{"version":2,"generated_at":"2026-08-27T15:26:17.353Z","model":"claude-sonnet-4-6","review_count":17,"date_range":{"earliest":"2025-07-04","latest":"2026-06-30"},"overall_sentiment":{"score":0.96,"positive_pct":100,"neutral_pct":0,"negative_pct":0},"aspects":[{"id":"professionalism","label":"Professionalism & Conduct","mention_count":17,"positive_count":17,"neutral_count":0,"negative_count":0,"positive_pct":100,"score":0.94,"top_phrases":["couldn't be happier","A favorite contractor.","Our cabinets look amazing"],"example_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xCRmJHMVJRell0TVc1SmQzaFhZV3hLUlhoT2RHYxAB","Ci9DQUlRQUNvZENodHljRjlvT25GUmFGRXRaWFYzVDB4SWFYcFJUamwzVTBKQ2FIYxAB","Ci9DQUlRQUNvZENodHljRjlvT2xVNFdFRTBNMkZZY2twSmRtVlNUM05PVm10NWFrRRAB","Ci9DQUlRQUNvZENodHljRjlvT25CVGVtbFRVbWQxUXpCT09FWkJSbkZMYlV4QlZFRRAB","Ci9DQUlRQUNvZENodHljRjlvT205MVFWRTNWRVJJWWxkWGJtdDNTbFpFY1hoQ1NrRRAB","Ci9DQUlRQUNvZENodHljRjlvT25SYVYyMTVaamw2VmxSbVYwOWpRVVl0V1dGQlYxRRAB","Ci9DQUlRQUNvZENodHljRjlvT21OUVZubDNjRzV5V201V2IwWTNiM00yZFRWUGFWRRAB","Ci9DQUlRQUNvZENodHljRjlvT25aRlZscFhOV3hOTldOVU1sVnRORFJ3ZVdaVlIyYxAB"]},{"id":"technical_knowledge","label":"Technical Knowledge & Expertise","mention_count":11,"positive_count":11,"neutral_count":0,"negative_count":0,"positive_pct":100,"score":0.94,"top_phrases":["expert craftsmen","He does fabulous work","Great attention to detail"],"example_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xVNFdFRTBNMkZZY2twSmRtVlNUM05PVm10NWFrRRAB","Ci9DQUlRQUNvZENodHljRjlvT25CVGVtbFRVbWQxUXpCT09FWkJSbkZMYlV4QlZFRRAB","Ci9DQUlRQUNvZENodHljRjlvT205MVFWRTNWRVJJWWxkWGJtdDNTbFpFY1hoQ1NrRRAB","Ci9DQUlRQUNvZENodHljRjlvT25SYVYyMTVaamw2VmxSbVYwOWpRVVl0V1dGQlYxRRAB","Ci9DQUlRQUNvZENodHljRjlvT25aRlZscFhOV3hOTldOVU1sVnRORFJ3ZVdaVlIyYxAB","Ci9DQUlRQUNvZENodHljRjlvT2t4dGQyNVBUR00xT1hadFZXVTBWVE5oYjJWV2JYYxAB","Ci9DQUlRQUNvZENodHljRjlvT2s5clNUVmlZalkwVTJObVFrSlZhVGhsWDAwMWJsRRAB","Ci9DQUlRQUNvZENodHljRjlvT214UVMxZDNkVUZtTmpCblVucHZZbXhRZHpBNGVuYxAB"]},{"id":"communication","label":"Communication & Updates","mention_count":10,"positive_count":10,"neutral_count":0,"negative_count":0,"positive_pct":100,"score":0.91,"top_phrases":["The process was very smooth","Ed could not be easier to work with.","His contract was clear, concise and straightforward"],"example_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xCRmJHMVJRell0TVc1SmQzaFhZV3hLUlhoT2RHYxAB","Ci9DQUlRQUNvZENodHljRjlvT25GUmFGRXRaWFYzVDB4SWFYcFJUamwzVTBKQ2FIYxAB","Ci9DQUlRQUNvZENodHljRjlvT25CVGVtbFRVbWQxUXpCT09FWkJSbkZMYlV4QlZFRRAB","Ci9DQUlRQUNvZENodHljRjlvT25SYVYyMTVaamw2VmxSbVYwOWpRVVl0V1dGQlYxRRAB","Ci9DQUlRQUNvZENodHljRjlvT25aRlZscFhOV3hOTldOVU1sVnRORFJ3ZVdaVlIyYxAB","Ci9DQUlRQUNvZENodHljRjlvT2pSWWRqWTFjM05oZVhkdE4xbGZXalpQYzIweWRHYxAB","Ci9DQUlRQUNvZENodHljRjlvT214UVMxZDNkVUZtTmpCblVucHZZbXhRZHpBNGVuYxAB","Ci9DQUlRQUNvZENodHljRjlvT2xaM1YxRnhNRlJIYkU5VmRHSlZibk5aU2sxRk9YYxAB"]},{"id":"punctuality","label":"Punctuality & On-Time Service","mention_count":5,"positive_count":5,"neutral_count":0,"negative_count":0,"positive_pct":100,"score":0.93,"top_phrases":["He was always on time","is professional and on time","He performed just as promised and on time"],"example_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xVNFdFRTBNMkZZY2twSmRtVlNUM05PVm10NWFrRRAB","Ci9DQUlRQUNvZENodHljRjlvT25SYVYyMTVaamw2VmxSbVYwOWpRVVl0V1dGQlYxRRAB","Ci9DQUlRQUNvZENodHljRjlvT2t4dGQyNVBUR00xT1hadFZXVTBWVE5oYjJWV2JYYxAB","Ci9DQUlRQUNvZENodHljRjlvT214UVMxZDNkVUZtTmpCblVucHZZbXhRZHpBNGVuYxAB","Ci9DQUlRQUNvZENodHljRjlvT21ZMWFWbHpkV1pIWlZOVlVHdFJYMmxqVVdwd2VWRRAB"]},{"id":"courtesy","label":"Courtesy & Friendliness","mention_count":5,"positive_count":5,"neutral_count":0,"negative_count":0,"positive_pct":100,"score":0.94,"top_phrases":["He is open to your ideas","an even better at being a human","am so grateful for his kindness and guidance"],"example_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xCRmJHMVJRell0TVc1SmQzaFhZV3hLUlhoT2RHYxAB","Ci9DQUlRQUNvZENodHljRjlvT25CVGVtbFRVbWQxUXpCT09FWkJSbkZMYlV4QlZFRRAB","Ci9DQUlRQUNvZENodHljRjlvT205MVFWRTNWRVJJWWxkWGJtdDNTbFpFY1hoQ1NrRRAB","Ci9DQUlRQUNvZENodHljRjlvT25SYVYyMTVaamw2VmxSbVYwOWpRVVl0V1dGQlYxRRAB","Ci9DQUlRQUNvZENodHljRjlvT2paMVJYUlFhMTk2VVZvMGJsRk1Xbko0YlZsUFozYxAB"]},{"id":"pricing","label":"Pricing & Value","mention_count":3,"positive_count":3,"neutral_count":0,"negative_count":0,"positive_pct":100,"score":0.87,"top_phrases":["He is reliable, fair","we saved a ton of money","Ed worked with me to get the best result for dollars spent."],"example_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT21OUVZubDNjRzV5V201V2IwWTNiM00yZFRWUGFWRRAB","Ci9DQUlRQUNvZENodHljRjlvT25aRlZscFhOV3hOTldOVU1sVnRORFJ3ZVdaVlIyYxAB","Ci9DQUlRQUNvZENodHljRjlvT2padVJubEJWVk5MZFZsUlRYbEdNMnhyZUhSekxWRRAB"]},{"id":"cleanliness","label":"Cleanliness & Tidiness","mention_count":2,"positive_count":2,"neutral_count":0,"negative_count":0,"positive_pct":100,"score":0.96,"top_phrases":["left the space clean each day","always cleaned up before he left for the day"],"example_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2t4dGQyNVBUR00xT1hadFZXVTBWVE5oYjJWV2JYYxAB","Ci9DQUlRQUNvZENodHljRjlvT21ZMWFWbHpkV1pIWlZOVlVHdFJYMmxqVVdwd2VWRRAB"]},{"id":"responsiveness","label":"Responsiveness & Speed","mention_count":1,"positive_count":1,"neutral_count":0,"negative_count":0,"positive_pct":100,"score":0.94,"top_phrases":["any questions or concerns were addressed quickly and efficiently"],"example_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT21ZMWFWbHpkV1pIWlZOVlVHdFJYMmxqVVdwd2VWRRAB"]},{"id":"scheduling","label":"Scheduling & Booking Ease","mention_count":1,"positive_count":1,"neutral_count":0,"negative_count":0,"positive_pct":100,"score":0.93,"top_phrases":["I was always kept in the loop on timelines and progress"],"example_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT21ZMWFWbHpkV1pIWlZOVlVHdFJYMmxqVVdwd2VWRRAB"]}],"entities":{"technicians":[{"id":"ed","display_name":"Ed","mention_count":16,"positive_pct":100,"average_rating_when_mentioned":5,"review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xCRmJHMVJRell0TVc1SmQzaFhZV3hLUlhoT2RHYxAB","Ci9DQUlRQUNvZENodHljRjlvT25GUmFGRXRaWFYzVDB4SWFYcFJUamwzVTBKQ2FIYxAB","Ci9DQUlRQUNvZENodHljRjlvT2xVNFdFRTBNMkZZY2twSmRtVlNUM05PVm10NWFrRRAB","Ci9DQUlRQUNvZENodHljRjlvT25CVGVtbFRVbWQxUXpCT09FWkJSbkZMYlV4QlZFRRAB","Ci9DQUlRQUNvZENodHljRjlvT205MVFWRTNWRVJJWWxkWGJtdDNTbFpFY1hoQ1NrRRAB","Ci9DQUlRQUNvZENodHljRjlvT25SYVYyMTVaamw2VmxSbVYwOWpRVVl0V1dGQlYxRRAB","Ci9DQUlRQUNvZENodHljRjlvT21OUVZubDNjRzV5V201V2IwWTNiM00yZFRWUGFWRRAB","Ci9DQUlRQUNvZENodHljRjlvT25aRlZscFhOV3hOTldOVU1sVnRORFJ3ZVdaVlIyYxAB","Ci9DQUlRQUNvZENodHljRjlvT2t4dGQyNVBUR00xT1hadFZXVTBWVE5oYjJWV2JYYxAB","Ci9DQUlRQUNvZENodHljRjlvT2pSWWRqWTFjM05oZVhkdE4xbGZXalpQYzIweWRHYxAB","Ci9DQUlRQUNvZENodHljRjlvT2s5clNUVmlZalkwVTJObVFrSlZhVGhsWDAwMWJsRRAB","Ci9DQUlRQUNvZENodHljRjlvT214UVMxZDNkVUZtTmpCblVucHZZbXhRZHpBNGVuYxAB","Ci9DQUlRQUNvZENodHljRjlvT2xaM1YxRnhNRlJIYkU5VmRHSlZibk5aU2sxRk9YYxAB","Ci9DQUlRQUNvZENodHljRjlvT21ZMWFWbHpkV1pIWlZOVlVHdFJYMmxqVVdwd2VWRRAB","Ci9DQUlRQUNvZENodHljRjlvT2paMVJYUlFhMTk2VVZvMGJsRk1Xbko0YlZsUFozYxAB","Ci9DQUlRQUNvZENodHljRjlvT2padVJubEJWVk5MZFZsUlRYbEdNMnhyZUhSekxWRRAB"]}],"services":[{"id":"kitchen-remodeling","label":"Kitchen Remodeling","mention_count":5,"positive_pct":100,"average_rating":5,"review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xCRmJHMVJRell0TVc1SmQzaFhZV3hLUlhoT2RHYxAB","Ci9DQUlRQUNvZENodHljRjlvT25CVGVtbFRVbWQxUXpCT09FWkJSbkZMYlV4QlZFRRAB","Ci9DQUlRQUNvZENodHljRjlvT2pSWWRqWTFjM05oZVhkdE4xbGZXalpQYzIweWRHYxAB","Ci9DQUlRQUNvZENodHljRjlvT21ZMWFWbHpkV1pIWlZOVlVHdFJYMmxqVVdwd2VWRRAB","Ci9DQUlRQUNvZENodHljRjlvT2paMVJYUlFhMTk2VVZvMGJsRk1Xbko0YlZsUFozYxAB"]},{"id":"kitchen-remodel","label":"Kitchen Remodel","mention_count":5,"positive_pct":100,"average_rating":5,"review_ids":["Ci9DQUlRQUNvZENodHljRjlvT25GUmFGRXRaWFYzVDB4SWFYcFJUamwzVTBKQ2FIYxAB","Ci9DQUlRQUNvZENodHljRjlvT25aRlZscFhOV3hOTldOVU1sVnRORFJ3ZVdaVlIyYxAB","Ci9DQUlRQUNvZENodHljRjlvT2s5clNUVmlZalkwVTJObVFrSlZhVGhsWDAwMWJsRRAB","Ci9DQUlRQUNvZENodHljRjlvT2xaM1YxRnhNRlJIYkU5VmRHSlZibk5aU2sxRk9YYxAB","Ci9DQUlRQUNvZENodHljRjlvT25CMVlrVTNORmgyVW1jMlFUSm5MWFY0U0hKcGRXYxAB"]},{"id":"kitchen-refacing","label":"Kitchen Refacing","mention_count":3,"positive_pct":100,"average_rating":5,"review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xVNFdFRTBNMkZZY2twSmRtVlNUM05PVm10NWFrRRAB","Ci9DQUlRQUNvZENodHljRjlvT2xaM1YxRnhNRlJIYkU5VmRHSlZibk5aU2sxRk9YYxAB","Ci9DQUlRQUNvZENodHljRjlvT21ZMWFWbHpkV1pIWlZOVlVHdFJYMmxqVVdwd2VWRRAB"]},{"id":"cabinet-refacing","label":"Cabinet Refacing","mention_count":3,"positive_pct":100,"average_rating":5,"review_ids":["Ci9DQUlRQUNvZENodHljRjlvT205MVFWRTNWRVJJWWxkWGJtdDNTbFpFY1hoQ1NrRRAB","Ci9DQUlRQUNvZENodHljRjlvT25SYVYyMTVaamw2VmxSbVYwOWpRVVl0V1dGQlYxRRAB","Ci9DQUlRQUNvZENodHljRjlvT21OUVZubDNjRzV5V201V2IwWTNiM00yZFRWUGFWRRAB"]},{"id":"cabinet-installation","label":"Cabinet Installation","mention_count":2,"positive_pct":100,"average_rating":5,"review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xCRmJHMVJRell0TVc1SmQzaFhZV3hLUlhoT2RHYxAB","Ci9DQUlRQUNvZENodHljRjlvT25aRlZscFhOV3hOTldOVU1sVnRORFJ3ZVdaVlIyYxAB"]},{"id":"kitchen-update","label":"Kitchen Update","mention_count":2,"positive_pct":100,"average_rating":5,"review_ids":["Ci9DQUlRQUNvZENodHljRjlvT214UVMxZDNkVUZtTmpCblVucHZZbXhRZHpBNGVuYxAB","Ci9DQUlRQUNvZENodHljRjlvT2padVJubEJWVk5MZFZsUlRYbEdNMnhyZUhSekxWRRAB"]}],"problems":[],"service_areas":[{"id":"petaluma-ca","label":"Petaluma, CA","mention_count":0,"review_ids":[]}]},"topics":[{"id":"kitchen-remodel","label":"Kitchen Remodel","description":"Reviews discussing kitchen remodel.","review_count":11,"positive_pct":100,"review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xCRmJHMVJRell0TVc1SmQzaFhZV3hLUlhoT2RHYxAB","Ci9DQUlRQUNvZENodHljRjlvT25GUmFGRXRaWFYzVDB4SWFYcFJUamwzVTBKQ2FIYxAB","Ci9DQUlRQUNvZENodHljRjlvT25SYVYyMTVaamw2VmxSbVYwOWpRVVl0V1dGQlYxRRAB","Ci9DQUlRQUNvZENodHljRjlvT25aRlZscFhOV3hOTldOVU1sVnRORFJ3ZVdaVlIyYxAB","Ci9DQUlRQUNvZENodHljRjlvT2s5clNUVmlZalkwVTJObVFrSlZhVGhsWDAwMWJsRRAB","Ci9DQUlRQUNvZENodHljRjlvT214UVMxZDNkVUZtTmpCblVucHZZbXhRZHpBNGVuYxAB","Ci9DQUlRQUNvZENodHljRjlvT2xaM1YxRnhNRlJIYkU5VmRHSlZibk5aU2sxRk9YYxAB","Ci9DQUlRQUNvZENodHljRjlvT21ZMWFWbHpkV1pIWlZOVlVHdFJYMmxqVVdwd2VWRRAB","Ci9DQUlRQUNvZENodHljRjlvT2paMVJYUlFhMTk2VVZvMGJsRk1Xbko0YlZsUFozYxAB","Ci9DQUlRQUNvZENodHljRjlvT2padVJubEJWVk5MZFZsUlRYbEdNMnhyZUhSekxWRRAB","Ci9DQUlRQUNvZENodHljRjlvT25CMVlrVTNORmgyVW1jMlFUSm5MWFY0U0hKcGRXYxAB"],"key_findings":["Kitchen Remodel mentioned in 11 of 17 reviews (64.7%)","100% of Kitchen Remodel reviews are 4 or 5 stars","Average rating in Kitchen Remodel reviews: 5★"]},{"id":"cabinet-work","label":"Cabinet Work","description":"Reviews discussing cabinet work.","review_count":8,"positive_pct":100,"review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xCRmJHMVJRell0TVc1SmQzaFhZV3hLUlhoT2RHYxAB","Ci9DQUlRQUNvZENodHljRjlvT2xVNFdFRTBNMkZZY2twSmRtVlNUM05PVm10NWFrRRAB","Ci9DQUlRQUNvZENodHljRjlvT205MVFWRTNWRVJJWWxkWGJtdDNTbFpFY1hoQ1NrRRAB","Ci9DQUlRQUNvZENodHljRjlvT25SYVYyMTVaamw2VmxSbVYwOWpRVVl0V1dGQlYxRRAB","Ci9DQUlRQUNvZENodHljRjlvT21OUVZubDNjRzV5V201V2IwWTNiM00yZFRWUGFWRRAB","Ci9DQUlRQUNvZENodHljRjlvT25aRlZscFhOV3hOTldOVU1sVnRORFJ3ZVdaVlIyYxAB","Ci9DQUlRQUNvZENodHljRjlvT2t4dGQyNVBUR00xT1hadFZXVTBWVE5oYjJWV2JYYxAB","Ci9DQUlRQUNvZENodHljRjlvT214UVMxZDNkVUZtTmpCblVucHZZbXhRZHpBNGVuYxAB"],"key_findings":["Cabinet Work mentioned in 8 of 17 reviews (47.1%)","100% of Cabinet Work reviews are 4 or 5 stars","Average rating in Cabinet Work reviews: 5★"]},{"id":"customer-satisfaction","label":"Customer Satisfaction","description":"Reviews discussing customer satisfaction.","review_count":5,"positive_pct":100,"review_ids":["Ci9DQUlRQUNvZENodHljRjlvT25GUmFGRXRaWFYzVDB4SWFYcFJUamwzVTBKQ2FIYxAB","Ci9DQUlRQUNvZENodHljRjlvT25CVGVtbFRVbWQxUXpCT09FWkJSbkZMYlV4QlZFRRAB","Ci9DQUlRQUNvZENodHljRjlvT21OUVZubDNjRzV5V201V2IwWTNiM00yZFRWUGFWRRAB","Ci9DQUlRQUNvZENodHljRjlvT21ZMWFWbHpkV1pIWlZOVlVHdFJYMmxqVVdwd2VWRRAB","Ci9DQUlRQUNvZENodHljRjlvT2padVJubEJWVk5MZFZsUlRYbEdNMnhyZUhSekxWRRAB"],"key_findings":["Customer Satisfaction mentioned in 5 of 17 reviews (29.4%)","100% of Customer Satisfaction reviews are 4 or 5 stars","Average rating in Customer Satisfaction reviews: 5★"]},{"id":"quality-craftsmanship","label":"Quality & Craftsmanship","description":"Reviews discussing quality & craftsmanship.","review_count":5,"positive_pct":100,"review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xVNFdFRTBNMkZZY2twSmRtVlNUM05PVm10NWFrRRAB","Ci9DQUlRQUNvZENodHljRjlvT205MVFWRTNWRVJJWWxkWGJtdDNTbFpFY1hoQ1NrRRAB","Ci9DQUlRQUNvZENodHljRjlvT2t4dGQyNVBUR00xT1hadFZXVTBWVE5oYjJWV2JYYxAB","Ci9DQUlRQUNvZENodHljRjlvT2s5clNUVmlZalkwVTJObVFrSlZhVGhsWDAwMWJsRRAB","Ci9DQUlRQUNvZENodHljRjlvT21ZMWFWbHpkV1pIWlZOVlVHdFJYMmxqVVdwd2VWRRAB"],"key_findings":["Quality & Craftsmanship mentioned in 5 of 17 reviews (29.4%)","100% of Quality & Craftsmanship reviews are 4 or 5 stars","Average rating in Quality & Craftsmanship reviews: 5★"]}],"temporal":{"monthly":[{"month":"2026-06","review_count":1,"average_rating":5,"sentiment_score":0.88},{"month":"2025-07","review_count":16,"average_rating":5,"sentiment_score":0.96}],"trend":"stable"},"per_review":{"Ci9DQUlRQUNvZENodHljRjlvT2xCRmJHMVJRell0TVc1SmQzaFhZV3hLUlhoT2RHYxAB":{"sentiment":"positive","sentiment_score":0.88,"aspects_mentioned":["professionalism","communication","courtesy"],"entities":{"technicians":["Ed"],"services":["cabinet-installation","kitchen-remodeling"],"problems":["coordinating-multiple-contractors","navigating-remodeling-challenges"]},"one_line_summary":"A repeat customer praises Ed for coordinating multiple contractors and guiding her through a stressful remodel, resulting in a beautiful new kitchen.","key_phrases":["loved the work he had done in my condominium","Ed coordinated the various projects","navigate the various challenges","grateful for his kindness and guidance"]},"Ci9DQUlRQUNvZENodHljRjlvT25GUmFGRXRaWFYzVDB4SWFYcFJUamwzVTBKQ2FIYxAB":{"sentiment":"positive","sentiment_score":0.95,"aspects_mentioned":["professionalism","communication"],"entities":{"technicians":["Ed","David"],"services":["kitchen-remodel"],"problems":[]},"one_line_summary":"Customer is highly satisfied with Ed and David's kitchen remodel, praising the smooth process and great results.","key_phrases":["did a great job","process was very smooth","incredibly happy with how everything turned out","Would highly recommend"]},"Ci9DQUlRQUNvZENodHljRjlvT2xVNFdFRTBNMkZZY2twSmRtVlNUM05PVm10NWFrRRAB":{"sentiment":"positive","sentiment_score":0.97,"aspects_mentioned":["professionalism","punctuality","technical_knowledge"],"entities":{"technicians":["Ed"],"services":["kitchen-refacing","kitchen-updating"],"problems":[]},"one_line_summary":"An interior designer praises Ed for consistently delivering fabulous, professional, and on-time kitchen refacing work across many projects.","key_phrases":["just the best ever","fabulous work","never worry when I recommend him","professional and on time"]},"Ci9DQUlRQUNvZENodHljRjlvT25CVGVtbFRVbWQxUXpCT09FWkJSbkZMYlV4QlZFRRAB":{"sentiment":"positive","sentiment_score":0.95,"aspects_mentioned":["professionalism","technical_knowledge","communication","courtesy"],"entities":{"technicians":["Ed"],"services":["master-bath-cabinetry","kitchen-remodeling","bathroom-remodeling"],"problems":[]},"one_line_summary":"Pamela highly recommends Ed for his expertise, collaborative approach, and convenience in completing her master bath cabinetry project.","key_phrases":["Ed is your guy","could not be easier to work with","open to your ideas and has many expert ideas of his own","all have been 100% satisfied"]},"Ci9DQUlRQUNvZENodHljRjlvT205MVFWRTNWRVJJWWxkWGJtdDNTbFpFY1hoQ1NrRRAB":{"sentiment":"positive","sentiment_score":0.97,"aspects_mentioned":["professionalism","technical_knowledge","courtesy"],"entities":{"technicians":["Ed"],"services":["cabinet-refacing"],"problems":[]},"one_line_summary":"A Kitchen and Bath showroom owner praises Ed's exceptional cabinet refacing craftsmanship and pleasant demeanor, noting that referred clients consistently report high satisfaction.","key_phrases":["His work is impeccable","one of the nicest people you'll ever meet","transform your space to look brand new again","there aren't many around that do it as well as Ed"]},"Ci9DQUlRQUNvZENodHljRjlvT25SYVYyMTVaamw2VmxSbVYwOWpRVVl0V1dGQlYxRRAB":{"sentiment":"positive","sentiment_score":0.98,"aspects_mentioned":["professionalism","punctuality","communication","technical_knowledge","courtesy"],"entities":{"technicians":["Ed"],"services":["cabinet-refacing","quartz-countertop-installation","tile-backsplash","open-shelving-installation"],"problems":[]},"one_line_summary":"A 20-year North Bay Realtor praises Ed Roualdes for outstanding professionalism, timeline adherence, and stellar kitchen cabinet refacing and remodeling work.","key_phrases":["absolutely one of the best","His advance timeline was adhered to","present on the jobsite every day","level of professional service and client care"]},"Ci9DQUlRQUNvZENodHljRjlvT21OUVZubDNjRzV5V201V2IwWTNiM00yZFRWUGFWRRAB":{"sentiment":"positive","sentiment_score":0.97,"aspects_mentioned":["pricing","professionalism"],"entities":{"technicians":["Ed"],"services":["cabinet-refacing","cabinet-refinishing"],"problems":["high-cost-of-new-cabinets","seeking-affordable-cabinet-alternative"]},"one_line_summary":"Customer highly recommends Ed after cabinet work exceeded expectations and saved significant money compared to buying new cabinets.","key_phrases":["Exceeded our expectations","saved a ton of money","cabinets look amazing","highly recommend Ed"]},"Ci9DQUlRQUNvZENodHljRjlvT25aRlZscFhOV3hOTldOVU1sVnRORFJ3ZVdaVlIyYxAB":{"sentiment":"positive","sentiment_score":0.97,"aspects_mentioned":["professionalism","technical_knowledge","pricing","communication"],"entities":{"technicians":["Ed"],"services":["kitchen-remodel","cabinet-installation","countertop-installation","sink-installation","appliance-installation","lighting-installation","tile-work"],"problems":[]},"one_line_summary":"Customer is highly satisfied with Ed's complete kitchen refresh, praising his reliability, fairness, and expert guidance throughout the project.","key_phrases":["couldn't be happier with the results","complete refresh with new cabinets and drawers","gave great suggestions and explanations","highly recommend him"]},"Ci9DQUlRQUNvZENodHljRjlvT2t4dGQyNVBUR00xT1hadFZXVTBWVE5oYjJWV2JYYxAB":{"sentiment":"positive","sentiment_score":0.97,"aspects_mentioned":["punctuality","technical_knowledge","cleanliness","professionalism"],"entities":{"technicians":["Ed"],"services":["cabinet-door-installation","drawer-fitting"],"problems":[]},"one_line_summary":"Customer praises Ed for punctuality, expert craftsmanship, and daily cleanup, with perfectly fitted cabinet doors and drawers.","key_phrases":["always on time","expert craftsmen","always cleaned up before he left","perfectly fitted"]},"Ci9DQUlRQUNvZENodHljRjlvT2pSWWRqWTFjM05oZVhkdE4xbGZXalpQYzIweWRHYxAB":{"sentiment":"positive","sentiment_score":0.92,"aspects_mentioned":["communication","professionalism"],"entities":{"technicians":["Ed"],"services":["kitchen-remodeling"],"problems":[]},"one_line_summary":"A plumbing subcontractor praises Ed for his clear communication and easy working relationship, calling him a favorite contractor.","key_phrases":["Working with Ed is easy","says what he needs and then lets me do my job","very clear and easy to work with","A favorite contractor"]},"Ci9DQUlRQUNvZENodHljRjlvT2s5clNUVmlZalkwVTJObVFrSlZhVGhsWDAwMWJsRRAB":{"sentiment":"positive","sentiment_score":0.98,"aspects_mentioned":["technical_knowledge","professionalism"],"entities":{"technicians":["Ed"],"services":["kitchen-remodel"],"problems":[]},"one_line_summary":"Customer raves that Ed transformed her old kitchen into her dream kitchen with meticulous attention to detail.","key_phrases":["transformed my old kitchen into the kitchen of my dream","meticulous and the attention to detail is incredible","1000% recommend"]},"Ci9DQUlRQUNvZENodHljRjlvT214UVMxZDNkVUZtTmpCblVucHZZbXhRZHpBNGVuYxAB":{"sentiment":"positive","sentiment_score":0.95,"aspects_mentioned":["communication","punctuality","technical_knowledge","professionalism"],"entities":{"technicians":["Ed"],"services":["kitchen-cabinet-refacing","bath-cabinet-refacing","kitchen-update"],"problems":["outdated-kitchen-in-40-year-old-home"]},"one_line_summary":"Customer highly recommends Ed Roualdes for delivering a creative, on-time, and quality kitchen and bath cabinet refacing update in their 40-year-old Windsor home.","key_phrases":["extremely easy to work with","creative in suggestions he made","performed just as promised and on time","quality product"]},"Ci9DQUlRQUNvZENodHljRjlvT2xaM1YxRnhNRlJIYkU5VmRHSlZibk5aU2sxRk9YYxAB":{"sentiment":"positive","sentiment_score":0.95,"aspects_mentioned":["professionalism","communication","technical_knowledge"],"entities":{"technicians":["Ed"],"services":["kitchen-remodel","bathroom-update","kitchen-refacing"],"problems":["difficulty-finding-a-trustworthy-contractor-for-bathroom-updates"]},"one_line_summary":"A repeat customer highly recommends Ed for his honesty, communication, and attention to detail across both a kitchen remodel and bathroom updates.","key_phrases":["worked with Ed twice","honest and upfront and easy to work with","great attention to detail","didn't hesitate"]},"Ci9DQUlRQUNvZENodHljRjlvT21ZMWFWbHpkV1pIWlZOVlVHdFJYMmxqVVdwd2VWRRAB":{"sentiment":"positive","sentiment_score":0.97,"aspects_mentioned":["professionalism","communication","punctuality","scheduling","cleanliness","responsiveness"],"entities":{"technicians":["Ed"],"services":["kitchen-remodeling","kitchen-refacing"],"problems":[]},"one_line_summary":"Customer is highly satisfied with a smooth, on-schedule kitchen remodel featuring excellent craftsmanship, communication, and daily cleanup.","key_phrases":["smooth, clean and surprisingly stress free","craftsmanship is top-notch","always kept in the loop on timelines and progress","truly transformed my home"]},"Ci9DQUlRQUNvZENodHljRjlvT2paMVJYUlFhMTk2VVZvMGJsRk1Xbko0YlZsUFozYxAB":{"sentiment":"positive","sentiment_score":0.98,"aspects_mentioned":["professionalism","technical_knowledge","courtesy"],"entities":{"technicians":["Ed"],"services":["kitchen-remodeling"],"problems":[]},"one_line_summary":"Customer is thrilled with Ed's kitchen remodeling work and highly recommends him both professionally and personally.","key_phrases":["Ed was fabulous","love the new look of our re-imagined kitchen","top notch at remodeling kitchens","highly, highly recommend"]},"Ci9DQUlRQUNvZENodHljRjlvT2padVJubEJWVk5MZFZsUlRYbEdNMnhyZUhSekxWRRAB":{"sentiment":"positive","sentiment_score":0.95,"aspects_mentioned":["professionalism","pricing","communication"],"entities":{"technicians":["Ed"],"services":["kitchen-update"],"problems":[]},"one_line_summary":"Customer is thrilled with her kitchen update, praising Ed's professionalism, enthusiasm, and ability to maximize results within her budget.","key_phrases":["best result for dollars spent","enthusiastic, professional","couldn't be happier","transformed kitchen"]},"Ci9DQUlRQUNvZENodHljRjlvT25CMVlrVTNORmgyVW1jMlFUSm5MWFY0U0hKcGRXYxAB":{"sentiment":"positive","sentiment_score":0.95,"aspects_mentioned":["professionalism","technical_knowledge"],"entities":{"technicians":[],"services":["kitchen-remodel","full-gut-renovation"],"problems":[]},"one_line_summary":"Customer had kitchens remodeled in two houses, including a complete gut renovation, and highly recommends the contractor.","key_phrases":["kitchens in two houses","couldn't be happier","complete 'gut job' from floor to ceiling","highly recommend"]}},"faq":[{"question":"Is Ed J. Roualdes Kitchen Contractor professional?","answer":"Based on 17 reviews mentioning professionalism & conduct, 100% report positive experiences. Customers frequently mention \"couldn't be happier\".","evidence_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xCRmJHMVJRell0TVc1SmQzaFhZV3hLUlhoT2RHYxAB","Ci9DQUlRQUNvZENodHljRjlvT25GUmFGRXRaWFYzVDB4SWFYcFJUamwzVTBKQ2FIYxAB","Ci9DQUlRQUNvZENodHljRjlvT2xVNFdFRTBNMkZZY2twSmRtVlNUM05PVm10NWFrRRAB"]},{"question":"Is Ed J. Roualdes Kitchen Contractor knowledgeable and skilled?","answer":"Based on 11 reviews mentioning technical knowledge & expertise, 100% report positive experiences. Customers frequently mention \"expert craftsmen\".","evidence_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xVNFdFRTBNMkZZY2twSmRtVlNUM05PVm10NWFrRRAB","Ci9DQUlRQUNvZENodHljRjlvT25CVGVtbFRVbWQxUXpCT09FWkJSbkZMYlV4QlZFRRAB","Ci9DQUlRQUNvZENodHljRjlvT205MVFWRTNWRVJJWWxkWGJtdDNTbFpFY1hoQ1NrRRAB"]},{"question":"Is Ed J. Roualdes Kitchen Contractor good at communicating with customers?","answer":"Based on 10 reviews mentioning communication & updates, 100% report positive experiences. Customers frequently mention \"The process was very smooth\".","evidence_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xCRmJHMVJRell0TVc1SmQzaFhZV3hLUlhoT2RHYxAB","Ci9DQUlRQUNvZENodHljRjlvT25GUmFGRXRaWFYzVDB4SWFYcFJUamwzVTBKQ2FIYxAB","Ci9DQUlRQUNvZENodHljRjlvT25CVGVtbFRVbWQxUXpCT09FWkJSbkZMYlV4QlZFRRAB"]},{"question":"Does Ed J. Roualdes Kitchen Contractor handle kitchen remodel?","answer":"Kitchen Remodel appears in 11 of 17 reviews, 100% of them positive.","evidence_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xCRmJHMVJRell0TVc1SmQzaFhZV3hLUlhoT2RHYxAB","Ci9DQUlRQUNvZENodHljRjlvT25GUmFGRXRaWFYzVDB4SWFYcFJUamwzVTBKQ2FIYxAB","Ci9DQUlRQUNvZENodHljRjlvT25SYVYyMTVaamw2VmxSbVYwOWpRVVl0V1dGQlYxRRAB"]},{"question":"Does Ed J. Roualdes Kitchen Contractor handle cabinet work?","answer":"Cabinet Work appears in 8 of 17 reviews, 100% of them positive.","evidence_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xCRmJHMVJRell0TVc1SmQzaFhZV3hLUlhoT2RHYxAB","Ci9DQUlRQUNvZENodHljRjlvT2xVNFdFRTBNMkZZY2twSmRtVlNUM05PVm10NWFrRRAB","Ci9DQUlRQUNvZENodHljRjlvT205MVFWRTNWRVJJWWxkWGJtdDNTbFpFY1hoQ1NrRRAB"]},{"question":"Does Ed J. Roualdes Kitchen Contractor handle customer satisfaction?","answer":"Customer Satisfaction appears in 5 of 17 reviews, 100% of them positive.","evidence_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT25GUmFGRXRaWFYzVDB4SWFYcFJUamwzVTBKQ2FIYxAB","Ci9DQUlRQUNvZENodHljRjlvT25CVGVtbFRVbWQxUXpCT09FWkJSbkZMYlV4QlZFRRAB","Ci9DQUlRQUNvZENodHljRjlvT21OUVZubDNjRzV5V201V2IwWTNiM00yZFRWUGFWRRAB"]},{"question":"Does Ed J. Roualdes Kitchen Contractor handle quality & craftsmanship?","answer":"Quality & Craftsmanship appears in 5 of 17 reviews, 100% of them positive.","evidence_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xVNFdFRTBNMkZZY2twSmRtVlNUM05PVm10NWFrRRAB","Ci9DQUlRQUNvZENodHljRjlvT205MVFWRTNWRVJJWWxkWGJtdDNTbFpFY1hoQ1NrRRAB","Ci9DQUlRQUNvZENodHljRjlvT2t4dGQyNVBUR00xT1hadFZXVTBWVE5oYjJWV2JYYxAB"]},{"question":"How are Ed J. Roualdes Kitchen Contractor's kitchen remodeling reviews?","answer":"Kitchen Remodeling is mentioned in 5 reviews, with 100% positive sentiment.","evidence_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xCRmJHMVJRell0TVc1SmQzaFhZV3hLUlhoT2RHYxAB","Ci9DQUlRQUNvZENodHljRjlvT25CVGVtbFRVbWQxUXpCT09FWkJSbkZMYlV4QlZFRRAB","Ci9DQUlRQUNvZENodHljRjlvT2pSWWRqWTFjM05oZVhkdE4xbGZXalpQYzIweWRHYxAB"]},{"question":"How are Ed J. Roualdes Kitchen Contractor's kitchen remodel reviews?","answer":"Kitchen Remodel is mentioned in 5 reviews, with 100% positive sentiment.","evidence_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT25GUmFGRXRaWFYzVDB4SWFYcFJUamwzVTBKQ2FIYxAB","Ci9DQUlRQUNvZENodHljRjlvT25aRlZscFhOV3hOTldOVU1sVnRORFJ3ZVdaVlIyYxAB","Ci9DQUlRQUNvZENodHljRjlvT2s5clNUVmlZalkwVTJObVFrSlZhVGhsWDAwMWJsRRAB"]},{"question":"How are Ed J. Roualdes Kitchen Contractor's kitchen refacing reviews?","answer":"Kitchen Refacing is mentioned in 3 reviews, with 100% positive sentiment.","evidence_review_ids":["Ci9DQUlRQUNvZENodHljRjlvT2xVNFdFRTBNMkZZY2twSmRtVlNUM05PVm10NWFrRRAB","Ci9DQUlRQUNvZENodHljRjlvT2xaM1YxRnhNRlJIYkU5VmRHSlZibk5aU2sxRk9YYxAB","Ci9DQUlRQUNvZENodHljRjlvT21ZMWFWbHpkV1pIWlZOVlVHdFJYMmxqVVdwd2VWRRAB"]},{"question":"What do customers say about Ed J. Roualdes Kitchen Contractor?","answer":"Across 17 reviews from July 2025 to June 2026, Ed J. Roualdes Kitchen Contractor earned 100% positive ratings, with Ed personally named in 16 reviews at a 5.0 average for kitchen remodeling and cabinet work.","evidence_review_ids":[]}],"summary":"Ed J. Roualdes Kitchen Contractor in Petaluma, CA has collected 17 customer reviews spanning from July 2025 through June 2026, achieving a uniformly positive sentiment with 100% of reviews rated positively and an overall sentiment score of 0.96 out of 1.0. No neutral or negative reviews were recorded during this period, and sentiment trends remained stable throughout.\n\nProfessionalism and conduct was the most frequently cited aspect, mentioned in all 17 reviews at 100% positive. Technical knowledge and expertise drew 11 mentions at 100% positive, while communication and updates was highlighted in 10 reviews, also at a perfect rate. Punctuality and on-time service as well as courtesy and friendliness each appeared in 5 reviews at 100% positive. Pricing and value was referenced in 3 reviews positively, cleanliness and tidiness in 2 reviews, and both responsiveness and scheduling ease each received a single positive mention.\n\nThe owner and primary technician, Ed, was named by name in 16 of the 17 reviews and carries a 5.0 average rating, indicating he is the central figure customers associate with their experience. No other staff members were individually named in the review data.\n\nIn terms of services, kitchen remodeling and kitchen remodel were each referenced in 5 reviews at 100% positive, effectively representing the core offering of the business. Kitchen refacing and cabinet refacing each appeared in 3 reviews at 100% positive, and cabinet installation was noted in 2 reviews positively. Topically, kitchen remodel discussions appeared across 11 reviews, cabinet work across 8, and both customer satisfaction and quality and craftsmanship were each referenced in 5 reviews, all at 100% positive rates.\n\nNo negative patterns were identified in any aspect category, and no aspect fell below the 70% positive threshold. The absence of negative feedback should be considered in context of the relatively modest review count of 17, which limits statistical confidence across all subcategories. Nevertheless, across the categories where sufficient data exists — particularly professionalism, expertise, and communication — the consistency of positive feedback is notable. For prospective customers considering kitchen remodeling, refacing, or cabinet work in the Petaluma area, this business presents a uniformly positive record during the reviewed period.","pull_quote":"Across 17 reviews from July 2025 to June 2026, Ed J. Roualdes Kitchen Contractor earned 100% positive ratings, with Ed personally named in 16 reviews at a 5.0 average for kitchen remodeling and cabinet work."}