_reason": "", "note": "" }, { "key": "fx_pressure", "label": "FX and quote pressure", "score": 90, "weight": 0.18, "contribution": 16.2, "source": "signal", "signal_type": "thai_gold_fx_pressure", "entity_id": "hat-yai-gold-shopping", "used_default": false, "default_reason": "Gold FX-pressure context missing; using conservative fallback.", "note": "" }, { "key": "city_friction", "label": "City buying friction", "score": 77, "weight": 0.28, "contribution": 21.56, "source": "signal", "signal_type": "thai_gold_buying_friction", "entity_id": "hat-yai-gold-shopping", "used_default": false, "default_reason": "", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 89, "weight": 0.12, "contribution": 10.68, "source": "signal", "signal_type": "source_confidence", "entity_id": "hat-yai-gold-shopping", "used_default": false, "default_reason": "Source confidence missing; using conservative fallback.", "note": "" }, { "key": "city_baseline", "label": "City baseline", "score": 72, "weight": 0.1, "contribution": 7.2, "source": "blueprint", "signal_type": null, "entity_id": "hat-yai-gold-shopping", "used_default": false, "default_reason": "", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Gold-buying contradiction penalty", "points": 0, "applied": false, "spread": 18, "note": "Component scores are not meaningfully contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "3 joined sources support this decision.", "path": "/gold/thailand-gold-price/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T10:05:00.000Z" }, { "decision_id": "gold_phuket", "decision_type": "gold_buying_check", "subject_id": "phuket", "subject_name": "Phuket", "subject_type": "destination", "score": 74, "component_score": 80.4, "penalty_points": 6, "confidence": "Medium", "label": "good", "recommendation": "Phuket is workable for gold buying if you keep the national quote visible and check spread and receipts carefully.", "best_for": "Trip-convenience buying where the national quote is the anchor but tourist-market friction is accepted.", "avoid_if": "You are assuming Phuket has a different official price or ignoring spread, language, and receipt-quality risk.", "check_first": [ "latest GTA reference quote", "spread and workmanship", "receipt and buyback clarity" ], "next_action": "Use Phuket only when convenience matters more than the widest shop comparison field, and keep the national quote visible while you compare.", "pivot": "Move the purchase to Bangkok if the trip will pass through Yaowarat anyway.", "city_context": "Phuket", "entity_anchor_id": "phuket-gold-shopping", "entity_anchor_path": "/entities/phuket-gold-shopping/", "entity_anchor_name": "Phuket gold shopping", "reference_price": 64600, "reference_buy_price": 64400, "reference_unit": "THB per 1 baht-weight of 96.5% Thai gold", "updated_at": "2026-06-24T02:05:00.000Z", "fx_context": "Published GTA USD/THB context shows USD/THB around 33.37, intraday quote change -200 THB, and previous-day change -200 THB. GTA spot reference is 4,088. This is pricing context, not investment advice.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 5, "available_components": 5, "live_components": 4, "fallback_components": 1, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "national_reference", "label": "National GTA reference", "score": 86, "weight": 0.32, "contribution": 27.52, "source": "signal", "signal_type": "thai_gold_reference_price", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "" }, { "key": "fx_pressure", "label": "FX and quote pressure", "score": 90, "weight": 0.18, "contribution": 16.2, "source": "signal", "signal_type": "thai_gold_fx_pressure", "entity_id": "phuket", "used_default": false, "default_reason": "Gold FX-pressure context missing; using conservative fallback.", "note": "" }, { "key": "city_friction", "label": "City buying friction", "score": 68, "weight": 0.28, "contribution": 19.04, "source": "signal", "signal_type": "thai_gold_buying_friction", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.12, "contribution": 11.64, "source": "signal", "signal_type": "source_confidence", "entity_id": "phuket", "used_default": false, "default_reason": "Source confidence missing; using conservative fallback.", "note": "" }, { "key": "city_baseline", "label": "City baseline", "score": 60, "weight": 0.1, "contribution": 6, "source": "blueprint", "signal_type": null, "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Gold-buying contradiction penalty", "points": 6, "applied": true, "spread": 37, "note": "Component scores spread by 37 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "7 joined sources support this decision.", "path": "/gold/thailand-gold-price/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T14:00:00.000Z" }, { "decision_id": "gold_pattaya-chonburi", "decision_type": "gold_buying_check", "subject_id": "pattaya-chonburi", "subject_name": "Pattaya / Chonburi", "subject_type": "destination", "score": 74, "component_score": 79.9, "penalty_points": 6, "confidence": "Medium", "label": "good", "recommendation": "Pattaya / Chonburi is workable for gold buying if you keep the national quote visible and check spread and receipts carefully.", "best_for": "Short-trip convenience when the national quote is the anchor and the buyer is comfortable asking careful shop-level questions.", "avoid_if": "You want Bangkok-style comparison density or are relying on one tourist-area quote as if it were a separate official market.", "check_first": [ "latest GTA reference quote", "spread and buyback terms", "receipt detail" ], "next_action": "Treat Pattaya / Chonburi as a convenience context and ask directly about spread, workmanship, and buyback terms before paying.", "pivot": "Use Bangkok for the purchase if comparison-shopping confidence matters more than convenience.", "city_context": "Pattaya / Chonburi", "entity_anchor_id": "pattaya-gold-shopping", "entity_anchor_path": "/entities/pattaya-gold-shopping/", "entity_anchor_name": "Pattaya / Chonburi gold shopping", "reference_price": 64600, "reference_buy_price": 64400, "reference_unit": "THB per 1 baht-weight of 96.5% Thai gold", "updated_at": "2026-06-24T02:05:00.000Z", "fx_context": "Published GTA USD/THB context shows USD/THB around 33.37, intraday quote change -200 THB, and previous-day change -200 THB. GTA spot reference is 4,088. This is pricing context, not investment advice.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 5, "available_components": 5, "live_components": 4, "fallback_components": 1, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "national_reference", "label": "National GTA reference", "score": 86, "weight": 0.32, "contribution": 27.52, "source": "signal", "signal_type": "thai_gold_reference_price", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "" }, { "key": "fx_pressure", "label": "FX and quote pressure", "score": 90, "weight": 0.18, "contribution": 16.2, "source": "signal", "signal_type": "thai_gold_fx_pressure", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "Gold FX-pressure context missing; using conservative fallback.", "note": "" }, { "key": "city_friction", "label": "City buying friction", "score": 67, "weight": 0.28, "contribution": 18.76, "source": "signal", "signal_type": "thai_gold_buying_friction", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.12, "contribution": 11.64, "source": "signal", "signal_type": "source_confidence", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "Source confidence missing; using conservative fallback.", "note": "" }, { "key": "city_baseline", "label": "City baseline", "score": 58, "weight": 0.1, "contribution": 5.8, "source": "blueprint", "signal_type": null, "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Gold-buying contradiction penalty", "points": 6, "applied": true, "spread": 39, "note": "Component scores spread by 39 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "6 joined sources support this decision.", "path": "/gold/thailand-gold-price/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T10:15:23.481Z" } ] }