Amazon Copy Quality — Technical Report

Generated 2026-04-08 11:46:27

Total Listings

15,169

Scored

8,010

Has Bullets

1,959

12.9% of scraped

Missing Bullets

13,210

Bot-blocked detail pages

DB Size

9.8 MB

Scrape Timeline (last 14 days)

Date	Listings Scraped
2026-04-08	15,169

Scoring Throughput

Date	Scored	Hours	Per Hour
2026-04-08	8,010	2.3	3497.0

Score Models Used

Model	Count
`claude-haiku-4-5-20251001`	7,710
`unknown`	300

Category Coverage

Category	Total	Scored	% Scored
sports	65	65	100.0%
pet-supplies	61	61	100.0%
kitchen	61	61	100.0%
wireless/SIM Cards & Prepaid Minutes	60	60	100.0%
wireless/Cell Phones	60	60	100.0%
wireless/Cases, Holsters & Clips	60	60	100.0%
toys-and-games/Remote- & App-Controlled Toys	60	0	0.0%
toys-and-games/Puzzles	60	0	0.0%
toys-and-games/Puppets & Puppet Theaters	60	0	0.0%
toys-and-games/Play Vehicles	60	0	0.0%
toys-and-games/Musical Instruments	60	0	0.0%
toys-and-games/Dolls & Accessories	60	0	0.0%
toys-and-games/Building & Construction Toys	60	0	0.0%
sporting-goods/Fan Shop	60	0	0.0%
pet-supplies/Reptiles & Amphibians	60	0	0.0%
pet-supplies/Horses	60	0	0.0%
pet-supplies/Fish & Aquatic Pets	60	0	0.0%
pc/Warranties & Services	60	60	100.0%
pc/Servers	60	60	100.0%
pc/Scanners	60	60	100.0%
pc/Printers	60	60	100.0%
pc/Monitors	60	60	100.0%
pc/Desktops	60	60	100.0%
office-products/Presentation Boards	60	0	0.0%
office-products/Office Lighting	60	0	0.0%
musical-instruments/Ukuleles, Mandolins & Banjos	60	0	0.0%
musical-instruments/Drums & Percussion	60	0	0.0%
musical-instruments/Bass Guitars	60	0	0.0%
musical-instruments/Band & Orchestra	60	0	0.0%
musical-instruments/Amplifiers & Effects	60	0	0.0%
lawn-garden/Snow Removal	60	0	0.0%
lawn-garden/Pools, Hot Tubs & Supplies	60	0	0.0%
lawn-garden/Outdoor Heating	60	0	0.0%
kitchen/Coffee, Tea & Espresso Appliances	60	0	0.0%
industrial/Science Education	60	0	0.0%
industrial/Robotics	60	0	0.0%
industrial/Power Transmission Products	60	0	0.0%
industrial/Hydraulics, Pneumatics & Plumbing	60	0	0.0%
industrial/Digital Signage	60	0	0.0%
industrial/Commercial Lighting	60	0	0.0%
industrial/Commercial Door Products	60	0	0.0%
industrial/Abrasive & Finishing Products	60	0	0.0%
hpc/Stationery & Gift Wrapping Supplies	60	60	100.0%
hpc/Sexual Wellness	60	60	100.0%
home-garden/Wall Décor	60	0	0.0%
home-garden/Seasonal Décor	60	0	0.0%
home-garden/Irons & Steamers	60	0	0.0%
home-garden/Heating, Cooling & Air Quality	60	34	56.7%
grocery/Meat Substitutes	60	60	100.0%
grocery/Home Brewing & Winemaking	60	60	100.0%
grocery/Frozen	60	60	100.0%
grocery/Fresh Flowers & Live Indoor Plants	60	60	100.0%
grocery/Food & Beverage Gifts	60	60	100.0%
grocery/Breakfast Foods	60	60	100.0%
grocery/Breads & Bakery	60	60	100.0%
grocery/Alcoholic Beverages	60	60	100.0%
fashion/Shoe, Jewelry & Watch Accessories	60	60	100.0%
fashion/Costumes & Accessories	60	60	100.0%
electronics/Video Projectors	60	60	100.0%
electronics/Portable Audio & Video	60	60	100.0%
electronics/Marine Electronics	60	60	100.0%
electronics/Car Electronics	60	60	100.0%
beauty/Salon & Spa Equipment	60	60	100.0%
beauty/Fragrance	60	60	100.0%
baby-products/Strollers	60	60	100.0%
baby-products/For Moms	60	60	100.0%
baby-products/Activity & Entertainment	60	60	100.0%
automotive/Performance Parts & Accessories	60	60	100.0%
automotive/Paint & Paint Supplies	60	60	100.0%
automotive/Exterior Accessories	60	60	100.0%
arts-crafts/Printmaking	60	60	100.0%
arts-crafts/Photo Transfer & Coloring Supplies	60	60	100.0%
arts-crafts/Organization & Storage	60	60	100.0%
arts-crafts/Fabric	60	60	100.0%
appliances/Wine Cellars	60	60	100.0%
appliances/Washers & Dryers	60	60	100.0%
appliances/Wall Ovens	60	60	100.0%
appliances/Refrigerators	60	60	100.0%
appliances/Ranges	60	60	100.0%
appliances/Range Hoods	60	60	100.0%
appliances/Ice Makers	60	60	100.0%
appliances/Freezers	60	60	100.0%
appliances/Dishwashers	60	60	100.0%
appliances/Cooktops	60	60	100.0%
videogames/Sony PSP	59	0	0.0%
toys-and-games/Stuffed Animals & Toys	59	0	0.0%
toys-and-games/Electronics for Kids	59	0	0.0%
toys-and-games/Action & Toy Figures	59	0	0.0%
pet-supplies/Small Animals	59	0	0.0%
pc/Tablet Accessories	59	59	100.0%
musical-instruments/Guitars	59	0	0.0%
lawn-garden/Patio Furniture & Accessories	59	0	0.0%
lawn-garden/Mowers & Outdoor Power Tools	59	0	0.0%
lawn-garden/Grills & Outdoor Cooking	59	0	0.0%
kitchen/Home Brewing & Wine Making	59	0	0.0%
industrial/Raw Materials	59	0	0.0%
industrial/Material Handling Products	59	0	0.0%
industrial/Cutting Tools	59	0	0.0%
home-garden/Vacuums & Floor Care	59	0	0.0%
home-garden/Party Supplies	59	0	0.0%
fashion/Boys	59	59	100.0%
electronics/GPS & Navigation	59	59	100.0%
beauty/Hair Care	59	59	100.0%
beauty/Gift Sets	59	59	100.0%
baby-products/Gifts	59	59	100.0%
arts-crafts/Yarn	59	59	100.0%
arts-crafts/Scrapbooking	59	59	100.0%
arts-crafts/Needlework	59	59	100.0%
arts-crafts/Fabric Painting & Dyeing	59	59	100.0%
videogames/PlayStation Vita	58	0	0.0%
toys-and-games/Dressing Up & Costumes	58	0	0.0%
toys-and-games/Collectible Card Games	58	0	0.0%
toys-and-games/Bikes, Skates & Ride-Ons	58	0	0.0%
pet-supplies/Birds	58	0	0.0%
lawn-garden/Backyard Birding & Wildlife	58	0	0.0%
industrial/Power & Hand Tools	58	0	0.0%
industrial/Packaging & Shipping Supplies	58	0	0.0%
industrial/Fasteners	58	0	0.0%
grocery/Pantry Staples	58	58	100.0%
grocery/Deli & Prepared Foods	58	58	100.0%
fashion/Novelty & More	58	58	100.0%
electronics/eBook Readers & Accessories	58	58	100.0%
beauty/Foot, Hand & Nail Care	58	58	100.0%
baby-products/Potty Training	58	58	100.0%
automotive/Wheels & Tires	58	58	100.0%
automotive/Light & Lighting Accessories	58	58	100.0%
arts-crafts/Sewing	58	58	100.0%
arts-crafts/Beading & Jewelry Making	58	58	100.0%
videogames/Microconsoles	57	0	0.0%
videogames/Mac Games	57	0	0.0%
pc/Routers	57	57	100.0%
musical-instruments/Keyboards	57	0	0.0%
kitchen/Wine Accessories	57	0	0.0%
kitchen/Cookware	57	0	0.0%
kitchen/Bakeware	57	0	0.0%
industrial/Additive Manufacturing Products	57	0	0.0%
hpc/Vision Care	57	57	100.0%
grocery/Meat & Seafood	57	57	100.0%
grocery/Dairy, Eggs & Plant-Based Alternatives	57	57	100.0%
fashion/Uniforms, Work & Safety	57	57	100.0%
baby-products/Nursery	57	57	100.0%
lawn-garden/Outdoor Storage	56	0	0.0%
lawn-garden/Generators & Portable Power	56	0	0.0%
kitchen/Kitchen & Table Linens	56	0	0.0%
grocery/Produce	56	56	100.0%
grocery/Baby Foods	56	56	100.0%
electronics/Wearable Technology	56	56	100.0%
electronics/Security & Surveillance	56	56	100.0%
baby-products/Car Seats	56	56	100.0%
automotive/RV Parts & Accessories	56	56	100.0%
videogames/Virtual Reality	55	0	0.0%
tools	55	55	100.0%
pc/Tablets	55	55	100.0%
pc/Laptops	55	55	100.0%
pc/Computer Components	55	55	100.0%
hpc/Wellness & Relaxation	55	55	100.0%
hpc/Oral Care	55	55	100.0%
hi/Air Tools	55	0	0.0%
electronics/Headphones	55	55	100.0%
videogames/Nintendo DS	54	0	0.0%
toys-and-games/Novelty & Gag Toys	54	0	0.0%
sporting-goods/Memorabilia Display & Storage	54	0	0.0%
industrial/Test, Measure & Inspect	54	0	0.0%
industrial/Adhesives, Sealants & Lubricants	54	0	0.0%
fashion/Luggage & Travel Gear	54	54	100.0%
electronics/Home Audio & Theater	54	54	100.0%
automotive/Oils & Fluids	54	54	100.0%
videogames/PlayStation 3	53	0	0.0%
toys-and-games/Sports & Outdoor Play	53	0	0.0%
toys-and-games/Arts & Crafts	53	0	0.0%
sporting-goods/Hunting & Fishing	53	0	0.0%
sporting-goods/Accessories	53	0	0.0%
lawn-garden/Outdoor Décor	53	0	0.0%
kitchen/Glassware & Drinkware	53	0	0.0%
fashion/Sport Specific Clothing	53	53	100.0%
fashion/Baby	53	53	100.0%
baby-products/Safety	53	53	100.0%
automotive/Interior Accessories	53	53	100.0%
videogames/Xbox 360	52	0	0.0%
toys-and-games/Learning & Education	52	0	0.0%
hpc/Diet & Sports Nutrition	52	52	100.0%
hi/Plumbing	52	0	0.0%
automotive/Replacement Parts	52	52	100.0%
videogames/Wii U	51	0	0.0%
videogames/Nintendo 3DS & 2DS	51	0	0.0%
pc	51	51	100.0%
kitchen/Bar Tools & Drinkware	51	0	0.0%
industrial/Occupational Health & Safety Products	51	0	0.0%
home-garden/Furniture	51	51	100.0%
beauty/Makeup	51	51	100.0%
arts-crafts/Painting, Drawing & Art Supplies	51	51	100.0%
industrial/Lab & Scientific Products	50	0	0.0%
industrial/Industrial Hardware	50	0	0.0%
kitchen/Small Appliances	49	0	0.0%
industrial/Filtration	49	0	0.0%
beauty	49	49	100.0%
videogames/PlayStation 4	48	0	0.0%
pc/Networking Products	48	48	100.0%
arts-crafts/Thread & Floss	48	48	100.0%
videogames/Nintendo Switch 2	47	0	0.0%
hpc/Health Care	47	47	100.0%
grocery/Breakfast Cereal	47	47	100.0%
fashion/Girls	47	47	100.0%
toys-and-games/Games	46	0	0.0%
toys-and-games/Baby & Toddler Toys	46	0	0.0%
musical-instruments/DJ, Electronic Music & Karaoke	46	0	0.0%
industrial/Retail Store Fixtures & Equipment	46	0	0.0%
hi/Kitchen & Bath Fixtures	46	0	0.0%
beauty/Shave & Hair Removal	46	46	100.0%
hpc/Medical Supplies & Equipment	45	45	100.0%
home-garden/Home Décor	45	0	0.0%
grocery/Fresh Meal Kits	45	45	100.0%
grocery	45	45	100.0%
fashion/Men	45	45	100.0%
beauty/Tools & Accessories	45	45	100.0%
videogames/Xbox Series X	44	0	0.0%
sporting-goods/Sports Medicine	44	0	0.0%
musical-instruments/Instrument Accessories	44	0	0.0%
hpc/Vitamins, Minerals & Supplements	44	44	100.0%
baby-products/Feeding	44	44	100.0%
baby-products/Baby Care	44	44	100.0%
automotive/Car Care	44	44	100.0%
videogames/Wii	43	0	0.0%
videogames/PlayStation 5	43	0	0.0%
pc/Computer Accessories & Peripherals	43	43	100.0%
hi/Lighting & Ceiling Fans	43	0	0.0%
automotive/Motorcycle & ATV	43	43	100.0%
pc/External Components	42	42	100.0%
musical-instruments	42	0	0.0%
kitchen/Storage & Organization	42	0	0.0%
industrial/Janitorial & Sanitation Supplies	42	0	0.0%
industrial	42	0	0.0%
hpc/Sports Nutrition	42	42	100.0%
home-garden/Bedding	42	42	100.0%
home-garden/Bath	42	42	100.0%
hi/Electrical	42	0	0.0%
fashion	42	42	100.0%
pc/Laptop Accessories	41	41	100.0%
pc/Data Storage	41	41	100.0%
office-products/Envelopes, Mailers & Shipping Supplies	41	0	0.0%
hpc/Sales & Deals	41	41	100.0%
home-garden/Cleaning Supplies	41	41	100.0%
electronics/Office Electronics	41	41	100.0%
arts-crafts/Knitting & Crochet	41	41	100.0%
office-products/Education & Crafts	40	0	0.0%
lawn-garden/Pest Control	40	0	0.0%
grocery/Snacks & Sweets	40	40	100.0%
fashion/Women	40	40	100.0%
baby-products/Travel Gear	39	39	100.0%
appliances/Appliance Warranties	39	39	100.0%
videogames/Nintendo Switch	37	0	0.0%
pet-supplies/Dogs	37	0	0.0%
electronics/Camera & Photo	37	37	100.0%
beauty/Skin Care	37	37	100.0%
baby-products/Diapering	37	37	100.0%
hpc	36	36	100.0%
automotive/Tools & Equipment	36	36	100.0%
arts-crafts	36	36	100.0%
videogames/PC Games	35	0	0.0%
hi/Storage & Home Organization	35	0	0.0%
hi/Appliances	35	0	0.0%
pet-supplies/Cats	34	0	0.0%
office-products/Office Furniture & Accessories	34	0	0.0%
grocery/Beverages	34	34	100.0%
baby-products	33	33	100.0%
lawn-garden/Farm & Ranch	32	0	0.0%
lawn-garden	32	0	0.0%
hi/Power & Hand Tools	32	0	0.0%
hi/Measuring & Layout Tools	32	0	0.0%
electronics/Video Game Consoles & Accessories	32	32	100.0%
toys-and-games/Party Supplies	31	0	0.0%
hi/Paint, Wall Treatments & Supplies	31	0	0.0%
arts-crafts/Craft Supplies	31	31	100.0%
wireless	30	30	100.0%
hpc/Baby & Child Care	30	30	100.0%
hi/Hardware	30	0	0.0%
hi/Building Supplies	30	0	0.0%
electronics/Televisions & Video	30	30	100.0%
automotive	30	30	100.0%
kitchen/Kitchen Utensils & Gadgets	29	0	0.0%
industrial/Professional Dental Supplies	29	0	0.0%
home-garden/Storage & Organization	29	0	0.0%
industrial/Food Service Equipment & Supplies	28	0	0.0%
hpc/House Supplies	28	28	100.0%
kitchen/Dining & Entertaining	27	0	0.0%
home-garden	27	27	100.0%
appliances/Warming Drawers	27	27	100.0%
electronics	26	26	100.0%
videogames	25	0	0.0%
sporting-goods/Exercise & Fitness	25	0	0.0%
videogames/Xbox One	24	0	0.0%
toys-and-games	24	0	0.0%
industrial/Industrial Electrical	23	0	0.0%
wireless/Accessories	22	22	100.0%
videogames/More Systems	22	0	0.0%
sporting-goods/Outdoor Recreation	18	0	0.0%
lawn-garden/Gardening	18	0	0.0%
office-products/Office Supplies	15	0	0.0%
office-products	15	0	0.0%
appliances	15	15	100.0%
home-garden/Kitchen & Dining	13	0	0.0%
musical-instruments/Recording Equipment	11	0	0.0%
industrial/Professional Medical Supplies	11	0	0.0%
sporting-goods/Sports	10	0	0.0%
home-garden/Kids' Home Store	9	0	0.0%
beauty/Personal Care	7	7	100.0%
musical-instruments/Live Sound & Stage	6	0	0.0%

Pipeline Runs (last 50)

Run ID	Stage	Event	Details	Time
`566f9cbf25bb`	stage1_scrape	finished	elapsed_s=57.705133, scraped=0	2026-04-08 08:21:09
`566f9cbf25bb`	stage1_scrape	started		2026-04-08 08:20:11
`8503b09091a6`	stage2_score	started		2026-04-08 08:08:43
`d3e32cb38030`	stage2_score	finished	elapsed_s=1.802432, scored=5, avg_score=40.5, qualify=244, cache_hits=0, input_tokens=7618, output_tokens=390	2026-04-08 08:08:33
`d3e32cb38030`	stage2_score	started		2026-04-08 08:08:31
`f468e07e6085`	stage2_score	started		2026-04-08 08:03:44
`7b88a4c37fe0`	stage1_scrape	finished	elapsed_s=1630.419572, scraped=9912, db_total=15169	2026-04-08 07:58:40
`696e33466279`	stage2_score	started		2026-04-08 07:58:25
`dca8abfad050`	stage2_score	started		2026-04-08 07:57:30
`1fa5f96fad8a`	stage2_score	started		2026-04-08 07:55:12
`479b856d6944`	stage2_score	started		2026-04-08 07:53:34
`1060ea5ad65c`	stage2_score	started		2026-04-08 07:52:59
`1b7bba073e85`	stage2_score	finished	elapsed_s=1.863476, scored=5, avg_score=45.2, qualify=60	2026-04-08 07:52:52
`1b7bba073e85`	stage2_score	started		2026-04-08 07:52:51
`97b550281c69`	stage2_score	started		2026-04-08 07:52:29
`3e4baafd3bb3`	stage2_score	started		2026-04-08 07:50:04
`1e2751ea8a71`	stage2_score	started		2026-04-08 07:48:44
`7b88a4c37fe0`	stage1_scrape	started		2026-04-08 07:31:30
`2c2af57cb508`	stage1_scrape	finished	elapsed_s=236.715492, scraped=5000, db_total=5257	2026-04-08 07:23:01
`2c2af57cb508`	stage1_scrape	started		2026-04-08 07:19:04
`4fea371e4d87`	stage1_scrape	started		2026-04-08 07:13:34
`085139a103f6`	stage1_scrape	finished	elapsed_s=7.746433, scraped=10, db_total=311	2026-04-08 07:13:13
`085139a103f6`	stage1_scrape	started		2026-04-08 07:13:06
`3fc78bdb0897`	stage1_scrape	finished	elapsed_s=85.311009, scraped=300, db_total=311	2026-04-08 07:08:26
`3fc78bdb0897`	stage1_scrape	started		2026-04-08 07:07:00