Part of Orlando Car Wash Market
City Analysis · FL

Orlando, FL Car Wash Market Analysis

Part of the Orlando-Kissimmee-Sanford, FL MSA.

A detailed read of the Orlando car wash market built from 37,999 Google reviews across 124 locations. Covers format mix, operator dominance, geographic distribution, income demographics, and customer-experience signals at the metro, county, and ZIP level.

3280532803328093283732836328293281232810328243282232807328063281732825328263282132818328113280132835328043283232839328083281932828Detail Shop (66)Express Tunnel (31)In-Bay Automatic (20)Full Service (7)

124 car wash locations in Orlando, FL · dots colored by format · sized by review volume

Locations
124
Chains
22
+ 68 independents
Reviews
38K
Avg Rating
4.60
Damage Rate
0.91%
Median AGI/return
$58K
location-weighted
Executive Read

Orlando, FL hosts 124 car wash locations identified by the WashIndex format classifier within the broader Orlando trade area. Operating-quality signals are derived from 37,999 Google reviews, with 18,154 reviews processed through structured LLM extraction across 55 dimensions. The weighted-average rating across all locations is 4.60★, with a reviewer-reported damage rate of 0.91% and a membership-cancellation friction rate of 10.2% of mem-discussing reviews.

Concentration in this city: 68 of 124 locations (54.8%) operate as independents or single-location operators; the top 10 chains together control 44 locations (35.5%). The largest single operator by location count is Circle K with 13sites in Orlando.

Across all 124 locations, the dominant concept is Detail Shop (66 sites), with secondary presence from Express Tunnel (31), Full Service (7), and Self-Serve Bay (0).

01 Format Mix

What kinds of car washes does Orlando have?

The Orlando MSA contains a wide mix of car wash formats — from express tunnels and full-service operations to detail shops and self-serve bays. The bar chart below shows how many locations of each format have been formally classified by our LLM-based format classifier (which reads each operator's own website to determine the format), with the avg Google rating per format displayed alongside the count.

The format with the highest customer rating is Detail Shop at 4.81★ across 66 locations — typical of the format, which is staffed, hand-finished, and oriented toward customers who care more about wash result than throughput. The lowest-rated format is In-Bay Automatic at 3.42★ across 20 locations. Format-level rating gaps of this size are common — different formats serve different customer occasions and have inherently different expectations.

Detail Shop66 (53.2%) · 4.81★Express Tunnel31 (25.0%) · 4.58★In-Bay Automatic20 (16.1%) · 3.42★Full Service7 (5.6%) · 4.48★
Format Locations % of MSA Reviews Avg Rating Damage Rate Cancel Friction
Detail Shop 66 53.2% 10,325 4.81 0.42% 0.0%
Express Tunnel 31 25.0% 22,272 4.58 1.16% 10.4%
In-Bay Automatic 20 16.1% 1,008 3.42 0.00% 0.0%
Full Service 7 5.6% 4,394 4.48 0.86% 7.1%
02 Income & Demographics

Where the customers (and the spend) are.

Each ZIP in the Orlando MSA has been joined to IRS Statistics-of-Income data (tax year 2022, mean Adjusted Gross Income per return as the income proxy) and to the per-location Google rating dataset. The scatter below plots every car wash with at least 10 reviews against its ZIP-level income, with each dot colored by format and sized by review volume.

Across 124 qualifying locations the simple Pearson correlation between ZIP income and Google rating is -0.09 — effectively zero. Higher-income ZIPs in the MSA do not produce systematically better-rated car washes. Operating-quality signals are dominated by per-operator execution, not by neighborhood income. The mean-of-scatter location sits at $68K AGI/return and 4.51★.

3.0★3.5★4.0★4.5★5.0★$20K$50K$80K$110K$140K$170K$200KMean AGI per Tax Return (ZIP)Google RatingTurbo Tint Paint Protection Film (PPF) & Window Tinting (Orlando, FL) — Orlando (32809): 4.9★, 2251 reviews, $52K AGI per return, Detail ShopImages Auto Spa — Orlando (32803): 4.5★, 2058 reviews, $121K AGI per return, Full ServiceTommy's Express® Car Wash — Orlando (32822): 4.5★, 1878 reviews, $40K AGI per return, Express TunnelSparkling Image Car Wash — Orlando (32822): 4.1★, 1694 reviews, $40K AGI per return, Express TunnelAuto Paradise Car Wash — Orlando (32809): 4.3★, 1609 reviews, $52K AGI per return, Full ServiceSuper Heroes Car Wash — Orlando (32822): 5.0★, 1577 reviews, $40K AGI per return, Express TunnelZoom Express Car Wash — Orlando (32807): 5.0★, 1549 reviews, $43K AGI per return, Express TunnelJoe's Express Car Wash — Orlando (32806): 4.5★, 1463 reviews, $114K AGI per return, Express TunnelSparkling Image Car Wash — Orlando (32835): 4.2★, 1249 reviews, $66K AGI per return, Express TunnelBig Dan's Car Wash — Orlando (32809): 4.9★, 1178 reviews, $52K AGI per return, Express TunnelCaliber Car Wash — Orlando (32822): 4.9★, 1150 reviews, $40K AGI per return, Express TunnelPat's Express Car Wash — Orlando (32808): 4.7★, 986 reviews, $34K AGI per return, Express TunnelMister Car Wash — Orlando (32824): 4.5★, 841 reviews, $54K AGI per return, Express TunnelBig Dan's Car Wash — Orlando (32837): 4.9★, 840 reviews, $61K AGI per return, Express TunnelMister Car Wash — Orlando (32826): 4.3★, 767 reviews, $51K AGI per return, Express TunnelJoe’s Express Carwash — Orlando (32821): 4.7★, 744 reviews, $47K AGI per return, Express TunnelMister Car Wash — Orlando (32807): 4.3★, 711 reviews, $43K AGI per return, Express TunnelMister Car Wash — Orlando (32810): 4.3★, 682 reviews, $49K AGI per return, Express TunnelLinks Car Wash — Orlando (32812): 4.4★, 563 reviews, $71K AGI per return, Express TunnelPremier Auto Designs — Orlando (32805): 4.6★, 507 reviews, $35K AGI per return, Detail ShopDetail Masters — Orlando (32807): 4.9★, 487 reviews, $43K AGI per return, Detail ShopTidal Wave Auto Spa | Car Wash — Orlando (32837): 4.9★, 473 reviews, $61K AGI per return, Express TunnelMister Car Wash — Orlando (32808): 4.1★, 464 reviews, $34K AGI per return, Express TunnelTint World — Orlando (32803): 4.7★, 455 reviews, $121K AGI per return, Detail ShopLotus Detailing — Orlando (32803): 4.9★, 432 reviews, $121K AGI per return, Detail ShopMister Car Wash — Orlando (32826): 4.7★, 413 reviews, $51K AGI per return, Express TunnelBubble Brothers Car Wash — Orlando (32811): 4.8★, 401 reviews, $36K AGI per return, Express TunnelMister Car Wash — Orlando (32839): 4.8★, 388 reviews, $41K AGI per return, Express TunnelMister Car Wash — Orlando (32839): 4.2★, 386 reviews, $41K AGI per return, Express TunnelGreen Phantom Eco Detailing — Orlando (32828): 4.1★, 384 reviews, $82K AGI per return, Detail ShopAquaShine Express Car Wash — Orlando (32817): 4.9★, 354 reviews, $63K AGI per return, Express TunnelBullseye Auto Spa – Hand Car Wash & Detailing — Orlando (32829): 5.0★, 333 reviews, $65K AGI per return, Full ServiceThe Butler's Detail Center — Orlando (32811): 4.5★, 311 reviews, $36K AGI per return, Detail Shop3kingservice Mobile Car Detailing — Orlando (32805): 4.9★, 302 reviews, $35K AGI per return, Detail ShopApes — Orlando (32832): 5.0★, 285 reviews, $104K AGI per return, Detail ShopModWash — Orlando (32817): 4.7★, 257 reviews, $63K AGI per return, Express TunnelAuto Salon of Orlando — Orlando (32837): 4.7★, 253 reviews, $61K AGI per return, Detail ShopT.P Teflon Detailing — Orlando (32825): 5.0★, 251 reviews, $58K AGI per return, Detail ShopBriggs — Orlando (32804): 4.8★, 240 reviews, $173K AGI per return, Detail ShopMr. Splash USA Car Wash — Orlando (32809): 4.8★, 235 reviews, $52K AGI per return, Full ServiceMister Car Wash — Orlando (32825): 3.8★, 221 reviews, $58K AGI per return, Express TunnelHang 10 Car Wash — Orlando (32839): 4.8★, 218 reviews, $41K AGI per return, Express TunnelBlack V Protect Ceramic Coating & Auto Detailing — Orlando (32812): 5.0★, 216 reviews, $71K AGI per return, Detail ShopMister Car Wash — Orlando (32832): 4.1★, 202 reviews, $104K AGI per return, Express TunnelGreen Phantom Eco Detailing — Orlando (32803): 4.2★, 202 reviews, $121K AGI per return, Detail ShopYM Auto Detailing - Ceramic Coating & Paint Correction — Orlando (32822): 5.0★, 195 reviews, $40K AGI per return, Detail ShopMister Car Wash — Orlando (32807): 3.9★, 194 reviews, $43K AGI per return, Express TunnelProMaster Film Solutions — Orlando (32819): 5.0★, 192 reviews, $116K AGI per return, Detail ShopHang 10 Car Wash — Orlando (32822): 4.8★, 173 reviews, $40K AGI per return, Express Tunnelbp — Orlando (32811): 4.0★, 168 reviews, $36K AGI per return, In-Bay AutomaticGreen Phantom Eco Detailing — Orlando (32819): 4.4★, 158 reviews, $116K AGI per return, Detail ShopNoagai Mobile Detailing — Orlando (32810): 5.0★, 157 reviews, $49K AGI per return, Detail ShopOwner’s Pride Auto Spa Orlando — Orlando (32819): 5.0★, 146 reviews, $116K AGI per return, Detail ShopOrlando Mobile Detailing — Orlando (32824): 5.0★, 141 reviews, $54K AGI per return, Detail ShopLUXE Auto Appeal - Ceramic Coating & Paint Protection Film — Orlando (32822): 5.0★, 138 reviews, $40K AGI per return, Detail ShopKing Luxury Detailing — Orlando (32819): 5.0★, 135 reviews, $116K AGI per return, Detail ShopFloris Car Wash — Orlando (32825): 4.4★, 129 reviews, $58K AGI per return, Express TunnelAmazing Mobile Detailing inc. — Orlando (32837): 4.9★, 128 reviews, $61K AGI per return, Detail ShopCall Scratch Repair — Orlando (32822): 4.9★, 128 reviews, $40K AGI per return, Detail ShopLux Express Car Wash — Orlando (32810): 4.9★, 127 reviews, $49K AGI per return, Express TunnelInstant Shine Auto Detailing — Orlando (32825): 5.0★, 119 reviews, $58K AGI per return, Detail ShopSuperior Detailer — Orlando (32806): 4.8★, 118 reviews, $114K AGI per return, Detail ShopTLC Mobile Detail — Orlando (32806): 5.0★, 115 reviews, $114K AGI per return, Detail ShopOrlando Mobile Car Detailing — Orlando (32832): 5.0★, 112 reviews, $104K AGI per return, Detail ShopDETAILGROUND — Orlando (32819): 4.9★, 111 reviews, $116K AGI per return, Detail ShopDoctor Detail — Orlando (32806): 4.9★, 109 reviews, $114K AGI per return, Detail Shopbp — Orlando (32826): 4.2★, 105 reviews, $51K AGI per return, In-Bay AutomaticTeph Seal Auto Appearance — Orlando (32811): 3.1★, 103 reviews, $36K AGI per return, Detail ShopHighVision Detailing LLC — Orlando (32839): 5.0★, 103 reviews, $41K AGI per return, Detail Shopbp — Orlando (32825): 3.2★, 97 reviews, $58K AGI per return, In-Bay Automaticbp — Orlando (32804): 3.5★, 90 reviews, $173K AGI per return, In-Bay AutomaticKainos Mobile Detailing — Orlando (32836): 5.0★, 90 reviews, $202K AGI per return, Detail ShopWrap Royale — Orlando (32809): 5.0★, 87 reviews, $52K AGI per return, Detail ShopBlack V Detail Supplies — Orlando (32812): 5.0★, 77 reviews, $71K AGI per return, Detail ShopBPS Car Detailing Services Orlando — Orlando (32805): 4.9★, 75 reviews, $35K AGI per return, Detail ShopA2Z Wash And More — Orlando (32824): 4.3★, 75 reviews, $54K AGI per return, Full ServiceTT WASHOUT Trucks And Trailers — Orlando (32837): 4.4★, 73 reviews, $61K AGI per return, Full ServiceRousch Auto Detail — Orlando (32809): 4.8★, 69 reviews, $52K AGI per return, Detail ShopImpact Detailer Pros LLC — Orlando (32829): 5.0★, 60 reviews, $65K AGI per return, Detail ShopCircle K — Orlando (32819): 2.6★, 57 reviews, $116K AGI per return, In-Bay AutomaticPrestige Detailing — Orlando (32817): 5.0★, 57 reviews, $63K AGI per return, Detail ShopMagza Detailing & Carwash — Orlando (32806): 4.9★, 56 reviews, $114K AGI per return, Detail ShopKuickfenix Services LLC — Orlando (32819): 5.0★, 51 reviews, $116K AGI per return, Detail ShopCircle K — Orlando (32836): 2.3★, 50 reviews, $202K AGI per return, In-Bay AutomaticCircle K | Car Wash — Orlando (32836): 2.9★, 48 reviews, $202K AGI per return, In-Bay AutomaticK&N Detailing — Orlando (32809): 4.8★, 48 reviews, $52K AGI per return, Detail ShopTops In Detail — Orlando (32806): 4.9★, 47 reviews, $114K AGI per return, Detail Shopbp — Orlando (32837): 4.4★, 47 reviews, $61K AGI per return, In-Bay AutomaticDetail Pros Orlando Inc. — Orlando (32822): 4.0★, 46 reviews, $40K AGI per return, Detail ShopMichael's Paint & Body Inc. — Orlando (32807): 4.6★, 45 reviews, $43K AGI per return, Detail ShopAutoGee LLC — Orlando (32807): 4.9★, 44 reviews, $43K AGI per return, Detail ShopCircle K — Orlando (32825): 2.3★, 44 reviews, $58K AGI per return, In-Bay Automaticbp — Orlando (32805): 3.6★, 43 reviews, $35K AGI per return, In-Bay AutomaticThe Car Therapist — Orlando (32807): 5.0★, 42 reviews, $43K AGI per return, Detail ShopDynamic Auto Care — Orlando (32839): 5.0★, 42 reviews, $41K AGI per return, Detail ShopBy JC Mobile Detailing — Orlando (32839): 5.0★, 38 reviews, $41K AGI per return, Detail ShopCR7 Auto Detail — Orlando (32805): 4.9★, 36 reviews, $35K AGI per return, Detail ShopBless Auto Detailing, LLC — Orlando (32825): 5.0★, 35 reviews, $58K AGI per return, Detail ShopCircle K — Orlando (32811): 2.5★, 34 reviews, $36K AGI per return, In-Bay AutomaticCircle K — Orlando (32818): 3.7★, 33 reviews, $40K AGI per return, In-Bay AutomaticCircle K — Orlando (32810): 3.0★, 32 reviews, $49K AGI per return, In-Bay AutomaticCircle K — Orlando (32837): 3.4★, 31 reviews, $61K AGI per return, In-Bay AutomaticCollectors Car Spa — Orlando (32819): 5.0★, 29 reviews, $116K AGI per return, Detail ShopCircle K — Orlando (32837): 2.8★, 28 reviews, $61K AGI per return, In-Bay AutomaticPatty's Mobile Detailing LLC. — Orlando (32807): 5.0★, 27 reviews, $43K AGI per return, Detail ShopProfessional Detailing Concepts — Orlando (32832): 5.0★, 27 reviews, $104K AGI per return, Detail ShopDetailing Express — Orlando (32801): 5.0★, 27 reviews, $116K AGI per return, Detail ShopCircle K — Orlando (32826): 3.3★, 27 reviews, $51K AGI per return, In-Bay AutomaticRoyal1 Mobile Detailing Orlando — Orlando (32835): 4.7★, 25 reviews, $66K AGI per return, Detail ShopCircle K — Orlando (32826): 3.1★, 25 reviews, $51K AGI per return, In-Bay AutomaticCeramic Coating Shop Orlando — Orlando (32832): 4.8★, 24 reviews, $104K AGI per return, Detail ShopCircle K | Car Wash — Orlando (32825): 4.4★, 21 reviews, $58K AGI per return, In-Bay AutomaticThe Auto-Meister Mobile Detailing — Orlando (32825): 5.0★, 21 reviews, $58K AGI per return, Detail ShopPro Quality Detailing — Orlando (32837): 4.8★, 19 reviews, $61K AGI per return, Detail Shopbp — Orlando (32826): 3.4★, 18 reviews, $51K AGI per return, In-Bay AutomaticUnited Cars Customs — Orlando (32825): 5.0★, 17 reviews, $58K AGI per return, Detail ShopATD Orlando - Mobile Detailing — Orlando (32817): 5.0★, 16 reviews, $63K AGI per return, Detail ShopPerez Auto Details LLC — Orlando (32824): 5.0★, 15 reviews, $54K AGI per return, Detail ShopSneaky's Mobile Detailing Service — Orlando (32828): 5.0★, 13 reviews, $82K AGI per return, Detail ShopNomad Auto Detailing — Orlando (32808): 5.0★, 13 reviews, $34K AGI per return, Detail ShopCeramic Pro East Orlando — Orlando (32807): 4.6★, 12 reviews, $43K AGI per return, Detail ShopKyng's Auto Detailing, LLC — Orlando (32805): 5.0★, 11 reviews, $35K AGI per return, Detail ShopMultitasket — Orlando (32805): 5.0★, 11 reviews, $35K AGI per return, Full ServiceCircle K | Car Wash — Orlando (32825): 3.4★, 10 reviews, $58K AGI per return, In-Bay Automatic
Detail Shop Express Tunnel In-Bay Automatic Full Service

Car wash count and quality by income tier

Grouping ZIPs by income tier shows how location count and average rating shift across the income distribution. The blue bars are location count per tier; the orange tick marks show the average Google rating across all car wash locations in that tier (scaled against the same y-axis).

483624120Under $50K45 locs · 4.61★$50K – $75K48 locs · 4.61★$75K – $100K2 locs · 4.13★$100K – $150K24 locs · 4.61★$150K+5 locs · 4.19★
Income tier (mean AGI/return) ZIPs Locations Reviews Avg Rating Top Format
Under $50K 9 45 16,505 4.61 Detail Shop (22)
$50K – $75K 9 48 13,968 4.61 Detail Shop (20)
$75K – $100K 1 2 397 4.13 Detail Shop (2)
$100K – $150K 5 24 6,611 4.61 Detail Shop (20)
$150K+ 2 5 518 4.19 In-Bay Automatic (3)

The highest-income tier ($150K+) contains 5 car washes across 2 ZIPs, with a weighted-average rating of 4.19★ — compared to 45 locations across 9 ZIPs averaging 4.61★ in the lowest-income tier (Under $50K). The middle-income tiers ($75K–$150K) tend to host the densest concentrations of express tunnels — the format that monetizes most effectively at suburban price points.

03 Dominant Chains

Who operates the most Orlando car washes?

The Orlando MSA hosts 22 different chains alongside 68 independent operators (single-location or unaffiliated sites). The table below ranks the top 25 chains by location count in the MSA, with each chain's per-MSA Google rating, reviewer-reported damage rate, and membership cancellation friction rate.

The top 10 chains together control 44 of 124 locations (35.5%) — meaning 64.5% of the MSA's car wash supply remains in the hands of smaller chains and independent operators. That fragmentation level is typical of large US metros and creates meaningful consolidation runway for active acquirers.

# Chain Locations Reviews Avg Rating Damage Cancel Upsell
1 Circle K 13 440 2.92 0.00% 1.54%
2 Mister Car Wash 11 5,269 4.33 2.44% 12.3% 1.88%
3 bp 7 568 3.80
4 Green Phantom Eco Detailing 3 744 4.19 2.00% 0.00%
5 Sparkling Image Car Wash 2 2,943 4.14 1.51% 15.4% 0.25%
6 Joe’s Car Wash 2 2,207 4.57 2.04% 12.5% 0.23%
7 Hang 10 Car Wash 2 391 4.80 0.65% 9.3% 0.33%
8 Big Dan's Car Wash 2 2,018 4.90 1.12% 7.0% 0.26%
9 Royal1 Mobile Detailing Orlando 1 25 4.70
10 Links Car Wash 1 563 4.40 1.64% 1.09%
11 Tommy's Express® Car Wash 1 1,878 4.50 1.26% 11.1% 0.36%
12 Auto Paradise Car Wash 1 1,609 4.30 0.99% 0.00%
13 Images Auto Spa 1 2,058 4.50 1.12% 0.62%
14 Caliber Car Wash 1 1,150 4.90 0.81% 8.5% 0.13%
15 Fuqua Mobile Detail 1 35 5.00
16 Zoom Express Car Wash 1 1,549 5.00 0.15% 3.0% 0.15%
17 Detail Pros Orlando Inc. 1 46 4.00
18 Bori Auto Spa 1 192 5.00
19 Mr. Splash USA Car Wash 1 235 4.80 0.00% 0.00%
20 ModWash 1 257 4.70 0.47% 0.47%
21 Tidal Wave Auto Spa | Car Wash 1 473 4.90 0.72% 0.00%
22 AquaShine Express Car Wash 1 354 4.90 0.59% 0.00%
05 Customer Experience Signals

What customers love and complain about, MSA-wide.

Aspect scores aggregate the per-review LLM extractions for 18,154 reviews across all 124 MSA locations. Each score is computed as (positive − negative) / (positive + negative + mixed) for that aspect, ranging from −1 (universally negative) to +1 (universally positive). Numbers above zero mean customers say more positive than negative things; below zero means the reverse.

Reading these together gives a quick read on where the metro's car wash industry stands operationally: which aspects of the experience are reliable strengths and which ones generate the most friction.

Staff +0.92
Facility Cleanliness +0.89
Wash Quality +0.87
Wait Time +0.86
Per-Wash Price +0.52
Membership Value +0.30
Equipment Working -0.01
06 All Locations

All 124 Orlando car wash sites.

The complete inventory of car wash locations in the Orlando MSA, ranked by review volume. Each row shows the operator name, address, format classification (where determined), chain affiliation (when part of a multi-location operator), Google rating, total review count, county, and the IRS mean-AGI-per-return for the ZIP it sits in. Locations with fewer than 10 reviews on Google appear without a rating column populated.

We're showing the top 10 by review volume; the full set of 124 locations is available in the underlying dataset for users requesting a custom market study.

Location City Format Chain Rating Reviews ZIP AGI
Turbo Tint Paint Protection Film (PPF) & Window Tinting (Orlando, FL)
7855 S Orange Blossom Trl Suite 44
Orlando, FL Detail Shop 4.9 2,251 $52K
Images Auto Spa
4007 E Colonial Dr
Orlando, FL Full Service Images Auto Spa 4.5 2,058 $121K
Tommy's Express® Car Wash
4512 Old Goldenrod Rd
Orlando, FL Express Tunnel Tommy's Express® Car Wash 4.5 1,878 $40K
Sparkling Image Car Wash
5699 Lake Margaret Dr
Orlando, FL Express Tunnel Sparkling Image Car Wash 4.1 1,694 $40K
Auto Paradise Car Wash
7300 S Orange Blossom Trail
Orlando, FL Full Service Auto Paradise Car Wash 4.3 1,609 $52K
Super Heroes Car Wash
597 S Goldenrod Rd
Orlando, FL Express Tunnel 5.0 1,577 $40K
Zoom Express Car Wash
6525 E Colonial Dr
Orlando, FL Express Tunnel Zoom Express Car Wash 5.0 1,549 $43K
Joe's Express Car Wash
3126 S Orange Ave
Orlando, FL Express Tunnel Joe’s Car Wash 4.5 1,463 $114K
Sparkling Image Car Wash
6475 Raleigh St
Orlando, FL Express Tunnel Sparkling Image Car Wash 4.2 1,249 $66K
Big Dan's Car Wash
6115 S Orange Blossom Trail
Orlando, FL Express Tunnel Big Dan's Car Wash 4.9 1,178 $52K

About this analysis

Car wash inventory for Orlando, FL is sourced from the WashIndex national car-wash place index, filtered to places whose Google-Maps-reported city matches Orlando, and further restricted to places whose format the WashIndex LLM classifier identified as a car wash (excluding dealerships, gas stations, and other auto-related businesses that don't primarily operate a car wash). Inclusion in the parent Orlando MSA dataset is established by point-in-polygon against the official US Census county boundaries (TIGER/Line, 2024).

Operating-quality signals are derived from 18,154 customer reviews processed through WashIndex's 55-field LLM extraction pipeline. Format classification comes from a separate per-location website-reading classifier. ZIP-level income data is from the IRS Statistics of Income (tax year 2022) — mean Adjusted Gross Income per tax return, which is directionally aligned with ACS median household income but available without authentication.

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

Drill into the data directly.

The free WashIndex platform shows every Orlando car wash on an interactive map, with the same review-derived signals and demographic overlays that power this analysis. Filter by format, drive-time, or operator and compare any location head-to-head with its true competitive set.