Skip to content
Purpose-built comparison

Auto Repair in St. Cloud, MN

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 Repair 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: β€œAuto Repair in St. Cloud, MN”.

Auto Repair Shops in St. Cloud, MN β€” compared by Google rating, reviews & local visibility

Real competitive search intelligence benchmark for auto repair shops providers in St. Cloud, MN. Evaluates observable local visibility, technical website health, service content depth, and customer reputation derived from actual NextDoorScore observations.

🏒 20 Providers Analyzed🎯 Market Median Score: 70.8/100⭐ Median Reviews: 115πŸ“‘ 615 Attributable Measurements
Sort Comparison By:

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: 20
Labels show comparison position, not a new score. Geographic position is location only.
20 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.

The rest of this comparison

Open NextDoorScore factor analysis for every listing
76.48 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +5.68 points
Market Position: 73.08th percentile
Local Visibility
100
+23.75 vs market median
Technical SEO
100
+16.67 vs market median
Content Coverage
25
-50 vs market median
Review Volume
0
+400 vs median (115)
Strongest Observed Advantage
Local Visibility: +23.75 above market median (100 vs 76.25)[1][2]
Largest Observed Gap
Content Coverage: -50 below market median (25 vs 75)[1][2]
Advanced Repair Inc was observed at position #1 for the "Auto Repair in St. Cloud, MN" search during SEOuP's September 24, 2026 observation.
Why This Business Differs Online

Advanced Repair Inc is 23.75 points above the measured market median for local visibility (100 versus 76.25). Its content coverage score is 50 points below the measured market median (25 versus 75). Observed review volume is 515 versus a market median of 115; 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]
86.95 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +16.15 points
Market Position: 96.15th percentile
Local Visibility
97.5
+21.25 vs market median
Technical SEO
100
+16.67 vs market median
Content Coverage
75
0 vs market median
Review Volume
0
+282 vs median (115)
Strongest Observed Advantage
Entity Consistency: +25 above market median (50 vs 25)[1][2]
Largest Observed Gap
No major trailing factors observed
R & L Repair was observed at position #2 for the "Auto Repair in St. Cloud, MN" search during SEOuP's September 24, 2026 observation. 1 business appeared above it in that same observation.
  1. #1 Advanced Repair Inc
Why This Business Differs Online

R & L Repair is 25 points above the measured market median for entity consistency (50 versus 25). Observed review volume is 397 versus a market median of 115; 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]
67.63 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -3.17 points
Market Position: 34.62th percentile
Local Visibility
95
+18.75 vs market median
Technical SEO
83.33
0 vs market median
Content Coverage
25
-50 vs market median
Review Volume
0
+176 vs median (115)
Strongest Observed Advantage
Local Visibility: +18.75 above market median (95 vs 76.25)[1][2]
Largest Observed Gap
Content Coverage: -50 below market median (25 vs 75)[1][2]
William's Auto Repair & Service was observed at position #3 for the "Auto Repair in St. Cloud, MN" search during SEOuP's September 24, 2026 observation. 2 businesses appeared above it in that same observation.
  1. #1 Advanced Repair Inc
  2. #2 R & L Repair
Why This Business Differs Online

William's Auto Repair & Service is 18.75 points above the measured market median for local visibility (95 versus 76.25). Its content coverage score is 50 points below the measured market median (25 versus 75). Observed review volume is 291 versus a market median of 115; 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]
45.86 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -24.94 points
Market Position: 3.85th percentile
Local Visibility
92.5
+16.25 vs market median
Technical SEO
0
-83.33 vs market median
Content Coverage
0
-75 vs market median
Review Volume
0
+17 vs median (115)
Strongest Observed Advantage
Local Visibility: +16.25 above market median (92.5 vs 76.25)[1][2]
Largest Observed Gap
Technical SEO: -83.33 below market median (0 vs 83.33)[1][2]
Jim's Auto Services was observed at position #4 for the "Auto Repair in St. Cloud, MN" search during SEOuP's September 24, 2026 observation. 3 businesses appeared above it in that same observation.
  1. #1 Advanced Repair Inc
  2. #2 R & L Repair
  3. #3 William's Auto Repair & Service
Why This Business Differs Online

Jim's Auto Services is 16.25 points above the measured market median for local visibility (92.5 versus 76.25). Its technical seo score is 83.33 points below the measured market median (0 versus 83.33). Observed review volume is 132 versus a market median of 115; 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]
84.3 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +13.5 points
Market Position: 88.46th percentile
Local Visibility
90
+13.75 vs market median
Technical SEO
100
+16.67 vs market median
Content Coverage
75
0 vs market median
Review Volume
0
+43 vs median (115)
Strongest Observed Advantage
Entity Consistency: +25 above market median (50 vs 25)[1][2]
Largest Observed Gap
No major trailing factors observed
Glen's Rapid Repair was observed at position #5 for the "Auto Repair in St. Cloud, MN" search during SEOuP's September 24, 2026 observation. 4 businesses appeared above it in that same observation.
  1. #1 Advanced Repair Inc
  2. #2 R & L Repair
  3. #3 William's Auto Repair & Service
  4. #4 Jim's Auto Services
Why This Business Differs Online

Glen's Rapid Repair is 25 points above the measured market median for entity consistency (50 versus 25). Observed review volume is 158 versus a market median of 115; 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
87.5
+11.25 vs market median
Technical SEO
Insufficient data
Insufficient data vs market median
Content Coverage
Insufficient data
Insufficient data vs market median
Review Volume
0
-23 vs median (115)
Strongest Observed Advantage
Local Visibility: +11.25 above market median (87.5 vs 76.25)[1][2]
Largest Observed Gap
Local Profile: -33.33 below market median (66.67 vs 100)[1][2]
Auto Performance Center Inc was observed at position #6 for the "Auto Repair in St. Cloud, MN" search during SEOuP's September 24, 2026 observation. 5 businesses appeared above it in that same observation.
  1. #1 Advanced Repair Inc
  2. #2 R & L Repair
  3. #3 William's Auto Repair & Service
  4. #4 Jim's Auto Services
  5. #5 Glen's Rapid Repair
Why This Business Differs Online

Auto Performance Center Inc is 11.25 points above the measured market median for local visibility (87.5 versus 76.25). Its local profile score is 33.33 points below the measured market median (66.67 versus 100). Observed review volume is 92 versus a market median of 115; 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
85
+8.75 vs market median
Technical SEO
Insufficient data
Insufficient data vs market median
Content Coverage
Insufficient data
Insufficient data vs market median
Review Volume
0
+595 vs median (115)
Strongest Observed Advantage
Reviews: +13.42 above market median (94.53 vs 81.11)[1][2]
Largest Observed Gap
No major trailing factors observed
Granite City Tire & Auto was observed at position #7 for the "Auto Repair in St. Cloud, MN" search during SEOuP's September 24, 2026 observation. 6 businesses appeared above it in that same observation.
  1. #1 Advanced Repair Inc
  2. #2 R & L Repair
  3. #3 William's Auto Repair & Service
  4. #4 Jim's Auto Services
  5. #5 Glen's Rapid Repair
  6. #6 Auto Performance Center Inc
Why This Business Differs Online

Granite City Tire & Auto is 13.42 points above the measured market median for reviews (94.53 versus 81.11). Observed review volume is 710 versus a market median of 115; 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 Visibility
82.5
+6.25 vs market median
Technical SEO
Insufficient data
Insufficient data vs market median
Content Coverage
Insufficient data
Insufficient data vs market median
Review Volume
0
-3 vs median (115)
Strongest Observed Advantage
Local Visibility: +6.25 above market median (82.5 vs 76.25)[1][2]
Largest Observed Gap
Reviews: -5.89 below market median (75.22 vs 81.11)[1][2]
Mike's Repair was observed at position #8 for the "Auto Repair in St. Cloud, MN" search during SEOuP's September 24, 2026 observation. 7 businesses appeared above it in that same observation.
  1. #1 Advanced Repair Inc
  2. #2 R & L Repair
  3. #3 William's Auto Repair & Service
  4. #4 Jim's Auto Services
  5. #5 Glen's Rapid Repair
  6. #6 Auto Performance Center Inc
  7. #7 Granite City Tire & Auto
Why This Business Differs Online

Mike's Repair is 6.25 points above the measured market median for local visibility (82.5 versus 76.25). Its reviews score is 5.89 points below the measured market median (75.22 versus 81.11). Observed review volume is 112 versus a market median of 115; 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 Visibility
80
+3.75 vs market median
Technical SEO
Insufficient data
Insufficient data vs market median
Content Coverage
Insufficient data
Insufficient data vs market median
Review Volume
0
+381 vs median (115)
Strongest Observed Advantage
Reviews: +5.83 above market median (86.94 vs 81.11)[1][2]
Largest Observed Gap
No major trailing factors observed
Firestone Complete Auto Care was observed at position #9 for the "Auto Repair in St. Cloud, MN" search during SEOuP's September 24, 2026 observation. 8 businesses appeared above it in that same observation.
  1. #1 Advanced Repair Inc
  2. #2 R & L Repair
  3. #3 William's Auto Repair & Service
  4. #4 Jim's Auto Services
  5. #5 Glen's Rapid Repair
  6. #6 Auto Performance Center Inc
  7. #7 Granite City Tire & Auto
  8. #8 Mike's Repair
Why This Business Differs Online

Firestone Complete Auto Care is 5.83 points above the measured market median for reviews (86.94 versus 81.11). Observed review volume is 496 versus a market median of 115; 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]
70.8 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: 0 points
Market Position: 50th percentile
Local Visibility
77.5
+1.25 vs market median
Technical SEO
83.33
0 vs market median
Content Coverage
75
0 vs market median
Review Volume
0
+156 vs median (115)
Strongest Observed Advantage
Reviews: +1.47 above market median (82.58 vs 81.11)[1][2]
Largest Observed Gap
Entity Consistency: -25 below market median (0 vs 25)[1][2]
Snappy Auto & Tire was observed at position #10 for the "Auto Repair in St. Cloud, MN" search during SEOuP's September 24, 2026 observation. 9 businesses appeared above it in that same observation.
  1. #1 Advanced Repair Inc
  2. #2 R & L Repair
  3. #3 William's Auto Repair & Service
  4. #4 Jim's Auto Services
  5. #5 Glen's Rapid Repair
  6. #6 Auto Performance Center Inc
  7. #7 Granite City Tire & Auto
  8. #8 Mike's Repair
  9. #9 Firestone Complete Auto Care
Why This Business Differs Online

Snappy Auto & Tire is 1.47 points above the measured market median for reviews (82.58 versus 81.11). Its entity consistency score is 25 points below the measured market median (0 versus 25). Observed review volume is 271 versus a market median of 115; 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
75
-1.25 vs market median
Technical SEO
Insufficient data
Insufficient data vs market median
Content Coverage
Insufficient data
Insufficient data vs market median
Review Volume
0
-28 vs median (115)
Strongest Observed Advantage
Balanced with market baselines
Largest Observed Gap
Local Profile: -33.33 below market median (66.67 vs 100)[1][2]
Exodus Automotive was observed at position #11 for the "Auto Repair in St. Cloud, MN" search during SEOuP's September 24, 2026 observation. 10 businesses appeared above it in that same observation.
  1. #1 Advanced Repair Inc
  2. #2 R & L Repair
  3. #3 William's Auto Repair & Service
  4. #4 Jim's Auto Services
  5. #5 Glen's Rapid Repair
  6. #6 Auto Performance Center Inc
  7. #7 Granite City Tire & Auto
  8. #8 Mike's Repair
  9. #9 Firestone Complete Auto Care
  10. #10 Snappy Auto & Tire
Why This Business Differs Online

Exodus Automotive's local profile score is 33.33 points below the measured market median (66.67 versus 100). Observed review volume is 87 versus a market median of 115; 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]
79.91 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +9.11 points
Market Position: 80.77th percentile
Local Visibility
72.5
-3.75 vs market median
Technical SEO
100
+16.67 vs market median
Content Coverage
100
+25 vs market median
Review Volume
0
-63 vs median (115)
Strongest Observed Advantage
Content Coverage: +25 above market median (100 vs 75)[1][2]
Largest Observed Gap
Local Visibility: -3.75 below market median (72.5 vs 76.25)[1][2]
ANR Automotive was observed at position #12 for the "Auto Repair in St. Cloud, MN" search during SEOuP's September 24, 2026 observation. 11 businesses appeared above it in that same observation.
  1. #1 Advanced Repair Inc
  2. #2 R & L Repair
  3. #3 William's Auto Repair & Service
  4. #4 Jim's Auto Services
  5. #5 Glen's Rapid Repair
  6. #6 Auto Performance Center Inc
  7. #7 Granite City Tire & Auto
  8. #8 Mike's Repair
  9. #9 Firestone Complete Auto Care
  10. #10 Snappy Auto & Tire
  11. #11 Exodus Automotive
Why This Business Differs Online

ANR Automotive is 25 points above the measured market median for content coverage (100 versus 75). Its local visibility score is 3.75 points below the measured market median (72.5 versus 76.25). Observed review volume is 52 versus a market median of 115; 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]
50.74 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -20.06 points
Market Position: 11.54th percentile
Local Visibility
70
-6.25 vs market median
Technical SEO
50
-33.33 vs market median
Content Coverage
0
-75 vs market median
Review Volume
0
-59 vs median (115)
Strongest Observed Advantage
Balanced with market baselines
Largest Observed Gap
Content Coverage: -75 below market median (0 vs 75)[1][2]
Mr. O's Service and Repair was observed at position #13 for the "Auto Repair in St. Cloud, MN" search during SEOuP's September 24, 2026 observation. 12 businesses appeared above it in that same observation.
  1. #1 Advanced Repair Inc
  2. #2 R & L Repair
  3. #3 William's Auto Repair & Service
  4. #4 Jim's Auto Services
  5. #5 Glen's Rapid Repair
  6. #6 Auto Performance Center Inc
  7. #7 Granite City Tire & Auto
  8. #8 Mike's Repair
  9. #9 Firestone Complete Auto Care
  10. #10 Snappy Auto & Tire
  11. #11 Exodus Automotive
  12. #12 ANR Automotive
Why This Business Differs Online

Mr. O's Service and Repair's content coverage score is 75 points below the measured market median (0 versus 75). Observed review volume is 56 versus a market median of 115; 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]
71.12 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +0.32 points
Market Position: 57.69th percentile
Local Visibility
67.5
-8.75 vs market median
Technical SEO
83.33
0 vs market median
Content Coverage
75
0 vs market median
Review Volume
0
-68 vs median (115)
Strongest Observed Advantage
Balanced with market baselines
Largest Observed Gap
Local Visibility: -8.75 below market median (67.5 vs 76.25)[1][2]
Preferred Service and Repair was observed at position #14 for the "Auto Repair in St. Cloud, MN" search during SEOuP's September 24, 2026 observation. 13 businesses appeared above it in that same observation.
  1. #1 Advanced Repair Inc
  2. #2 R & L Repair
  3. #3 William's Auto Repair & Service
  4. #4 Jim's Auto Services
  5. #5 Glen's Rapid Repair
  6. #6 Auto Performance Center Inc
  7. #7 Granite City Tire & Auto
  8. #8 Mike's Repair
  9. #9 Firestone Complete Auto Care
  10. #10 Snappy Auto & Tire
  11. #11 Exodus Automotive
  12. #12 ANR Automotive
  13. #13 Mr. O's Service and Repair
Why This Business Differs Online

Preferred Service and Repair's local visibility score is 8.75 points below the measured market median (67.5 versus 76.25). Observed review volume is 47 versus a market median of 115; 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]
53.63 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -17.17 points
Market Position: 19.23th percentile
Local Visibility
30
-46.25 vs market median
Technical SEO
83.33
0 vs market median
Content Coverage
25
-50 vs market median
Review Volume
0
-28 vs median (115)
Strongest Observed Advantage
Reviews: +0.3 above market median (81.41 vs 81.11)[1][2]
Largest Observed Gap
Content Coverage: -50 below market median (25 vs 75)[1][2]
Why This Business Differs Online

Paul's Auto Service is 0.3 points above the measured market median for reviews (81.41 versus 81.11). Its content coverage score is 50 points below the measured market median (25 versus 75). Observed review volume is 87 versus a market median of 115; 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]
62.21 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -8.59 points
Market Position: 26.92th percentile
Local Visibility
62.5
-13.75 vs market median
Technical SEO
66.67
-16.66 vs market median
Content Coverage
75
0 vs market median
Review Volume
0
-77 vs median (115)
Strongest Observed Advantage
Balanced with market baselines
Largest Observed Gap
Entity Consistency: -25 below market median (0 vs 25)[1][2]
Why This Business Differs Online

C.A.R.S Complete Auto Repair Service's entity consistency score is 25 points below the measured market median (0 versus 25). Observed review volume is 38 versus a market median of 115; 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]
#17
Unrated(0 Google listing reviews)
75.47 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +4.67 points
Market Position: 65.38th percentile
Local Visibility
60
-16.25 vs market median
Technical SEO
83.33
0 vs market median
Content Coverage
75
0 vs market median
Review Volume
0
+76 vs median (115)
Strongest Observed Advantage
Entity Consistency: +25 above market median (50 vs 25)[1][2]
Largest Observed Gap
Local Visibility: -16.25 below market median (60 vs 76.25)[1][2]
Why This Business Differs Online

Midas is 25 points above the measured market median for entity consistency (50 versus 25). Its local visibility score is 16.25 points below the measured market median (60 versus 76.25). Observed review volume is 191 versus a market median of 115; 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]
67.74 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -3.06 points
Market Position: 42.31th percentile
Local Visibility
57.5
-18.75 vs market median
Technical SEO
66.67
-16.66 vs market median
Content Coverage
75
0 vs market median
Review Volume
0
-36 vs median (115)
Strongest Observed Advantage
Entity Consistency: +8.33 above market median (33.33 vs 25)[1][2]
Largest Observed Gap
Local Visibility: -18.75 below market median (57.5 vs 76.25)[1][2]
Why This Business Differs Online

Ralph's Car & Tractor Services is 8.33 points above the measured market median for entity consistency (33.33 versus 25). Its local visibility score is 18.75 points below the measured market median (57.5 versus 76.25). Observed review volume is 79 versus a market median of 115; 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 Visibility
55
-21.25 vs market median
Technical SEO
Insufficient data
Insufficient data vs market median
Content Coverage
Insufficient data
Insufficient data vs market median
Review Volume
0
-82 vs median (115)
Strongest Observed Advantage
Balanced with market baselines
Largest Observed Gap
Local Profile: -33.33 below market median (66.67 vs 100)[1][2]
Why This Business Differs Online

Todd's Auto & Truck's local profile score is 33.33 points below the measured market median (66.67 versus 100). Observed review volume is 33 versus a market median of 115; 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
52.5
-23.75 vs market median
Technical SEO
Insufficient data
Insufficient data vs market median
Content Coverage
Insufficient data
Insufficient data vs market median
Review Volume
0
+3 vs median (115)
Strongest Observed Advantage
Balanced with market baselines
Largest Observed Gap
Local Visibility: -23.75 below market median (52.5 vs 76.25)[1][2]
Why This Business Differs Online

Northstar Tire & Auto's local visibility score is 23.75 points below the measured market median (52.5 versus 76.25). Observed review volume is 118 versus a market median of 115; 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.

Service Γ— Location Content Detection Matrix

Observed coverage of essential service and location content on sampled official websites.

Detected Content CheckFirestone Complete Auto CareMidasTodd's Auto & TruckWilliam's Auto Repair & ServiceAdvanced Repair IncGranite City Tire & AutoR & L RepairPreferred Service and RepairANR AutomotiveMr. O's Service and RepairSnappy Auto & TirePaul's Auto ServiceNorthstar Tire & AutoRalph's Car & Tractor ServicesMike's RepairJim's Auto ServicesAuto Performance Center IncExodus AutomotiveGlen's Rapid RepairC.A.R.S Complete Auto Repair Service
Service content
13 measured
β€”βœ“ Detected[1]β€”βœ“ Detected[1]βœ“ Detected[1]β€”βœ“ Detected[1]βœ“ Detected[1]βœ“ Detected[1]βœ— Not detected[1]βœ“ Detected[1]βœ“ Detected[1]β€”βœ“ Detected[1]β€”βœ— Not detected[1]β€”β€”βœ“ Detected[1]βœ“ Detected[1]
Location content
13 measured
β€”βœ“ Detected[1]β€”βœ— Not detected[1]βœ— Not detected[1]β€”βœ“ Detected[1]βœ“ Detected[1]βœ“ Detected[1]βœ— Not detected[1]βœ“ Detected[1]βœ— Not detected[1]β€”βœ“ Detected[1]β€”βœ— Not detected[1]β€”β€”βœ“ Detected[1]βœ“ Detected[1]
Service and location coverage
13 measured
β€”βœ“ Detected[1]β€”βœ— Not detected[1]βœ— Not detected[1]β€”βœ“ Detected[1]βœ“ Detected[1]βœ“ Detected[1]βœ— Not detected[1]βœ“ Detected[1]βœ— Not detected[1]β€”βœ“ Detected[1]β€”βœ— Not detected[1]β€”β€”βœ“ Detected[1]βœ“ Detected[1]
Relevant FAQs
13 measured
β€”βœ— Not detected[1]β€”βœ— Not detected[1]βœ— Not detected[1]β€”βœ— Not detected[1]βœ— Not detected[1]βœ“ Detected[1]βœ— Not detected[1]βœ— Not detected[1]βœ— Not detected[1]β€”βœ— Not detected[1]β€”βœ— Not detected[1]β€”β€”βœ— Not detected[1]βœ— Not detected[1]

Snapshot Provenance & Methodology Disclosure

Snapshot ID: 8de59ba9-f684-4b5a-adbe-ad66bced1eae Β· Scoring Cutoff (asOf): 2026-09-24 09:35 UTC Β· Published: 2026-09-24 09:35 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 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 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.