[ { "id": "car-buying-maps-to-automotive-buying", "status": "must_fix", "text": "Which car to buy in 2026", "notes": "Vehicle shopping queries should map into the automotive buying branch, not business sales.", "expected": { "model_output.classification.iab_content.tier1.label": "Automotive", "model_output.classification.iab_content.tier2.label": "Auto Buying and Selling", "model_output.classification.iab_content.mapping_mode": "exact" } }, { "id": "laptop-buying-maps-to-laptops", "status": "must_fix", "text": "Which laptop to buy in 2026", "notes": "Laptop shopping should resolve into the laptops branch, not business sales.", "expected": { "model_output.classification.iab_content.tier1.label": "Technology & Computing", "model_output.classification.iab_content.tier2.label": "Computing", "model_output.classification.iab_content.tier3.label": "Laptops", "model_output.classification.iab_content.mapping_mode": "exact" } }, { "id": "labtop-buying-maps-to-laptops", "status": "must_fix", "text": "Which labtop to buy in 2026", "notes": "Common typo handling should still land in the laptops branch.", "expected": { "model_output.classification.iab_content.tier1.label": "Technology & Computing", "model_output.classification.iab_content.tier2.label": "Computing", "model_output.classification.iab_content.tier3.label": "Laptops", "model_output.classification.iab_content.mapping_mode": "exact" } }, { "id": "crm-awareness-maps-to-sales", "status": "must_fix", "text": "What is CRM software?", "notes": "CRM education should resolve to the closest business/sales path, not generic software.", "expected": { "model_output.classification.iab_content.tier1.label": "Business and Finance", "model_output.classification.iab_content.tier2.label": "Business", "model_output.classification.iab_content.tier3.label": "Sales", "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" } }, { "id": "crm-comparison-maps-to-sales", "status": "must_fix", "text": "HubSpot vs Zoho for a small team", "notes": "Direct CRM vendor comparison should map cleanly into the sales domain.", "expected": { "model_output.classification.iab_content.tier1.label": "Business and Finance", "model_output.classification.iab_content.tier2.label": "Business", "model_output.classification.iab_content.tier3.label": "Sales", "model_output.classification.iab_content.mapping_mode": "exact" } }, { "id": "marketing-tools-map-to-marketing", "status": "must_fix", "text": "Best AI SEO tools for content teams", "notes": "Marketing tool discovery should map to the marketing and advertising branch.", "expected": { "model_output.classification.iab_content.tier1.label": "Business and Finance", "model_output.classification.iab_content.tier2.label": "Business", "model_output.classification.iab_content.tier3.label": "Marketing and Advertising", "model_output.classification.iab_content.mapping_mode": "exact" } }, { "id": "ml-explanation-maps-to-ai", "status": "must_fix", "text": "What is intent classification in NLP?", "notes": "ML and NLP educational prompts should land in the AI branch.", "expected": { "model_output.classification.iab_content.tier1.label": "Technology & Computing", "model_output.classification.iab_content.tier2.label": "Artificial Intelligence", "model_output.classification.iab_content.mapping_mode": "exact" } }, { "id": "support-credential-help-maps-to-business-it", "status": "must_fix", "text": "How do I reset my password?", "notes": "Credential and account help should map to business IT rather than generic business.", "expected": { "model_output.classification.iab_content.tier1.label": "Business and Finance", "model_output.classification.iab_content.tier2.label": "Business", "model_output.classification.iab_content.tier3.label": "Business I.T.", "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" } }, { "id": "restaurant-booking-maps-to-dining-out", "status": "must_fix", "text": "Book a table for 2 tonight", "notes": "Generic dining requests should not inherit the repo's business default.", "expected": { "model_output.classification.iab_content.tier1.label": "Food & Drink", "model_output.classification.iab_content.tier2.label": "Dining Out", "model_output.classification.iab_content.mapping_mode": "exact" } }, { "id": "trial-signup-maps-to-software", "status": "must_fix", "text": "Start my free trial", "notes": "Software action queries should map to the software/application branch.", "expected": { "model_output.classification.iab_content.tier1.label": "Technology & Computing", "model_output.classification.iab_content.tier2.label": "Computing", "model_output.classification.iab_content.tier3.label": "Software and Applications", "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" } }, { "id": "communication-software-maps-to-tier4", "status": "must_fix", "text": "best communication software for remote teams", "notes": "Full taxonomy support should preserve the tier4 communication branch.", "expected": { "model_output.classification.iab_content.tier1.label": "Technology & Computing", "model_output.classification.iab_content.tier2.label": "Computing", "model_output.classification.iab_content.tier3.label": "Computer Software and Applications", "model_output.classification.iab_content.tier4.label": "Communication", "model_output.classification.iab_content.mapping_mode": "exact" } }, { "id": "vodka-query-maps-to-alcoholic-beverages", "status": "must_fix", "text": "what is best vodka drink should i try", "notes": "Food and beverage prompts should not fall through to the business default.", "expected": { "model_output.classification.iab_content.tier1.label": "Food & Drink", "model_output.classification.iab_content.tier2.label": "Alcoholic Beverages", "model_output.classification.iab_content.mapping_mode": "exact" } } ]