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Chain Profile

Carnation Auto Spa

A WashIndex operator profile assembled from 10,335 AI-extracted Google reviews across 23 locations in 1 states. Customer-experience signals, damage rate, membership health, trade-area competitor density, and a full per-location breakdown.

23 locations across 1 states · dot size scales with review volume

Executive Summary auto-generated from review signals

Carnation Auto Spa operates 23 locations across 1 state, all in Texas. It operates primarily on the Detail Shop format and carries a weighted-average Google rating of 4.55★ across 23,307 customer reviews.

Staff (+0.84) and facility cleanliness (+0.83) score most positively. The chain's standout weakness is equipment uptime at -0.46 — customers repeatedly cite broken vacuums, dryers, and tunnel equipment.

Membership cancellation friction is non-trivial at 19.0% of membership-mentioning reviews; reviewer-reported vehicle damage is at 1.20% of reviews.

Chain-level monthly rating has stayed within ±0.3★ of its baseline across the full data window, with no sustained anomalies in either direction.

Locations
23
States Served
1
Total Reviews
23K
Avg Rating
4.55
Damage Rate
1.2%
Cancel Friction
19.0%
of mem-mentioning reviews
01 Trends Over Time

Review velocity & rating, month by month.

Review activity at Carnation Auto Spa locations spans 28 months — from January 2024 through April 2026 — with 13,240 customer reviews captured across the chain in that window. That averages out to roughly 473 reviews per month, with peak monthly velocity hitting 889 in October 2024. Comparing the most recent 14 months to the earlier 14, review velocity is trending down: an average of 445/month recently versus 501/month earlier (-11%).

Monthly rating has been remarkably stable: a mean of 4.61★ with a standard deviation of just 0.11★. The chain's best month (May 2025 at 4.81★) and worst month (February 2025 at 4.33★) sit only 0.48★ apart — an operationally consistent chain across the full data window.

Monthly review volume

28 months
88966744522202024-012024-042024-072024-102025-012025-042025-072025-102026-012026-04

Average star rating by month

scale 1–5
1.02.03.04.05.02024-012024-042024-072024-102025-012025-042025-072025-102026-012026-04

What customers love

  • Staff +0.84
  • Facility Cleanliness +0.83
  • Wash Quality +0.63
  • Wait Time +0.27

Where customers complain

  • Equipment Working -0.46
  • Per-Wash Price -0.12
  • Membership Value -0.05

Aspect score = (pos − neg) / (pos + neg + mixed), range −1 to +1.

Operational health signals

Damage Claim Rate
1.2%
Reviewer-reported vehicle damage
Membership Mention Rate
9.0%
Share of reviews discussing the program
Cancellation Friction
19.0%
Of mem-mentioning reviews
Upsell Pressure
0.8%
Reviewer complaints about pushy sales
02 Competitive Landscape

Average competitors near each location.

The average Carnation Auto Spa location operates in a market with 6.1 other car-wash businesses within a 1-mile radius — high trade-area density by the standards of the broader US industry. Expanding the ring outward, density grows to 49.4 competitors within the 1–3 mile band and 83.4 within the 3–5 mile band, for a total of roughly 139 nearby car-wash operators inside the 5-mile trade-area boundary on average.

The distribution across locations is uneven. 0 sites (0%) have no other car wash within 1 mile, 2 (9%) have 1–2 competitors at that range, 8 (35%) have 3–5, and 13 (57%) operate in densely-competitive urban-core markets with 6 or more car washes inside a 1-mile ring. Median competitor counts (a less-skewed view than averages): 6 within 1 mile, 35 within 3 miles, 67 within 5 miles.

Quality of nearby competition matters as much as raw count. The average Google rating of competitors within 1 mile of a Carnation Auto Spa location is 4.45★ — that's the bar each site is benchmarked against by customers choosing where to wash. Per our Car Wash Cannibalization Research, trade areas with 3–10 same-quality competitors typically produce the strongest customer-ramp economics for new operators; empty markets and saturated markets both underperform.

Most-competitive sites in the network: Fort Worth, TX (15 competitors within 1 mi, rating 4.5★); Bedford, TX (12 competitors within 1 mi, rating 4.5★); McKinney, TX (12 competitors within 1 mi, rating 4.4★). Least-competitive sites: Mansfield, TX (1 within 1 mi, rating 4.5★); Carrollton, TX (1 within 1 mi, rating 4.6★); Lewisville, TX (3 within 1 mi, rating 4.6★).

Other car wash places within ring distances of each Carnation Auto Spa location, computed by haversine distance against the WashIndex location index. Sister sites in the same chain are excluded.

Within 1 mile
6.1
avg · median 6
Within 1 – 3 miles
49.4
avg · median 35
Within 3 – 5 miles
83.4
avg · median 67
03 Amenities Mentioned

What customers call out by name.

Free vacuums are the most-mentioned amenity at Carnation Auto Spa locations, surfacing in 1.9% of customer reviews. For chains where free vacuums lead, that's typically the strongest single retention amenity — express-tunnel customers explicitly value the post-wash vacuum bay and chains that remove or paywall the vacuums tend to see a measurable rating drop.

Beyond the top mention, the next tier of customer-noted features includes hand-dry service (1.4%), tire shine (0.7%). These represent the chain's "talked-about" service mix — features customers either appreciate enough to mention or complain about when they're missing.

Free Vacuums
1.9% of reviews
Hand Dry
1.4% of reviews
Tire Shine
0.7% of reviews
04 Geographic Footprint

States served.

All 23 Carnation Auto Spa locations operate within Texas. The chain has not yet expanded across state lines, which means underwriting and operational benchmarks are concentrated on a single state-level regulatory and labor environment.

State Locations Total Reviews Avg Rating
Texas 23 23,307 4.55
05 Per-Location Drill-Down

Every site, scored.

Across the 23 Carnation Auto Spa locations with scored review data, the median Google rating is 4.6★ and the chain-wide mean is 4.57★. Standard deviation across locations is 0.09★ — a measure of how consistently the chain operates from site to site. A standard deviation below 0.2 indicates highly consistent operations; above 0.4 indicates the chain has meaningful per-location quality variance, often tied to acquired versus organically-built sites.

Distribution by rating band: 0 locations below 3.5★ (0%), 0 between 3.5–4.0★ (0%), 0 between 4.0–4.4★ (0%), and 23 at 4.4★ or higher (100%). The most-resilient car-wash operators in our research typically have at least 60% of locations in the 4.0–4.4★ band — that's the rating tier with the lowest cannibalization risk when new competitors arrive.

Highest-rated location in the network: Southlake, TX at 4.8★ (547 reviews). Lowest-rated: McKinney, TX at 4.4★ — a 0.4★ spread between the chain's best and worst-performing sites. The busiest location by review volume is Dallas, TX with 3,301 reviews, reflecting both market size and customer-traffic density.

Expand any row in the table below to see that location's full operating profile: trade-area competitor rings (count and avg rating within 1, 3, and 5 miles), the per-location damage rate and membership-cancellation friction rate where sample size allows, the four most-distinctive aspect-sentiment signals (e.g. staff, equipment, value), and a monthly review-velocity sparkline showing how that specific site has trended over the data window.

Dallas, TX 4915 Lemmon Ave
4.5 3,301 reviews Comp 8 / 72 / 113

Trade-Area Competitors

Within 1 mi 8 (4.0★)
1 – 3 mi 72 (4.6★)
3 – 5 mi 113 (4.4★)
Nearest competitors (≤ 1 mi)
  • E-Z Shine Car Wash & Detail 0.01 mi · 3.7★
  • Zips Car Wash 0.07 mi · 4.4★
  • Metro Car Wash 0.07 mi · 1.0★
  • Broadway's Car Wash 0.10 mi · 5.0★
  • WASHGUYS Car Wash 0.27 mi · 4.5★

Operational Signals

Damage rate 1.0%
Cancel friction 19.3%
Mem mention rate 8.1%
Scored reviews 1,092
Most-distinctive aspects
  • Staff +0.89
  • Facility Cleanliness +0.87
  • Wash Quality +0.64
  • Equipment Working -0.56

Monthly Review Velocity

2024-01 2026-04
Richardson, TX 1400 E Campbell Rd
4.5 2,393 reviews Comp 7 / 91 / 146

Trade-Area Competitors

Within 1 mi 7 (3.7★)
1 – 3 mi 91 (4.7★)
3 – 5 mi 146 (4.5★)
Nearest competitors (≤ 1 mi)
  • jc car wash details #1 0.06 mi · 5.0★
  • Firestone Car Detailing 0.07 mi · 5.0★
  • Afflux | Mobile Auto Detailing 0.22 mi
  • Royalize Detailing 0.35 mi
  • Detail Kingz TX, LLC 0.71 mi

Operational Signals

Damage rate 0.7%
Cancel friction 14.7%
Mem mention rate 8.3%
Scored reviews 901
Most-distinctive aspects
  • Facility Cleanliness +0.94
  • Staff +0.84
  • Wash Quality +0.71
  • Equipment Working -0.46

Monthly Review Velocity

2024-01 2026-03
Plano, TX 6445 W Park Blvd
4.5 1,353 reviews Comp 6 / 54 / 125

Trade-Area Competitors

Within 1 mi 6 (4.8★)
1 – 3 mi 54 (4.4★)
3 – 5 mi 125 (4.3★)
Nearest competitors (≤ 1 mi)
  • Midway Carwash And Detail 0.50 mi · 4.0★
  • The Grayhawk Car Wash 0.58 mi
  • Aqualux Auto Detailing 0.64 mi · 5.0★
  • Detail Geniuses 0.88 mi · 5.0★
  • Lamster Details 0.89 mi · 5.0★

Operational Signals

Damage rate 1.4%
Cancel friction 20.3%
Mem mention rate 10.6%
Scored reviews 649
Most-distinctive aspects
  • Staff +0.79
  • Equipment Working -0.75
  • Wash Quality +0.43
  • Facility Cleanliness +0.40

Monthly Review Velocity

2024-01 2026-03
Dallas, TX 6140 E Mockingbird Ln
4.7 1,343 reviews Comp 6 / 235 / 135

Trade-Area Competitors

Within 1 mi 6 (4.8★)
1 – 3 mi 235 (4.8★)
3 – 5 mi 135 (4.5★)
Nearest competitors (≤ 1 mi)
  • Shine City Auto Detailing 0.17 mi · 5.0★
  • Robinson Wash & Detail 0.56 mi
  • AB Professional Car Detailing and Ceramic Coating Dallas 0.59 mi · 5.0★
  • Johnson Moblie Car Detailing 0.62 mi
  • Super Star Car Wash - Greenville Ave & Dyer St 0.81 mi · 4.4★

Operational Signals

Damage rate 0.8%
Cancel friction 26.0%
Mem mention rate 7.8%
Scored reviews 642
Most-distinctive aspects
  • Facility Cleanliness +1.00
  • Staff +0.88
  • Wait Time +0.78
  • Equipment Working -0.75

Monthly Review Velocity

2024-01 2026-04
Wylie, TX 3301 FM 544
4.5 1,318 reviews Comp 5 / 23 / 54

Trade-Area Competitors

Within 1 mi 5 (5.0★)
1 – 3 mi 23 (4.4★)
3 – 5 mi 54 (4.6★)
Nearest competitors (≤ 1 mi)
  • H&K Motors 0.37 mi · 4.8★
  • North Texas Mobile Auto Detailing 0.37 mi · 5.0★
  • Hemiah Autos 0.39 mi · 5.0★
  • Platinum Finish Mobile Detailing - Wylie 0.49 mi · 5.0★
  • Grand Auto Car Detailing 0.61 mi

Operational Signals

Damage rate 0.8%
Cancel friction 29.7%
Mem mention rate 7.6%
Scored reviews 489
Most-distinctive aspects
  • Staff +0.82
  • Facility Cleanliness +0.80
  • Wash Quality +0.76
  • Wait Time +0.43

Monthly Review Velocity

2024-01 2026-03
Murphy, TX 320 FM 544
4.6 1,089 reviews Comp 5 / 36 / 83

Trade-Area Competitors

Within 1 mi 5 (4.3★)
1 – 3 mi 36 (4.8★)
3 – 5 mi 83 (4.5★)
Nearest competitors (≤ 1 mi)
  • Mr. Sudz Express Carwash and Detail - Murphy 0.00 mi · 3.6★
  • Kwik Kar oil Change & Car Wash & Auto RepairMurphy 0.18 mi · 4.5★
  • Kwik Kar Car Wash 0.18 mi · 3.7★
  • Dent Services 0.62 mi · 5.0★
  • Sure detailers 0.70 mi · 4.9★

Operational Signals

Damage rate 1.5%
Cancel friction 14.8%
Mem mention rate 8.4%
Scored reviews 725
Most-distinctive aspects
  • Facility Cleanliness +0.87
  • Staff +0.84
  • Wash Quality +0.52
  • Equipment Working -0.41

Monthly Review Velocity

2024-01 2026-04
McKinney, TX 6501 Eldorado Pkwy
4.6 1,080 reviews Comp 3 / 71 / 74

Trade-Area Competitors

Within 1 mi 3 (5.0★)
1 – 3 mi 71 (4.7★)
3 – 5 mi 74 (4.7★)
Nearest competitors (≤ 1 mi)
  • Dent Busters Auto Hail Repair 0.36 mi · 5.0★
  • Angel's Smooth Touch Auto Detail 0.69 mi · 5.0★
  • Detail Guru 0.97 mi · 5.0★

Operational Signals

Damage rate 0.4%
Cancel friction 20.0%
Mem mention rate 6.2%
Scored reviews 562
Most-distinctive aspects
  • Staff +0.88
  • Facility Cleanliness +0.83
  • Wash Quality +0.78
  • Equipment Working -0.56

Monthly Review Velocity

2024-01 2026-04
Prosper, TX 2171 E University Dr
4.6 1,050 reviews Comp 7 / 35 / 47

Trade-Area Competitors

Within 1 mi 7 (4.2★)
1 – 3 mi 35 (4.8★)
3 – 5 mi 47 (4.6★)
Nearest competitors (≤ 1 mi)
  • Scooter's Car & Dog Wash 0.56 mi · 4.8★
  • Club Car Wash 0.70 mi · 3.4★
  • Level 3 Mobile Detailing 0.73 mi · 5.0★
  • Circle K | Car Wash 0.76 mi · 4.0★
  • Circle K 0.76 mi · 3.1★

Operational Signals

Damage rate 1.2%
Cancel friction 21.2%
Mem mention rate 10.3%
Scored reviews 321
Most-distinctive aspects
  • Staff +0.83
  • Equipment Working -0.80
  • Facility Cleanliness +0.78
  • Wash Quality +0.67

Monthly Review Velocity

2024-01 2026-03
Bedford, TX 2200 Central Dr
4.5 926 reviews Comp 12 / 35 / 44

Trade-Area Competitors

Within 1 mi 12 (3.6★)
1 – 3 mi 35 (4.1★)
3 – 5 mi 44 (4.2★)
Nearest competitors (≤ 1 mi)
  • Bedford Express Car Wash 0.00 mi · 4.0★
  • EM’S Car Detailing 0.25 mi
  • Central Wash -Self Serve 0.28 mi · 3.4★
  • Young’s Auto Detail 0.45 mi · 5.0★
  • Platinum Finish Mobile Detailing - Bedford 0.65 mi

Operational Signals

Damage rate 1.8%
Cancel friction 10.8%
Mem mention rate 8.4%
Scored reviews 441
Most-distinctive aspects
  • Staff +0.82
  • Equipment Working -0.58
  • Facility Cleanliness +0.56
  • Wash Quality +0.53

Monthly Review Velocity

2024-01 2026-04
Lewisville, TX 751 W Round Grove Rd
4.6 925 reviews Comp 3 / 47 / 63

Trade-Area Competitors

Within 1 mi 3 (4.6★)
1 – 3 mi 47 (4.5★)
3 – 5 mi 63 (4.5★)
Nearest competitors (≤ 1 mi)
  • IVAUTO MOBILE DETAIL 0.33 mi · 5.0★
  • Texas Cleaners 0.49 mi · 4.2★
  • Signature Mobile Car Detailing Lewisville 0.86 mi

Operational Signals

Damage rate 2.3%
Cancel friction 25.0%
Mem mention rate 7.8%
Scored reviews 306
Most-distinctive aspects
  • Facility Cleanliness +1.00
  • Staff +0.81
  • Wash Quality +0.54
  • Per-Wash Price -0.41

Monthly Review Velocity

2024-01 2026-04
Roanoke, TX 1310 N US Hwy 377
4.5 863 reviews Comp 6 / 17 / 15

Trade-Area Competitors

Within 1 mi 6 (5.0★)
1 – 3 mi 17 (4.7★)
3 – 5 mi 15 (4.6★)
Nearest competitors (≤ 1 mi)
  • B&C Details 0.50 mi
  • The Coat Lab 0.56 mi · 4.9★
  • Huracán Nero Auto Spa Roanoke 0.56 mi · 5.0★
  • Prestige Auto Care 0.72 mi
  • North Texas Mobile Auto Detailing 0.76 mi · 5.0★

Operational Signals

Damage rate 1.4%
Cancel friction 17.9%
Mem mention rate 10.6%
Scored reviews 368
Most-distinctive aspects
  • Equipment Working -0.86
  • Staff +0.73
  • Wash Quality +0.40
  • Facility Cleanliness +0.20

Monthly Review Velocity

2024-01 2026-04
Euless, TX 121 Westpark Wy
4.6 862 reviews Comp 6 / 38 / 49

Trade-Area Competitors

Within 1 mi 6 (4.1★)
1 – 3 mi 38 (4.0★)
3 – 5 mi 49 (4.1★)
Nearest competitors (≤ 1 mi)
  • Shell 0.34 mi · 3.4★
  • Car Wash 0.36 mi
  • Mobilelux Detailing 0.77 mi · 5.0★
  • Platinum Finish Mobile Detailing - Bedford 0.84 mi
  • Platinum Finish Mobile Detailing - Euless 0.85 mi

Operational Signals

Damage rate 1.3%
Cancel friction 33.3%
Mem mention rate 8.9%
Scored reviews 371
Most-distinctive aspects
  • Facility Cleanliness +1.00
  • Staff +0.81
  • Wash Quality +0.70
  • Membership Value -0.55

Monthly Review Velocity

2024-01 2026-04
Mansfield, TX 3191 Matlock Rd
4.5 859 reviews Comp 1 / 29 / 54

Trade-Area Competitors

Within 1 mi 1 (5.0★)
1 – 3 mi 29 (4.1★)
3 – 5 mi 54 (4.5★)
Nearest competitors (≤ 1 mi)
  • ZJ’s Elite Detailing 0.42 mi · 5.0★

Operational Signals

Damage rate 2.6%
Cancel friction 16.7%
Mem mention rate 10.5%
Scored reviews 342
Most-distinctive aspects
  • Facility Cleanliness +1.00
  • Staff +0.79
  • Wash Quality +0.52
  • Per-Wash Price -0.42

Monthly Review Velocity

2024-01 2026-03
McKinney, TX 290 S Custer Rd
4.4 848 reviews Comp 12 / 34 / 93

Trade-Area Competitors

Within 1 mi 12 (4.9★)
1 – 3 mi 34 (4.6★)
3 – 5 mi 93 (4.7★)
Nearest competitors (≤ 1 mi)
  • Odle’s North Texas Auto Detail 0.17 mi
  • AR.DETAILING 0.17 mi · 5.0★
  • PureShine Detailing 0.17 mi
  • AD Auto Details 0.55 mi · 5.0★
  • K&E Platinum Detailing 0.55 mi

Operational Signals

Damage rate 1.4%
Cancel friction 21.2%
Mem mention rate 9.1%
Scored reviews 361
Most-distinctive aspects
  • Facility Cleanliness +1.00
  • Staff +0.76
  • Equipment Working -0.60
  • Per-Wash Price -0.54

Monthly Review Velocity

2024-01 2026-03
Carrollton, TX 1401 W Hebron Pkwy
4.6 816 reviews Comp 7 / 35 / 95

Trade-Area Competitors

Within 1 mi 7 (4.3★)
1 – 3 mi 35 (4.6★)
3 – 5 mi 95 (4.2★)
Nearest competitors (≤ 1 mi)
  • CARNATION 0.03 mi
  • Super Star Car Wash - Hwy 121 & Hebron Pkwy 0.49 mi · 4.6★
  • Ultimate Detail Wash & Wax 0.73 mi · 5.0★
  • Circle K | Car Wash 0.86 mi · 3.5★
  • Circle K 0.87 mi · 2.8★

Operational Signals

Damage rate 1.1%
Cancel friction 22.6%
Mem mention rate 8.3%
Scored reviews 373
Most-distinctive aspects
  • Facility Cleanliness +0.80
  • Staff +0.74
  • Wash Quality +0.69
  • Membership Value -0.33

Monthly Review Velocity

2024-01 2026-04
Arlington, TX 2200 N Collins St
4.6 762 reviews Comp 5 / 30 / 199

Trade-Area Competitors

Within 1 mi 5 (3.6★)
1 – 3 mi 30 (4.3★)
3 – 5 mi 199 (4.7★)
Nearest competitors (≤ 1 mi)
  • Car Washmaina 0.00 mi · 2.9★
  • Car Wash 0.28 mi
  • Garcia’s Auto detailing 0.50 mi
  • GlowGo Mobile Detailing 0.85 mi · 5.0★
  • Rancho Express Car Wash 0.99 mi · 3.0★

Operational Signals

Damage rate 1.3%
Cancel friction 29.5%
Mem mention rate 9.6%
Scored reviews 460
Most-distinctive aspects
  • Staff +0.81
  • Facility Cleanliness +0.73
  • Wash Quality +0.65
  • Wait Time +0.36

Monthly Review Velocity

2024-01 2026-04
Rowlett, TX 4100 Lakeview Pkwy
4.5 731 reviews Comp 4 / 33 / 61

Trade-Area Competitors

Within 1 mi 4 (4.0★)
1 – 3 mi 33 (4.7★)
3 – 5 mi 61 (4.3★)
Nearest competitors (≤ 1 mi)
  • AutoSpa Warehouse 0.62 mi · 2.3★
  • Take 5 Car Wash 0.70 mi · 4.6★
  • FAST by Accelerate Auto Group 0.79 mi · 4.7★
  • WhiteWater Express Car Wash 0.88 mi · 4.6★

Operational Signals

Damage rate 2.3%
Cancel friction 3.3%
Mem mention rate 9.8%
Scored reviews 306
Most-distinctive aspects
  • Facility Cleanliness +1.00
  • Staff +0.78
  • Equipment Working -0.75
  • Wash Quality +0.49

Monthly Review Velocity

2024-01 2026-03
Carrollton, TX 3111 Old Denton Rd
4.6 717 reviews Comp 1 / 68 / 89

Trade-Area Competitors

Within 1 mi 1 (4.8★)
1 – 3 mi 68 (4.4★)
3 – 5 mi 89 (4.5★)
Nearest competitors (≤ 1 mi)
  • ZMF auto detailing 0.60 mi · 4.8★

Operational Signals

Damage rate 0.5%
Cancel friction 11.1%
Mem mention rate 9.3%
Scored reviews 388
Most-distinctive aspects
  • Staff +0.90
  • Wash Quality +0.77
  • Facility Cleanliness +0.50
  • Equipment Working -0.20

Monthly Review Velocity

2024-01 2026-03
McKinney, TX 2791 Virginia Pkwy
4.7 698 reviews Comp 3 / 54 / 67

Trade-Area Competitors

Within 1 mi 3 (4.9★)
1 – 3 mi 54 (4.5★)
3 – 5 mi 67 (4.7★)
Nearest competitors (≤ 1 mi)
  • AMG Detailing 0.55 mi · 5.0★
  • cobrashinecardetailing.com 0.70 mi · 5.0★
  • Vibe Car Wash 0.81 mi · 4.8★

Operational Signals

Damage rate 1.8%
Cancel friction 14.3%
Mem mention rate 10.1%
Scored reviews 277
Most-distinctive aspects
  • Staff +0.87
  • Wash Quality +0.68
  • Facility Cleanliness +0.50
  • Membership Value +0.33

Monthly Review Velocity

2024-01 2026-03
Southlake, TX 955 Davis Blvd
4.8 547 reviews Comp 4 / 20 / 51

Trade-Area Competitors

Within 1 mi 4 (4.3★)
1 – 3 mi 20 (4.8★)
3 – 5 mi 51 (4.5★)
Nearest competitors (≤ 1 mi)
  • BlackCatCleaning 0.26 mi
  • WaterwerkzDFW Premium Paint Protection and Detailing 0.54 mi · 4.8★
  • Shell 0.71 mi · 3.9★
  • CZK AUTO DETALILING COMPANY 0.91 mi

Operational Signals

Damage rate 0.5%
Cancel friction 14.9%
Mem mention rate 12.0%
Scored reviews 393
Most-distinctive aspects
  • Facility Cleanliness +1.00
  • Staff +0.95
  • Wash Quality +0.84
  • Wait Time +0.52

Monthly Review Velocity

2024-01 2026-04
Wylie, TX 2010 S State Hwy 78
4.6 421 reviews Comp 6 / 14 / 26

Trade-Area Competitors

Within 1 mi 6 (4.2★)
1 – 3 mi 14 (4.5★)
3 – 5 mi 26 (4.8★)
Nearest competitors (≤ 1 mi)
  • Fuel City Car Wash 0.22 mi · 4.3★
  • Fuel City Wylie 0.30 mi · 3.6★
  • Wylie Auto Wash 0.40 mi · 3.4★
  • C&C Mobile Detail and Wash and Window Cleaning 0.64 mi · 4.9★
  • Shine and Buff Auto 0.81 mi · 5.0★

Operational Signals

Damage rate 1.1%
Cancel friction 7.7%
Mem mention rate 10.0%
Scored reviews 261
Most-distinctive aspects
  • Facility Cleanliness +1.00
  • Staff +0.88
  • Wash Quality +0.64
  • Membership Value +0.60

Monthly Review Velocity

2024-01 2026-03
Fort Worth, TX 2870 Western Center Blvd
4.5 224 reviews Comp 15 / 34 / 184

Trade-Area Competitors

Within 1 mi 15 (4.7★)
1 – 3 mi 34 (4.4★)
3 – 5 mi 184 (4.7★)
Nearest competitors (≤ 1 mi)
  • One Way Detailing 0.18 mi · 5.0★
  • D F Bubble You Mobile Car Detailing 0.18 mi · 4.3★
  • Tuff Automotive Detailing 0.57 mi
  • Leo’s Mobile Detail 0.71 mi · 5.0★
  • Redeemed Detailing 0.71 mi · 5.0★

Operational Signals

Damage rate 1.7%
Cancel friction 26.9%
Mem mention rate 14.4%
Scored reviews 181
Most-distinctive aspects
  • Facility Cleanliness +1.00
  • Staff +0.87
  • Wash Quality +0.69
  • Equipment Working -0.60

Monthly Review Velocity

2025-08 2026-03
Fort Worth, TX 5750 Bryant Irvin Rd
4.6 181 reviews Comp 8 / 31 / 51

Trade-Area Competitors

Within 1 mi 8 (4.3★)
1 – 3 mi 31 (4.1★)
3 – 5 mi 51 (4.5★)
Nearest competitors (≤ 1 mi)
  • Blooms Rewards 0.01 mi
  • Shell 0.21 mi · 2.8★
  • Car Wash 0.21 mi
  • Tidal Wave Auto Spa | Car Wash 0.28 mi · 4.8★
  • Slappy's Express Car Wash - Bryant Irvin 0.57 mi · 4.8★

Operational Signals

Damage rate 0.8%
Cancel friction
Mem mention rate 10.3%
Scored reviews 126
Most-distinctive aspects
  • Equipment Working +1.00
  • Facility Cleanliness +1.00
  • Staff +0.87
  • Wash Quality +0.78

Monthly Review Velocity

2025-08 2026-03

About this profile

Every operating-quality signal on this page is derived from 10,335 customer reviews of Carnation Auto Spa locations, processed through WashIndex’s 55-field LLM extraction pipeline. Competitor counts within 1 / 3 / 5 mi rings are computed by haversine distance against the WashIndex location index across the chain’s states and immediately adjacent ones (sister sites in the same chain are excluded). Monthly review and rating trends are pulled from the raw Google Maps review feed. 4 spam-flagged reviews were excluded from the aggregates.

See our full methodology for the extraction pipeline, validation samples, and aggregation logic.

Drill into the data directly.

Open Carnation Auto Spa on the platform to compare each location against its true competitive set — drive-time isochrones, demographic overlays, and the same review-derived signals that power this profile.