DFY Service Classifier Results

Before vs After prompt rewrite across 10 business niches. Tested March 25, 2026.

Total Raw Services
308
Before Classifier
251
After Classifier
175
Overall Reduction
30%
Avg Groups Before
8.3
Avg Groups After
4.6
Roto-Rooter Plumbing & Drain Services
plumber
125
Raw
85
Before
70
After
-18%
Reduction
18 → 9
Groups
Before (18 groups, 85 services)
🚰 Plumbing (19)
Basic Plumbing Repairs, Commercial Plumbing, Diy Plumbing, Expert Plumbing Services, Home Plumbing, Plumbing Fixtures, Plumbing Issues, Plumbing Job, Plumbing Maintenance And Repairs, Plumbing Problems, Plumbing repair & replacement, Plumbing System, Plumbing Working, Preventative plumbing maintenance, Professional Plumbing, Quality Plumbing Service, Residential Plumbing Repairs, Service Calls, Weekend plumbing services
🕳️ Drains (15)
All Types Of Drain Cleaning, Bathroom drain cleaning, Clogged Drains Or Toilets, Drain cleaning, Drain Leak, Drain line repair, Drain Lines, Drain opening, Drain Problems, Drain snaking, Drains Clear, Floor Drain, Kitchen sink drain cleaning, Main sewer line drain cleaning, Rooter Plumbing & Drain Cleaning
🌊 Water Damage (10)
Flood Damage Restoration, Flooded Basement, Flooding Prevention, Sewage cleanup, Water Clean Up, Water damage cleanup, Water Damage Repair, Water Damage Restoration, Water Extraction, Water Removal
🔥 Water Heaters (2)
Water heater installation, Water heater repair
💧 Water Softeners (3)
Water softener installation, Water softener repair, Water softening & filtration systems
⚙️ Sump Pumps (5)
Battery Backup Sump Pump, Broken Sump Pump, Sump pump battery backup, Sump pump installation/replacement, Sump pump repair
🚽 Toilets (5)
Leaky Toilets, Toilet drain cleaning, Toilet installation, Toilet plumbing repair, Toilet repair
🛠️ Pipe Repair (3)
Outdoor plumbing pipe repair, Outdoor plumbing system repair, Plumbing pipe repair
🦠 Mold Remediation (3)
Mold inspection & remediation, Mold Remediation, Water damage mold removal
🧪 Reverse Osmosis (2)
Reverse osmosis system repair, Reverse osmosis water filtration system installation
🚧 Sewer Lines (2)
Sewer line repair & excavation, Sewer repair
🚨 Emergency Plumbing (3)
Emergency Flood Service, Emergency plumbing services, Hour Emergency Plumbing Service
🚿 Faucets (3)
Bathroom plumbing faucet repair, Faucet installation, Faucet repair
🗑️ Garbage Disposals (2)
Garbage disposal installation, Garbage disposal repair
🕢 Grease Traps (2)
Commercial grease trap installation, Grease Trap Treatment
🛁 Sinks (4)
Bathroom Sink, Bathroom sink repair, Kitchen Sink, Kitchen sink repair
📹 Video Inspection (1)
Video camera pipe inspection
🔬 Water Quality (1)
Water quality testing
After (9 groups, 70 services)
🚰 Drainage (20)
All Types Of Drain Cleaning, Augering, Bathroom Drain Cleaning, Clogged Drains Or Toilets, Commercial Grease Trap Installation, Drain Cleaning, Drain Fields, Drain Leak Repair, Drain Line Repair, Floor Drain, Grease Trap Treatment, High Pressure Water-Jetting (Hydro-Jetting), Kitchen Sink Drain Cleaning, Leach Field, Main Sewer Line Drain Cleaning, Rooter Service, Sewer Line Repair & Excavation, Sewage Cleanup, Trenchless Excavation, Video Camera Pipe Inspection
🌊 Water Damage Remediation (8)
Emergency Flood Service, Flood Damage Restoration, Flooded Basement, Flooding Prevention, Water Damage Cleanup, Water Damage Repair, Water Damage Restoration, Water Extraction
🚿 Plumbing Fixtures (13)
Bathroom Sink Repair, Dishwasher Installation, Faucet Installation, Faucet Repair, Garbage Disposal Installation, Garbage Disposal Repair, Kitchen Sink Repair, Plumbing Fixture Installation & Replacement, Shower Repair, Sink Repair, Toilet Repair & Installation, Washing Machines, Water Fixture Repair
💧 Water Quality (7)
Reverse Osmosis System Repair, Reverse Osmosis Water Filtration System Installation, Water Quality Testing, Water Softener Installation, Water Softener Repair, Water Softening & Filtration Systems, Water Treatment Services
🔥 Water Heaters (2)
Water Heater Installation, Water Heater Repair
⚙️ Sump Pumps (2)
Sump Pump Battery Backup, Sump Pump Repair & Installation
🦠 Mold Remediation (2)
Mold Inspection & Remediation, Water Damage Mold Removal
🛠️ Pipe Services (10)
Outdoor Plumbing Pipe Repair, Outdoor Plumbing System Repair, Pipe Brush Coating, Pipe Descaling, Pipe Patching, Pipe Relining, Pipe Restoration, Plumbing Pipe Repair, Plumbing Leak Detection, Zero Dig Pipe Restoration
🧰 General Plumbing (6)
Basic Plumbing Repairs, Commercial Plumbing, Plumbing Maintenance And Repairs, Plumbing Repair & Replacement, Preventative Plumbing Maintenance, Residential Plumbing Repairs
Removed (50): Bathroom Plumbing Faucet Repair, Battery Backup Sump Pump, Broken Sump Pump, Circuit Breaker, Commercial Plumbing Services, Diy Plumbing, Drain Cleaning Equipment, Drain Cleaning Machines, Drain Lines, Drain Opening, Drain Problems, Drain Snaking, Drains Clear, Emergency Flood Services, Emergency Plumbing Services, Expert Plumbing Services, Free Estimate, General Contractor, Home Plumbing, Hour Emergency Plumbing Service, Leaky Toilets, Location Change, Manufacturer, Plumber, Plumbing Fixtures, Plumbing Issues, Plumbing Job, Plumbing Leaks, Plumbing Problems, Plumbing System, Plumbing Working, Preventive Maintenance, Professional Plumbing, Quality Plumbing Service, Repair And Replacement, Rooter Plumbing & Drain Cleaning, Roto-Rooter Plumbing Service, Septic Tanks, Service Calls, Site Evaluation, Sump Pump Installation/Replacement, Sump Pump Repair, Toilet Drain Cleaning, Toilet Installation, Toilet Plumbing Repair, Water Clean Up, Water Damage Cleanup Services, Water Removal, Water Supply, Weekend Plumbing Services
Two Men and a Truck
movers
10
Raw
9
Before
5
After
-44%
Reduction
4 → 1
Groups
Before (4 groups, 9 services)
🚚 Moving (6)
Business Moving, Local Moving, Long Distance Moving, Moving Supplies, Packing, Storage
📦 Shipping (1)
Shipping Service
🚖 Transportation (1)
Transportation Service
🏪 Store (1)
Store
After (1 groups, 5 services)
🚚 Moving Services (5)
Business Moving, Local Moving, Long Distance Moving, Packing, Storage
Removed (5): Moving, Moving Supplies, Shipping Service, Store, Transportation Service
ServiceMaster Restore Tampa
restoration
43
Raw
38
Before
23
After
-39%
Reduction
21 → 6
Groups
Before (21 groups, 38 services)
🦠 Mold (6)
Mold Damage, Mold inspection, Mold mitigation, Mold remediation, Mold Removal, Mold cleaning
💧 Water Damage (5)
Residential Water Damage, Water Damage Restoration Services, Water Extraction, Water Remediation, Water removal
🛠️ Restoration (8)
Complete Reconstruction, Disaster Restoration Services, Fire And Smoke Damage Restoration, Flood restoration, Residential Restoration Services, Restoration Process, Storm Restoration Services, Weather Damage Restoration
🚨 Emergency (2)
Emergency Board-Up, Emergency Restoration Services
🔥 Fire Damage (1)
Fire damage cleanup & repair
🌊 Flood Cleanup (1)
Flood cleanup
👷 General Contractor (1)
General Contractor
🏠 Roofing (1)
Roofing
💩 Sewage Cleanup (1)
Sewage cleanup
pipe Burst Pipe (1)
Burst Pipe
🧼 Carpet Cleaning (1)
Carpet cleaning
🏢 Commercial Buildings (1)
Commercial Buildings
🏢 Commercial Insurance (1)
Commercial Insurance
🧺 Content Cleaning (1)
Content Cleaning
🧑‍🏫 Continuing Education Classes (1)
Continuing Education Classes
Wood Flooring (1)
Flooring
🎨 Painting (1)
Painting
🔨 Remodeling (1)
Remodeling
👃 Residential Odor Removal (1)
Residential Odor Removal
💰 Specialty Large Loss (1)
Specialty Large Loss
💨 Structural Drying (1)
Structural Drying
After (6 groups, 23 services)
💧 Water Damage Restoration (7)
Water Damage Restoration, Water Extraction, Flood Restoration, Sewage Cleanup, Burst Pipe, Structural Drying, Content Cleaning
🦠 Mold Remediation (3)
Mold Remediation, Mold Damage Restoration, Mold Damage
🔥 Fire & Smoke Damage Restoration (2)
Fire And Smoke Damage Restoration, Fire Damage Cleanup & Repair
⛈️ Storm Damage Restoration (3)
Storm Restoration Services, Weather Damage Restoration, Emergency Board-Up
🔨 Reconstruction & Remodeling (5)
Complete Reconstruction, Remodeling, Flooring, Painting, Roofing
⛑️ Other Restoration Services (3)
Disaster Restoration Services, Residential Restoration Services, Residential Odor Removal
Removed (20): Carpet cleaning, Commercial Buildings, Commercial Insurance, Continuing Education Classes, Disaster Cleanup, Emergency Restoration Services, Flood cleanup, General Contractor, Mold cleaning, Mold inspection, Mold mitigation, Mold Removal, Restoration Process, Specialty Large Loss, Water damage cleanup & repair, Water damage-related mold removal, Water damage-related pest control, Water Remediation, Water removal, Residential Water Damage
Truly Nolen Pest Control
pest control
19
Raw
18
Before
17
After
-6%
Reduction
5 → 4
Groups
Before (5 groups, 18 services)
🐛 Pest Control (14)
Ant Extermination, Bed Bug Extermination, Bee Removal, Cockroach Extermination, Commercial & Business Pest Control, Flea Extermination, Mosquito Extermination, Pest Proofing, Recurring Pest Prevention Plans, Rodent Control, Spider Extermination, Termite Control, Tick/Mite Extermination, Wasp Extermination
🏠 Attic Pest and Rodent Removal (1)
Attic Pest and Rodent Removal
🐦 Bird Control Services (1)
Bird Control Services
🌱 Lawn Care (1)
Lawn Care
🌡️ Truly Insulation Plus (1)
Truly Insulation Plus
After (4 groups, 17 services)
🐛 Pest Control (12)
Ant Extermination, Bed Bug Extermination, Bee Removal, Cockroach Extermination, Flea Extermination, Mosquito Extermination, Pest Proofing, Rodent Control, Spider Extermination, Termite Control, Tick/Mite Extermination, Wasp Extermination
🏢 Commercial Pest Control (1)
Commercial & Business Pest Control
🌱 Lawn Care (1)
Lawn Care
😾 Other Pest Services (3)
Attic Pest and Rodent Removal, Bird Control Services, Recurring Pest Prevention Plans
Removed (2): Pest Control, Truly Insulation Plus
Sarasota Ford
auto dealer
5
Raw
5
Before
0
After
-100%
Reduction
4 → 0
Groups
Before (4 groups, 5 services)
🚗 Car Dealers (2)
Car Dealer, Truck Dealer
⚡ Electric Vehicle Charging Stations (1)
Electric Vehicle Charging Station
💰 Finance (1)
Finance
🏬 Store (1)
Store
After (0 groups, 0 services)
Removed (5): Car Dealer, Electric Vehicle Charging Station, Finance, Store, Truck Dealer
Aspen Dental
dentist
47
Raw
44
Before
26
After
-41%
Reduction
14 → 7
Groups
Before (14 groups, 44 services)
🦷 Dentures (16)
Basic Full First-Time Denture Wearer Package, Basic Full Replacement, Cast Partial First-Time Denture Wearer Package, Cast Partial Replacement, Classic Full First-Time Denture Wearer Package, Classic Full Replacement, Denture repair and reline, Denture replacements, FlexiLytes Combo First-Time Denture Wearer Package, FlexiLytes Combo Replacement, FlexiLytes First-Time Denture Wearer Package, FlexiLytes Replacement, Signature Elite Full First-Time Denture Wearer Package, Signature Elite Full Denture Replacement, Signature Full First-Time Denture Wearer Package, Signature Full Denture Replacement
🪥 Fillings (4)
Filling (Amalgam), Filling Composite, Fillings, Lost crowns and fillings / Lost fillings
👑 Crowns (4)
Cosmetic crowns, Crown, Crown and bridge, Lost crowns and fillings / Lost fillings
🚨 Dental Emergencies (4)
Cracked tooth, Sore gum relief, Swollen jaw relief, Toothache relief
✨ Cosmetic Dentistry (5)
Cosmetic Dentistry, Enamel shaping, Teeth Straightening, Teeth Whitening, Veneers
🪡 Root Canal (2)
Endodontics, Root canal therapy
🔩 Dental Implants (1)
Dental implants
🪚 Oral Surgery (2)
Oral surgery, Simple Extraction
🦠 Gum Disease (1)
Treatment of gum disease
🪞 Dental Check Ups (1)
Dental check ups
🛠️ Dental Repair (1)
Dental repair
☢️ Digital Radiology (1)
Digital radiology / X-rays
🩷 Oral Cancer Screening (1)
Advanced screening for oral cancer
🧼 Basic Cleaning (1)
Basic Cleaning
After (7 groups, 26 services)
🦷 Dentures (3)
Dentures, Denture Repair & Reline, Denture Replacements
✨ Cosmetic Dentistry (5)
Cosmetic Crowns, Enamel Shaping, Teeth Straightening, Teeth Whitening, Veneers
🛠️ Dental Restoration (5)
Crown, Crown and Bridge, Dental Implants, Fillings, Dental Repair
🪥 General Dentistry (4)
Basic Cleaning, Dental Check Ups, Digital Radiology / X-Rays, Treatment of Gum Disease
🔪 Oral Surgery (2)
Oral Surgery, Simple Extraction
🚨 Emergency Dental (6)
Cracked Tooth, Lost Crowns and Fillings, Root Canal Therapy, Sore Gum Relief, Swollen Jaw Relief, Toothache Relief
🎗️ Oral Cancer (1)
Advanced Screening for Oral Cancer
Removed (20): Basic Full First-Time Denture Wearer Package, Basic Full Replacement, Cast Partial First-Time Denture Wearer Package, Cast Partial Replacement, Classic Full First-Time Denture Wearer Package, Classic Full Replacement, Filling (Amalgam), Filling Composite, FlexiLytes Combo First-Time Denture Wearer Package, FlexiLytes Combo Replacement, FlexiLytes First-Time Denture Wearer Package, FlexiLytes Replacement, Signature Elite Full Denture Replacement, Signature Elite Full First-Time Denture Wearer Package, Signature Full Denture Replacement, Signature Full First-Time Denture Wearer Package, Endodontics, Doctor, Health, Service
The Lawn Squad
landscaping
26
Raw
22
Before
18
After
-18%
Reduction
3 → 2
Groups
Before (3 groups, 22 services)
🌳 Landscaping (18)
Custom Landscaping, Drainage Solutions and Stormwater Management, Dry Creek Beds, Firepit Areas, Grading and Excavation, Gravel Driveways, Landscape Accent Boulders, Landscape Installation and Design, Mulch Installation, Pathways, Rock Stair Treads, Shrubs & Plantings Installation, Slate Chips for Walkways & Firepit Areas, Sod Installation, Stair Treads, Tennessee Fieldstone rock border, Tennessee River Rock, Walkways
🌱 Sod (3)
Rebel Fescue Sod, TifTuf Bermuda Certified Turf Grass, Zeon Zoysia Certified Turf Grass
👷 General Contractor (1)
General Contractor
After (2 groups, 18 services)
🌳 Landscaping (7)
Landscape Installation and Design, Custom Landscaping, Shrubs & Plantings Installation, Mulch Installation, Sod Installation, Drainage Solutions and Stormwater Management, Grading and Excavation
🧱 Hardscapes (11)
Pathways, Walkways, Gravel Driveways, Firepit Areas, Rock Stair Treads, Landscape Accent Boulders, Dry Creek Beds, Stair Treads, Tennessee Fieldstone rock border, Tennessee River Rock, Slate Chips for Walkways & Firepit Areas
Removed (8): Custom to design Trees, Shrubs, & Plants, General Contractor, Hardwood Mulch, Rebel Fescue Sod, Service, Various Trees, Shrubs, Plants, etc..., Zeon Zoysia Certified Turf Grass, TifTuf Bermuda Certified Turf Grass
ABC Roofing
roofing
4
Raw
1
Before
0
After
-100%
Reduction
1 → 0
Groups
Before (1 groups, 1 services)
🧱 Building Materials (1)
Building Materials Store
After (0 groups, 0 services)
Removed (4): Building Materials Store, Service, Supplier, Wholesaler
Aire Serv of Sarasota
HVAC
0
Raw
0
Before
0
After
-0%
Reduction
0 → 0
Groups
No services found (Pleper returned nothing for this business)
Paul Mitchell The School Tampa
beauty
29
Raw
29
Before
16
After
-45%
Reduction
5 → 3
Groups
Before (5 groups, 29 services)
💇 Hair Services (17)
Barber Shop, Basic Color, Block/Dimensional Color, Curly hair, Eyebrow trimming, Foil Work, Free Style Designs, Hair Care, Hair coloring, Hair highlighting, Hair hydration treatments, Hair Salon, Hair straightening, Hairstyling, Head shave, Keratin treatments, Perms
💅 Beauty and Skin (3)
Beautician, Makeup Artist, Skin Services
📚 Cosmetology Education (6)
Advanced Education, Barbering Programs, Beauty School Courses, Cosmetology Programs, Educational Institution, Trade School
🛎️ Guest Services (2)
Guest Services, Wash House Services
⚕️ Health (1)
Health
After (3 groups, 16 services)
💇 Hair Services (11)
Hair Coloring, Hair Highlighting, Hair Straightening, Hairstyling, Head Shave, Keratin Treatments, Perms, Curly Hair, Foil Work, Basic Color, Block/Dimensional Color
💄 Beauty & Skin (3)
Eyebrow Trimming, Makeup Artist, Skin Services
🧴 Hair Care (2)
Hair Hydration Treatments, Hair Care
Removed (12): Advanced Education, Barber Shop, Barbering Programs, Beautician, Beauty School Courses, Educational Institution, Free Style Designs, Guest Services, Hair Salon, Health, Trade School, Wash House Services
DFY Service Classifier Test Results. Generated by Merlin, March 25, 2026.