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Purpose-built comparison

auto repair in — Repair in Sartell, 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.

⚠ Repair
Search captured: auto repair in sartell 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: “repair auto repair in in Sartell, MN”.

Auto Repair Shops in Sartell, MN — compared by Google rating, reviews & local visibility

Real competitive search intelligence benchmark for auto repair shops providers in Sartell, 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: 65.13/100⭐ Median Reviews: 108.5📡 642 Attributable Measurements
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City map view · Sartell, 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: 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
72.75 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +7.62 points
Market Position: 82.14th percentile
Local Visibility
100
+47.5 vs market median
Technical SEO
100
0 vs market median
Content Coverage
25
0 vs market median
Review Volume
0
+579.5 vs median (108.5)
Strongest Observed Advantage
Local Visibility: +47.5 above market median (100 vs 52.5)[1][2]
Largest Observed Gap
Entity Consistency: -25 below market median (0 vs 25)[1][2]
Motor Works Auto Repair of Sartell was observed at position #1 for the "repair auto repair in in Sartell, MN" search during SEOuP's September 30, 2026 observation.
Why This Business Differs Online

Motor Works Auto Repair of Sartell is 47.5 points above the measured market median for local visibility (100 versus 52.5). Its entity consistency score is 25 points below the measured market median (0 versus 25). Observed review volume is 688 versus a market median of 108.5; 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
97.5
+45 vs market median
Technical SEO
Insufficient data
Insufficient data vs market median
Content Coverage
Insufficient data
Insufficient data vs market median
Review Volume
0
+522.5 vs median (108.5)
Strongest Observed Advantage
Local Visibility: +45 above market median (97.5 vs 52.5)[1][2]
Largest Observed Gap
No major trailing factors observed
Granite City Tire & Auto was observed at position #2 for the "repair auto repair in in Sartell, MN" search during SEOuP's September 30, 2026 observation. 1 business appeared above it in that same observation.
  1. #1 Motor Works Auto Repair of Sartell
Why This Business Differs Online

Granite City Tire & Auto is 45 points above the measured market median for local visibility (97.5 versus 52.5). Observed review volume is 631 versus a market median of 108.5; this is a volume comparison, not a service-quality assessment.[1][2][3]

Local Visibility
90
+37.5 vs market median
Technical SEO
Insufficient data
Insufficient data vs market median
Content Coverage
Insufficient data
Insufficient data vs market median
Review Volume
0
-88.5 vs median (108.5)
Strongest Observed Advantage
Local Visibility: +37.5 above market median (90 vs 52.5)[1][2]
Largest Observed Gap
Local Profile: -33.33 below market median (66.67 vs 100)[1][2]
AUTOCURE...MOBILE MECHANIC was observed at position #3 for the "repair auto repair in in Sartell, MN" search during SEOuP's September 30, 2026 observation. 2 businesses appeared above it in that same observation.
  1. #1 Motor Works Auto Repair of Sartell
  2. #2 Granite City Tire & Auto
Why This Business Differs Online

AUTOCURE...MOBILE MECHANIC is 37.5 points above the measured market median for local visibility (90 versus 52.5). Its local profile score is 33.33 points below the measured market median (66.67 versus 100). Observed review volume is 20 versus a market median of 108.5; 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]
76.16 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +11.03 points
Market Position: 96.43th percentile
Local Visibility
85
+32.5 vs market median
Technical SEO
100
0 vs market median
Content Coverage
25
0 vs market median
Review Volume
0
+83.5 vs median (108.5)
Strongest Observed Advantage
Local Visibility: +32.5 above market median (85 vs 52.5)[1][2]
Largest Observed Gap
No major trailing factors observed
D&P's Rapids Repair was observed at position #4 for the "repair auto repair in in Sartell, MN" search during SEOuP's September 30, 2026 observation. 3 businesses appeared above it in that same observation.
  1. #1 Motor Works Auto Repair of Sartell
  2. #2 Granite City Tire & Auto
  3. #3 AUTOCURE...MOBILE MECHANIC
Why This Business Differs Online

D&P's Rapids Repair is 32.5 points above the measured market median for local visibility (85 versus 52.5). Observed review volume is 192 versus a market median of 108.5; 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]
73.95 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +8.82 points
Market Position: 89.29th percentile
Local Visibility
80
+27.5 vs market median
Technical SEO
100
0 vs market median
Content Coverage
50
+25 vs market median
Review Volume
0
-54.5 vs median (108.5)
Strongest Observed Advantage
Local Visibility: +27.5 above market median (80 vs 52.5)[1][2]
Largest Observed Gap
Reviews: -3.3 below market median (78.01 vs 81.31)[1][2]
ANR Automotive was observed at position #5 for the "repair auto repair in in Sartell, MN" search during SEOuP's September 30, 2026 observation. 4 businesses appeared above it in that same observation.
  1. #1 Motor Works Auto Repair of Sartell
  2. #2 Granite City Tire & Auto
  3. #3 AUTOCURE...MOBILE MECHANIC
  4. #4 D&P's Rapids Repair
Why This Business Differs Online

ANR Automotive is 27.5 points above the measured market median for local visibility (80 versus 52.5). Its reviews score is 3.3 points below the measured market median (78.01 versus 81.31). Observed review volume is 54 versus a market median of 108.5; 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]
67.17 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +2.04 points
Market Position: 60.71th percentile
Local Visibility
75
+22.5 vs market median
Technical SEO
100
0 vs market median
Content Coverage
25
0 vs market median
Review Volume
0
+244.5 vs median (108.5)
Strongest Observed Advantage
Local Visibility: +22.5 above market median (75 vs 52.5)[1][2]
Largest Observed Gap
Entity Consistency: -25 below market median (0 vs 25)[1][2]
Motor Works Auto Repair of Sauk Rapids was observed at position #6 for the "repair auto repair in in Sartell, MN" search during SEOuP's September 30, 2026 observation. 5 businesses appeared above it in that same observation.
  1. #1 Motor Works Auto Repair of Sartell
  2. #2 Granite City Tire & Auto
  3. #3 AUTOCURE...MOBILE MECHANIC
  4. #4 D&P's Rapids Repair
  5. #5 ANR Automotive
Why This Business Differs Online

Motor Works Auto Repair of Sauk Rapids is 22.5 points above the measured market median for local visibility (75 versus 52.5). Its entity consistency score is 25 points below the measured market median (0 versus 25). Observed review volume is 353 versus a market median of 108.5; 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
70
+17.5 vs market median
Technical SEO
Insufficient data
Insufficient data vs market median
Content Coverage
Insufficient data
Insufficient data vs market median
Review Volume
0
-16.5 vs median (108.5)
Strongest Observed Advantage
Local Visibility: +17.5 above market median (70 vs 52.5)[1][2]
Largest Observed Gap
No major trailing factors observed
Signature Auto was observed at position #7 for the "repair auto repair in in Sartell, MN" search during SEOuP's September 30, 2026 observation. 6 businesses appeared above it in that same observation.
  1. #1 Motor Works Auto Repair of Sartell
  2. #2 Granite City Tire & Auto
  3. #3 AUTOCURE...MOBILE MECHANIC
  4. #4 D&P's Rapids Repair
  5. #5 ANR Automotive
  6. #6 Motor Works Auto Repair of Sauk Rapids
Why This Business Differs Online

Signature Auto is 17.5 points above the measured market median for local visibility (70 versus 52.5). Observed review volume is 92 versus a market median of 108.5; 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]
#8
Unrated(0 Google listing reviews)
69.2 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +4.07 points
Market Position: 75th percentile
Local Visibility
65
+12.5 vs market median
Technical SEO
100
0 vs market median
Content Coverage
0
-25 vs market median
Review Volume
0
+288.5 vs median (108.5)
Strongest Observed Advantage
Entity Consistency: +25 above market median (50 vs 25)[1][2]
Largest Observed Gap
Content Coverage: -25 below market median (0 vs 25)[1][2]
R & L Repair was observed at position #8 for the "repair auto repair in in Sartell, MN" search during SEOuP's September 30, 2026 observation. 7 businesses appeared above it in that same observation.
  1. #1 Motor Works Auto Repair of Sartell
  2. #2 Granite City Tire & Auto
  3. #3 AUTOCURE...MOBILE MECHANIC
  4. #4 D&P's Rapids Repair
  5. #5 ANR Automotive
  6. #6 Motor Works Auto Repair of Sauk Rapids
  7. #7 Signature Auto
Why This Business Differs Online

R & L Repair is 25 points above the measured market median for entity consistency (50 versus 25). Its content coverage score is 25 points below the measured market median (0 versus 25). Observed review volume is 397 versus a market median of 108.5; 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]
68.48 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +3.35 points
Market Position: 67.86th percentile
Local Visibility
60
+7.5 vs market median
Technical SEO
100
0 vs market median
Content Coverage
25
0 vs market median
Review Volume
0
+406.5 vs median (108.5)
Strongest Observed Advantage
Reviews: +11.9 above market median (93.21 vs 81.31)[1][2]
Largest Observed Gap
No major trailing factors observed
Advanced Repair Inc was observed at position #9 for the "repair auto repair in in Sartell, MN" search during SEOuP's September 30, 2026 observation. 8 businesses appeared above it in that same observation.
  1. #1 Motor Works Auto Repair of Sartell
  2. #2 Granite City Tire & Auto
  3. #3 AUTOCURE...MOBILE MECHANIC
  4. #4 D&P's Rapids Repair
  5. #5 ANR Automotive
  6. #6 Motor Works Auto Repair of Sauk Rapids
  7. #7 Signature Auto
  8. #8 R & L Repair
Why This Business Differs Online

Advanced Repair Inc is 11.9 points above the measured market median for reviews (93.21 versus 81.31). Observed review volume is 515 versus a market median of 108.5; 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]
55.88 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -9.25 points
Market Position: 39.29th percentile
Local Visibility
55
+2.5 vs market median
Technical SEO
83.33
-16.67 vs market median
Content Coverage
0
-25 vs market median
Review Volume
0
+182.5 vs median (108.5)
Strongest Observed Advantage
Reviews: +6.78 above market median (88.09 vs 81.31)[1][2]
Largest Observed Gap
Content Coverage: -25 below market median (0 vs 25)[1][2]
William's Auto Repair & Service was observed at position #10 for the "repair auto repair in in Sartell, MN" search during SEOuP's September 30, 2026 observation. 9 businesses appeared above it in that same observation.
  1. #1 Motor Works Auto Repair of Sartell
  2. #2 Granite City Tire & Auto
  3. #3 AUTOCURE...MOBILE MECHANIC
  4. #4 D&P's Rapids Repair
  5. #5 ANR Automotive
  6. #6 Motor Works Auto Repair of Sauk Rapids
  7. #7 Signature Auto
  8. #8 R & L Repair
  9. #9 Advanced Repair Inc
Why This Business Differs Online

William's Auto Repair & Service is 6.78 points above the measured market median for reviews (88.09 versus 81.31). Its content coverage score is 25 points below the measured market median (0 versus 25). Observed review volume is 291 versus a market median of 108.5; 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]
64.46 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -0.67 points
Market Position: 46.43th percentile
Local Visibility
50
-2.5 vs market median
Technical SEO
100
0 vs market median
Content Coverage
0
-25 vs market median
Review Volume
0
-3.5 vs median (108.5)
Strongest Observed Advantage
Entity Consistency: +25 above market median (50 vs 25)[1][2]
Largest Observed Gap
Content Coverage: -25 below market median (0 vs 25)[1][2]
Lenny's Crossroads Automotive was observed at position #11 for the "repair auto repair in in Sartell, MN" search during SEOuP's September 30, 2026 observation. 10 businesses appeared above it in that same observation.
  1. #1 Motor Works Auto Repair of Sartell
  2. #2 Granite City Tire & Auto
  3. #3 AUTOCURE...MOBILE MECHANIC
  4. #4 D&P's Rapids Repair
  5. #5 ANR Automotive
  6. #6 Motor Works Auto Repair of Sauk Rapids
  7. #7 Signature Auto
  8. #8 R & L Repair
  9. #9 Advanced Repair Inc
  10. #10 William's Auto Repair & Service
Why This Business Differs Online

Lenny's Crossroads Automotive is 25 points above the measured market median for entity consistency (50 versus 25). Its content coverage score is 25 points below the measured market median (0 versus 25). Observed review volume is 105 versus a market median of 108.5; 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]
#12
Unrated(0 Google listing reviews)
Local Visibility
45
-7.5 vs market median
Technical SEO
Insufficient data
Insufficient data vs market median
Content Coverage
Insufficient data
Insufficient data vs market median
Review Volume
0
+3.5 vs median (108.5)
Strongest Observed Advantage
Balanced with market baselines
Largest Observed Gap
Local Visibility: -7.5 below market median (45 vs 52.5)[1][2]
Mike's Repair was observed at position #12 for the "repair auto repair in in Sartell, MN" search during SEOuP's September 30, 2026 observation. 11 businesses appeared above it in that same observation.
  1. #1 Motor Works Auto Repair of Sartell
  2. #2 Granite City Tire & Auto
  3. #3 AUTOCURE...MOBILE MECHANIC
  4. #4 D&P's Rapids Repair
  5. #5 ANR Automotive
  6. #6 Motor Works Auto Repair of Sauk Rapids
  7. #7 Signature Auto
  8. #8 R & L Repair
  9. #9 Advanced Repair Inc
  10. #10 William's Auto Repair & Service
  11. #11 Lenny's Crossroads Automotive
Why This Business Differs Online

Mike's Repair's local visibility score is 7.5 points below the measured market median (45 versus 52.5). Observed review volume is 112 versus a market median of 108.5; 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]
44.74 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -20.39 points
Market Position: 10.71th percentile
Local Visibility
40
-12.5 vs market median
Technical SEO
50
-50 vs market median
Content Coverage
0
-25 vs market median
Review Volume
0
-52.5 vs median (108.5)
Strongest Observed Advantage
Balanced with market baselines
Largest Observed Gap
Technical SEO: -50 below market median (50 vs 100)[1][2]
Mr. O's Service and Repair was observed at position #13 for the "repair auto repair in in Sartell, MN" search during SEOuP's September 30, 2026 observation. 12 businesses appeared above it in that same observation.
  1. #1 Motor Works Auto Repair of Sartell
  2. #2 Granite City Tire & Auto
  3. #3 AUTOCURE...MOBILE MECHANIC
  4. #4 D&P's Rapids Repair
  5. #5 ANR Automotive
  6. #6 Motor Works Auto Repair of Sauk Rapids
  7. #7 Signature Auto
  8. #8 R & L Repair
  9. #9 Advanced Repair Inc
  10. #10 William's Auto Repair & Service
  11. #11 Lenny's Crossroads Automotive
  12. #12 Mike's Repair
Why This Business Differs Online

Mr. O's Service and Repair's technical seo score is 50 points below the measured market median (50 versus 100). Observed review volume is 56 versus a market median of 108.5; this is a volume comparison, not a service-quality assessment. First measured action: Add clear primary headings on sampled pages.[1][2][3]

Largest Observable Opportunity: Add clear primary headings on sampled pages[1][2]
65.81 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +0.68 points
Market Position: 53.57th percentile
Local Visibility
35
-17.5 vs market median
Technical SEO
100
0 vs market median
Content Coverage
25
0 vs market median
Review Volume
0
+50.5 vs median (108.5)
Strongest Observed Advantage
Entity Consistency: +25 above market median (50 vs 25)[1][2]
Largest Observed Gap
Local Visibility: -17.5 below market median (35 vs 52.5)[1][2]
Why This Business Differs Online

Glen's Rapid Repair is 25 points above the measured market median for entity consistency (50 versus 25). Its local visibility score is 17.5 points below the measured market median (35 versus 52.5). Observed review volume is 159 versus a market median of 108.5; 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
30
-22.5 vs market median
Technical SEO
Insufficient data
Insufficient data vs market median
Content Coverage
Insufficient data
Insufficient data vs market median
Review Volume
0
-16.5 vs median (108.5)
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

Auto Performance Center Inc's 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 108.5; 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]
#16
Unrated(0 Google listing reviews)
Local Visibility
25
-27.5 vs market median
Technical SEO
Insufficient data
Insufficient data vs market median
Content Coverage
Insufficient data
Insufficient data vs market median
Review Volume
0
-104.5 vs median (108.5)
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

Niehaus Repair's local profile score is 33.33 points below the measured market median (66.67 versus 100). Observed review volume is 4 versus a market median of 108.5; 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]
54.12 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -11.01 points
Market Position: 32.14th percentile
Local Visibility
20
-32.5 vs market median
Technical SEO
83.33
-16.67 vs market median
Content Coverage
25
0 vs market median
Review Volume
0
-61.5 vs median (108.5)
Strongest Observed Advantage
Balanced with market baselines
Largest Observed Gap
Local Visibility: -32.5 below market median (20 vs 52.5)[1][2]
Why This Business Differs Online

Preferred Service and Repair's local visibility score is 32.5 points below the measured market median (20 versus 52.5). Observed review volume is 47 versus a market median of 108.5; 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]
54.11 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -11.02 points
Market Position: 25th percentile
Local Visibility
15
-37.5 vs market median
Technical SEO
100
0 vs market median
Content Coverage
25
0 vs market median
Review Volume
0
+23.5 vs median (108.5)
Strongest Observed Advantage
Reviews: +1.09 above market median (82.4 vs 81.31)[1][2]
Largest Observed Gap
Local Visibility: -37.5 below market median (15 vs 52.5)[1][2]
Why This Business Differs Online

Jim's Auto Services is 1.09 points above the measured market median for reviews (82.4 versus 81.31). Its local visibility score is 37.5 points below the measured market median (15 versus 52.5). Observed review volume is 132 versus a market median of 108.5; 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]
48.99 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -16.14 points
Market Position: 17.86th percentile
Local Visibility
10
-42.5 vs market median
Technical SEO
83.33
-16.67 vs market median
Content Coverage
0
-25 vs market median
Review Volume
0
-53.5 vs median (108.5)
Strongest Observed Advantage
Balanced with market baselines
Largest Observed Gap
Local Visibility: -42.5 below market median (10 vs 52.5)[1][2]
Why This Business Differs Online

Rice Automotive Services's local visibility score is 42.5 points below the measured market median (10 versus 52.5). Observed review volume is 55 versus a market median of 108.5; 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]
44.39 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -20.74 points
Market Position: 3.57th percentile
Local Visibility
5
-47.5 vs market median
Technical SEO
66.67
-33.33 vs market median
Content Coverage
0
-25 vs market median
Review Volume
0
-93.5 vs median (108.5)
Strongest Observed Advantage
Entity Consistency: +8.33 above market median (33.33 vs 25)[1][2]
Largest Observed Gap
Local Visibility: -47.5 below market median (5 vs 52.5)[1][2]
Why This Business Differs Online

R&B Auto Services is 8.33 points above the measured market median for entity consistency (33.33 versus 25). Its local visibility score is 47.5 points below the measured market median (5 versus 52.5). Observed review volume is 15 versus a market median of 108.5; 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 × Location Content Detection Matrix

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

Detected Content CheckWilliam's Auto Repair & ServiceAdvanced Repair IncR & L RepairPreferred Service and RepairANR AutomotiveMr. O's Service and RepairMotor Works Auto Repair of Sauk RapidsAUTOCURE...MOBILE MECHANICR&B Auto ServicesSignature AutoMike's RepairGranite City Tire & AutoLenny's Crossroads AutomotiveRice Automotive ServicesMotor Works Auto Repair of SartellJim's Auto ServicesAuto Performance Center IncNiehaus RepairGlen's Rapid RepairD&P's Rapids Repair
Service content
14 measured
✗ Not detected[1]✓ Detected[1]✗ Not detected[1]✓ Detected[1]✓ Detected[1]✗ Not detected[1]✗ Not detected[1]—✗ Not detected[1]———✗ Not detected[1]✗ Not detected[1]✗ Not detected[1]✗ Not detected[1]——✓ Detected[1]✓ Detected[1]
Location content
14 measured
✗ Not detected[1]✗ Not detected[1]✗ Not detected[1]✗ Not detected[1]✗ Not detected[1]✗ Not detected[1]✓ Detected[1]—✗ Not detected[1]———✗ Not detected[1]✗ Not detected[1]✓ Detected[1]✗ Not detected[1]——✗ Not detected[1]✗ Not detected[1]
Service and location coverage
14 measured
✗ Not detected[1]✗ Not detected[1]✗ Not detected[1]✗ Not detected[1]✗ Not detected[1]✗ Not detected[1]✗ Not detected[1]—✗ Not detected[1]———✗ Not detected[1]✗ Not detected[1]✗ Not detected[1]✗ Not detected[1]——✗ Not detected[1]✗ Not detected[1]
Relevant FAQs
14 measured
✗ Not detected[1]✗ Not detected[1]✗ Not detected[1]✗ Not detected[1]✓ Detected[1]✗ Not detected[1]✗ Not detected[1]—✗ Not detected[1]———✗ Not detected[1]✗ Not detected[1]✗ Not detected[1]✓ Detected[1]——✗ Not detected[1]✗ Not detected[1]

Snapshot Provenance & Methodology Disclosure

Snapshot ID: 27928281-391b-4af8-b572-6014b1e5b76e · Scoring Cutoff (asOf): 2026-09-30 02:56 UTC · Published: 2026-09-30 02:56 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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