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 glass 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: βauto glass in in St. Cloud, MNβ.
Auto Glass Shops in St. Cloud, MN β compared by Google rating, reviews & local visibility
Real competitive search intelligence benchmark for auto glass shops providers in St. Cloud, MN. Evaluates observable local visibility, technical website health, service content depth, and customer reputation derived from actual NextDoorScore observations.
π’ 9 Providers Analyzedπ― Market Median Score: 72.76/100β Median Reviews: 105π‘ 308 Attributable Measurements
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City map view Β· 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 β it is not a score.
Marker Legend
Top comparison businesses
Other businesses
3Clustered businesses
Mapped businesses: 9
Labels show comparison position, not a new score. Geographic position is location only.
9 mapped businesses shown.
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.
Local Visibility: +10 above market median (100 vs 90)[1][2]
Largest Observed Gap
Entity Consistency: -33.33 below market median (0 vs 33.33)[1][2]
Tom's Windshield Repair & Auto Glass was observed at position #1 for the "auto glass in in St. Cloud, MN" search during SEOuP's September 29, 2026 observation.
Why This Business Differs Online
Tom's Windshield Repair & Auto Glass is 10 points above the measured market median for local visibility (100 versus 90). Its entity consistency score is 33.33 points below the measured market median (0 versus 33.33). Observed review volume is 140 versus a market median of 105; 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]
Reviews: +9.16 above market median (90.98 vs 81.82)[1][2]
Largest Observed Gap
Content Coverage: -25 below market median (0 vs 25)[1][2]
City Auto Glass was observed at position #2 for the "auto glass in in St. Cloud, MN" search during SEOuP's September 29, 2026 observation. 1 business appeared above it in that same observation.
City Auto Glass is 9.16 points above the measured market median for reviews (90.98 versus 81.82). Its content coverage score is 25 points below the measured market median (0 versus 25). Observed review volume is 329 versus a market median of 105; 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]
Local Visibility: +5 above market median (95 vs 90)[1][2]
Largest Observed Gap
No major trailing factors observed
Glass America of St. Cloud (Formerly GlassWerks) was observed at position #3 for the "auto glass in in St. Cloud, MN" search during SEOuP's September 29, 2026 observation. 2 businesses appeared above it in that same observation.
Glass America of St. Cloud (Formerly GlassWerks) is 5 points above the measured market median for local visibility (95 versus 90). First measured action: Add accessible business contact information.[1][2][3]
Largest Observable Opportunity: Add accessible business contact information[1][2]
Entity Consistency: +16.67 above market median (50 vs 33.33)[1][2]
Largest Observed Gap
Content Coverage: -25 below market median (0 vs 25)[1][2]
Twin Cities Auto Glass was observed at position #4 for the "auto glass in in St. Cloud, MN" search during SEOuP's September 29, 2026 observation. 3 businesses appeared above it in that same observation.
Twin Cities Auto Glass is 16.67 points above the measured market median for entity consistency (50 versus 33.33). Its content coverage score is 25 points below the measured market median (0 versus 25). Observed review volume is 57 versus a market median of 105; 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]
Entity Consistency: +16.67 above market median (50 vs 33.33)[1][2]
Largest Observed Gap
Reviews: -11.43 below market median (70.39 vs 81.82)[1][2]
Safelite AutoGlass was observed at position #5 for the "auto glass in in St. Cloud, MN" search during SEOuP's September 29, 2026 observation. 4 businesses appeared above it in that same observation.
Safelite AutoGlass is 16.67 points above the measured market median for entity consistency (50 versus 33.33). Its reviews score is 11.43 points below the measured market median (70.39 versus 81.82). Observed review volume is 43 versus a market median of 105; 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]
Local Profile: -33.33 below market median (66.67 vs 100)[1][2]
Specialized Auto Glass was observed at position #6 for the "auto glass in in St. Cloud, MN" search during SEOuP's September 29, 2026 observation. 5 businesses appeared above it in that same observation.
Specialized Auto Glass's local profile score is 33.33 points below the measured market median (66.67 versus 100). Observed review volume is 11 versus a market median of 105; 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]
Reviews: +5.35 above market median (87.17 vs 81.82)[1][2]
Largest Observed Gap
Technical SEO: -50 below market median (50 vs 100)[1][2]
5 Star Auto Glass was observed at position #8 for the "auto glass in in St. Cloud, MN" search during SEOuP's September 29, 2026 observation. 6 businesses appeared above it in that same observation.
5 Star Auto Glass is 5.35 points above the measured market median for reviews (87.17 versus 81.82). Its technical seo score is 50 points below the measured market median (50 versus 100). Observed review volume is 169 versus a market median of 105; 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 Profile: -33.33 below market median (66.67 vs 100)[1][2]
Ace Auto Glass, LLC was observed at position #9 for the "auto glass in in St. Cloud, MN" search during SEOuP's September 29, 2026 observation. 7 businesses appeared above it in that same observation.
Ace Auto Glass, LLC's local profile score is 33.33 points below the measured market median (66.67 versus 100). Observed review volume is 2 versus a market median of 105; 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]
Entity Consistency: +16.67 above market median (50 vs 33.33)[1][2]
Largest Observed Gap
Local Visibility: -35 below market median (55 vs 90)[1][2]
ABRA Auto Body St. Cloud was observed at position #10 for the "auto glass in in St. Cloud, MN" search during SEOuP's September 29, 2026 observation. 8 businesses appeared above it in that same observation.
ABRA Auto Body St. Cloud is 16.67 points above the measured market median for entity consistency (50 versus 33.33). Its local visibility score is 35 points below the measured market median (55 versus 90). Observed review volume is 620 versus a market median of 105; 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]
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: eb2cbeb1-1441-4f6b-a78f-9e43464fcd8d Β· Scoring Cutoff (asOf): 2026-09-29 01:13 UTC Β· Published: 2026-09-29 01:13 UTC Β· 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 0β100 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 Γ 100. Review volume scores min(100, log10(count + 1) / 3 Γ 100), a disclosed saturation benchmark of 999 reviews, not a quality assessment.
Review recency scores exp(-days / 180) Γ 100. Verified local-search rank scores max(0, 1 - (rank - 1) / 20) Γ 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 Γ (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.