This market was created from the customer's normalized search intent. Google discovery uses the intent-aware query; the published NextDoorScore score still uses the existing methodology.
Search captured: auto detailing in St. Cloud, MN
Listing names, ratings, and addresses shown for this comparison are from Google, refreshed when needed. SEOuP stores Place IDs and its own observations, not a permanent copy of Google listings. Observed search: “auto detailing in St. Cloud, MN”.
Auto Detailers in St. Cloud, MN — compared by Google rating, reviews & local visibility
Real competitive search intelligence benchmark for auto detailers providers in St. Cloud, MN. Evaluates observable local visibility, technical website health, service content depth, and customer reputation derived from actual NextDoorScore observations.
🏢 19 Providers Analyzed🎯 Market Median Score: 64.37/100⭐ Median Reviews: 61📡 552 Attributable Measurements
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City map view · St. Cloud, MN
These are the businesses in this comparison, placed on their real coordinates. Top comparison businesses stay labeled. Geographic position is location only — it is not a score.
Marker Legend
Top comparison businesses
Other businesses
3Clustered businesses
Mapped businesses: 15
Unmapped businesses: 4
Labels show comparison position, not a new score. Geographic position is location only.
15 mapped businesses shown · 4 unmapped.
Top 4 side by side
Observed Google position for this search. Individual quotes appear only when Google Places returned review text. Listing names, ratings, and addresses shown for this comparison are from Google, refreshed when needed. SEOuP stores Place IDs and its own observations, not a permanent copy of Google listings.
“Quentin did an amazing job detailing the interior of my mom mobile! He has an exemplary attention to detail and offers great customer service. Booking the ap…”Amber Starr · Google listing
Local Visibility: +25 above market median (100 vs 75)[1][2]
Largest Observed Gap
No major trailing factors observed
Pristine Whips Detailing & Property Care was observed at position #1 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation.
Why This Business Differs Online
Pristine Whips Detailing & Property Care is 25 points above the measured market median for local visibility (100 versus 75). Observed review volume is 223 versus a market median of 61; this is a volume comparison, not a service-quality assessment.[1][2][3]
Entity Consistency: +50 above market median (50 vs 0)[1][2]
Largest Observed Gap
No major trailing factors observed
Stay Clean Detailing was observed at position #2 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 1 business appeared above it in that same observation.
Stay Clean Detailing is 50 points above the measured market median for entity consistency (50 versus 0). Observed review volume is 146 versus a market median of 61; this is a volume comparison, not a service-quality assessment. First measured action: Add accessible business contact information.[1][2][3]
Largest Observable Opportunity: Add accessible business contact information[1][2]
Local Visibility: +20 above market median (95 vs 75)[1][2]
Largest Observed Gap
Reviews: -0.14 below market median (77.87 vs 78.01)[1][2]
Dirty Details Interior Spa was observed at position #3 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 2 businesses appeared above it in that same observation.
Dirty Details Interior Spa is 20 points above the measured market median for local visibility (95 versus 75). Its reviews score is 0.14 points below the measured market median (77.87 versus 78.01). First measured action: Add accessible business contact information.[1][2][3]
Largest Observable Opportunity: Add accessible business contact information[1][2]
Local Visibility: +17.5 above market median (92.5 vs 75)[1][2]
Largest Observed Gap
Technical SEO: -33.34 below market median (33.33 vs 66.67)[1][2]
ELITE DETAIL DETAILING LLC was observed at position #4 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 3 businesses appeared above it in that same observation.
ELITE DETAIL DETAILING LLC is 17.5 points above the measured market median for local visibility (92.5 versus 75). Its technical seo score is 33.34 points below the measured market median (33.33 versus 66.67). Observed review volume is 119 versus a market median of 61; this is a volume comparison, not a service-quality assessment. First measured action: Review missing canonical tags on sampled pages.[1][2][3]
Largest Observable Opportunity: Review missing canonical tags on sampled pages[1][2]
Entity Consistency: +33.33 above market median (33.33 vs 0)[1][2]
Largest Observed Gap
Content Coverage: -25 below market median (0 vs 25)[1][2]
Revive Mobile Detailing was observed at position #5 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 4 businesses appeared above it in that same observation.
Revive Mobile Detailing is 33.33 points above the measured market median for entity consistency (33.33 versus 0). Its content coverage score is 25 points below the measured market median (0 versus 25). Observed review volume is 54 versus a market median of 61; this is a volume comparison, not a service-quality assessment. First measured action: Answer relevant service questions missing from the sampled content.[1][2][3]
Largest Observable Opportunity: Answer relevant service questions missing from the sampled content[1][2]
Content Coverage: +50 above market median (75 vs 25)[1][2]
Largest Observed Gap
Reviews: -5.76 below market median (72.25 vs 78.01)[1][2]
Granite City Detailing was observed at position #6 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 5 businesses appeared above it in that same observation.
Granite City Detailing is 50 points above the measured market median for content coverage (75 versus 25). Its reviews score is 5.76 points below the measured market median (72.25 versus 78.01). Observed review volume is 74 versus a market median of 61; this is a volume comparison, not a service-quality assessment. First measured action: Add accessible business contact information.[1][2][3]
Largest Observable Opportunity: Add accessible business contact information[1][2]
Local Visibility: +10 above market median (85 vs 75)[1][2]
Largest Observed Gap
Technical SEO: -33.34 below market median (33.33 vs 66.67)[1][2]
Endless Restyling, LLc was observed at position #7 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 6 businesses appeared above it in that same observation.
Endless Restyling, LLc is 10 points above the measured market median for local visibility (85 versus 75). Its technical seo score is 33.34 points below the measured market median (33.33 versus 66.67). Observed review volume is 19 versus a market median of 61; this is a volume comparison, not a service-quality assessment. First measured action: Review missing canonical tags on sampled pages.[1][2][3]
Largest Observable Opportunity: Review missing canonical tags on sampled pages[1][2]
Local Visibility: +7.5 above market median (82.5 vs 75)[1][2]
Largest Observed Gap
No major trailing factors observed
St. Cloud Quick Lube and Detail Center was observed at position #8 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 7 businesses appeared above it in that same observation.
St. Cloud Quick Lube and Detail Center is 7.5 points above the measured market median for local visibility (82.5 versus 75). Observed review volume is 304 versus a market median of 61; this is a volume comparison, not a service-quality assessment. First measured action: Review missing canonical tags on sampled pages.[1][2][3]
Largest Observable Opportunity: Review missing canonical tags on sampled pages[1][2]
Reviews: +11.23 above market median (89.24 vs 78.01)[1][2]
Largest Observed Gap
Technical SEO: -66.67 below market median (0 vs 66.67)[1][2]
Premium Tint Co. was observed at position #9 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 8 businesses appeared above it in that same observation.
Premium Tint Co. is 11.23 points above the measured market median for reviews (89.24 versus 78.01). Its technical seo score is 66.67 points below the measured market median (0 versus 66.67). Observed review volume is 225 versus a market median of 61; this is a volume comparison, not a service-quality assessment. First measured action: Review missing canonical tags on sampled pages.[1][2][3]
Largest Observable Opportunity: Review missing canonical tags on sampled pages[1][2]
Local Visibility: +2.5 above market median (77.5 vs 75)[1][2]
Largest Observed Gap
Technical SEO: -66.67 below market median (0 vs 66.67)[1][2]
Dale's Auto Detailing was observed at position #10 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 9 businesses appeared above it in that same observation.
Dale's Auto Detailing is 2.5 points above the measured market median for local visibility (77.5 versus 75). Its technical seo score is 66.67 points below the measured market median (0 versus 66.67). Observed review volume is 11 versus a market median of 61; this is a volume comparison, not a service-quality assessment. First measured action: Review missing canonical tags on sampled pages.[1][2][3]
Largest Observable Opportunity: Review missing canonical tags on sampled pages[1][2]
Entity Consistency: +66.67 above market median (66.67 vs 0)[1][2]
Largest Observed Gap
No major trailing factors observed
Alvarados auto spa | mobile detailing & ceramic coatings was observed at position #11 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 10 businesses appeared above it in that same observation.
Alvarados auto spa | mobile detailing & ceramic coatings is 66.67 points above the measured market median for entity consistency (66.67 versus 0). Observed review volume is 261 versus a market median of 61; this is a volume comparison, not a service-quality assessment. First measured action: Add accessible business contact information.[1][2][3]
Largest Observable Opportunity: Add accessible business contact information[1][2]
Content Coverage: +50 above market median (75 vs 25)[1][2]
Largest Observed Gap
Reviews: -8.91 below market median (69.1 vs 78.01)[1][2]
PureDetail was observed at position #12 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 11 businesses appeared above it in that same observation.
PureDetail is 50 points above the measured market median for content coverage (75 versus 25). Its reviews score is 8.91 points below the measured market median (69.1 versus 78.01). Observed review volume is 13 versus a market median of 61; this is a volume comparison, not a service-quality assessment. First measured action: Review the public review-volume gap relative to this market.[1][2][3]
Largest Observable Opportunity: Review the public review-volume gap relative to this market[1][2]
Reviews: +0.86 above market median (78.87 vs 78.01)[1][2]
Largest Observed Gap
Local Visibility: -35 below market median (40 vs 75)[1][2]
Best Touch Detailing was observed at position #13 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 12 businesses appeared above it in that same observation.
Best Touch Detailing is 0.86 points above the measured market median for reviews (78.87 versus 78.01). Its local visibility score is 35 points below the measured market median (40 versus 75). Observed review volume is 53 versus a market median of 61; this is a volume comparison, not a service-quality assessment. First measured action: Review the measured local-search visibility gap.[1][2][3]
Largest Observable Opportunity: Review the measured local-search visibility gap[1][2]
Reviews: +11.23 above market median (89.24 vs 78.01)[1][2]
Largest Observed Gap
Local Visibility: -7.5 below market median (67.5 vs 75)[1][2]
Nap Auto Detailing was observed at position #14 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 13 businesses appeared above it in that same observation.
Nap Auto Detailing is 11.23 points above the measured market median for reviews (89.24 versus 78.01). Its local visibility score is 7.5 points below the measured market median (67.5 versus 75). Observed review volume is 225 versus a market median of 61; this is a volume comparison, not a service-quality assessment. First measured action: Review the measured local-search visibility gap.[1][2][3]
Largest Observable Opportunity: Review the measured local-search visibility gap[1][2]
Entity Consistency: +33.33 above market median (33.33 vs 0)[1][2]
Largest Observed Gap
Local Visibility: -10 below market median (65 vs 75)[1][2]
Supreme Mobile Detailing was observed at position #15 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 14 businesses appeared above it in that same observation.
Supreme Mobile Detailing is 33.33 points above the measured market median for entity consistency (33.33 versus 0). Its local visibility score is 10 points below the measured market median (65 versus 75). Observed review volume is 74 versus a market median of 61; this is a volume comparison, not a service-quality assessment. First measured action: Review the measured local-search visibility gap.[1][2][3]
Largest Observable Opportunity: Review the measured local-search visibility gap[1][2]
Local Profile: -33.33 below market median (66.67 vs 100)[1][2]
Fast Ferbs Auto Spa was observed at position #16 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 15 businesses appeared above it in that same observation.
Fast Ferbs Auto Spa's local profile score is 33.33 points below the measured market median (66.67 versus 100). Observed review volume is 1 versus a market median of 61; this is a volume comparison, not a service-quality assessment. First measured action: Connect the official website to the local profile.[1][2][3]
Largest Observable Opportunity: Connect the official website to the local profile[1][2]
Local Visibility: -55 below market median (20 vs 75)[1][2]
Premium Auto Detailing was observed at position #17 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 16 businesses appeared above it in that same observation.
Premium Auto Detailing's local visibility score is 55 points below the measured market median (20 versus 75). Observed review volume is 2 versus a market median of 61; this is a volume comparison, not a service-quality assessment. First measured action: Review the measured local-search visibility gap.[1][2][3]
Largest Observable Opportunity: Review the measured local-search visibility gap[1][2]
Local Profile: -66.67 below market median (33.33 vs 100)[1][2]
Car Detailing was observed at position #18 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 17 businesses appeared above it in that same observation.
Car Detailing's local profile score is 66.67 points below the measured market median (33.33 versus 100). Observed review volume is 2 versus a market median of 61; this is a volume comparison, not a service-quality assessment. First measured action: Add current contact information to the local profile.[1][2][3]
Largest Observable Opportunity: Add current contact information to the local profile[1][2]
Reviews: -78.01 below market median (0 vs 78.01)[1][2]
JEDI AUTO DETAILING was observed at position #19 for the "auto detailing in St. Cloud, MN" search during SEOuP's October 3, 2026 observation. 18 businesses appeared above it in that same observation.
JEDI AUTO DETAILING's reviews score is 78.01 points below the measured market median (0 versus 78.01). Observed review volume is 0 versus a market median of 61; this is a volume comparison, not a service-quality assessment. First measured action: Review the public review-volume gap relative to this market.[1][2][3]
Largest Observable Opportunity: Review the public review-volume gap relative to this market[1][2]
Who Has the Advantage? Factor Leaderboards
Independent rankings for each measured search factor within this snapshot. Ranks reflect observable digital data, not an endorsement.
Snapshot ID: 05414bf2-4457-47f3-9ebd-1cfb8cefcbb8 · Scoring Cutoff (asOf): 2026-10-03 19:46 UTC · Published: 2026-10-03 19:46 UTC · Methodology Version: 1.1.0
This comparison is a published, immutable snapshot. Scores evaluate observable digital search signals (local visibility, website accessibility, service content, and reviews) and do not evaluate physical craftsmanship, licensing, or safety.
View Full Methodology Weights & Scoring Rules
Methodology Factor Weights:
Local Visibility (20%): Verified local-search position and explicitly observed category, location, and service-area relevance.
Local Profile (15%): Measured completeness of public local-profile information.
Reviews (15%): Observed public rating, review volume, and review recency when measured.
Technical SEO (20%): Explicitly measured website accessibility, metadata, indexability, and technical checks.
Content Coverage (15%): Detected relevant service, local, and supporting content within the sampled website.
Entity Consistency (15%): Explicit cross-source consistency checks and detected business identity information.
Scoring Rules:
Scores describe observable digital signals, not workmanship, customer service, licensing, safety, or business quality.
Each factor is the arithmetic mean of its measured signals on a 0–100 scale. Signal coverage is shown separately; absent or unavailable signals are never zeroes.
The overall score is the weighted mean of all six factors and is unavailable until every factor has at least one measured signal. Factor coverage can differ across businesses.
Only attributable observations at or before the fixed asOf date, no more than 90 days old, and not expired at asOf are scored. The latest observation for a signal controls its availability.
Boolean checks score 100 for true and 0 for false. Rating scores rating / 5 × 100. Review volume scores min(100, log10(count + 1) / 3 × 100), a disclosed saturation benchmark of 999 reviews, not a quality assessment.
Review recency scores exp(-days / 180) × 100. Verified local-search rank scores max(0, 1 - (rank - 1) / 20) × 100; discovery-list order is never a search rank.
Measured percentages are used directly. Broken-link count scores 100 only for an explicitly measured zero, otherwise 0. Scores and statistics round to two decimals.
Market statistics exclude unavailable values. Midrank percentile = 100 × (number below + half the number tied) / measured sample size; an all-tied sample is at the 50th percentile.
Opportunities describe measured gaps, not estimated traffic or revenue. Missing observations never create an opportunity. Raw observations, source references, and dates remain visible.
Observed Google position is the 1-based order returned by the configured Google Places text search for a specific query, location, and observation time. It is not a universal or permanent Google rank. SEOuP stores Place IDs and its own audit observations; Google listing fields are a short-lived display cache with required attribution.
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