™
#1
Paul's Auto Service
Waite Park, MN
67.6 Score—— Reviews
Local position: #1 of 20
Claim this businessView your private optimization opportunities.Purpose-built comparison
auto repair in — Repair in Waite Park, 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 waite park 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 Waite Park, MN”.
Auto Repair Shops in Waite Park, MN — compared by Google rating, reviews & local visibility
Real competitive search intelligence benchmark for auto repair shops providers in Waite Park, 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: 66.91/100⭐ Median Reviews: 108.5📡 652 Attributable Measurements
Sort Comparison By:
City map view · Waite Park, 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.
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.
#2
Motor Works Auto Repair Waite Park
Waite Park, MN
77.5 Score—— Reviews
Local position: #2 of 20
Claim this businessView your private optimization opportunities.#3
AUTOCURE...MOBILE MECHANIC
Waite Park, MN
— Score—— Reviews
Local position: #3 of 20
Claim this businessView your private optimization opportunities.
#4
Advanced Repair Inc
Waite Park, MN
73.5 Score—— Reviews
Local position: #4 of 20
Claim this businessView your private optimization opportunities.The rest of this comparison
| Rank | Business | Rating | Google listing quote | Local Pulse | |
|---|---|---|---|---|---|
| #5 | Lenny's Crossroads Automotive | — | — | Profile | |
| #6 | ANR Automotive | — | — | Profile | |
| #7 | Doll Automotive | — | — | Profile | |
| #8 | Gateway Tire & Auto | — | — | Profile | |
| #9 | William's Auto Repair & Service | — | — | Profile | |
| #10 | Motor Works Auto Repair of Sartell | — | — | Profile | |
| #11 | R & L Repair | — | — | Profile | |
| #12 | Motor Works Auto Repair of Sauk Rapids | — | — | Profile | |
| #13 | Automotive Transmissions | — | — | Profile | |
| #14 | Glen's Rapid Repair | — | — | Profile | |
| #15 | Jim's Auto Services | — | — | Profile | |
| #16 | Mr. O's Service and Repair | — | — | Profile | |
| #17 | Mike's Repair | — | — | Profile | |
| #18 | ABRA Auto Body St. Cloud | — | — | Profile | |
| #19 | Auto Performance Center Inc | — | — | Profile | |
| #20 | Niehaus Repair | — | — | Profile |
Open NextDoorScore factor analysis for every listing
67.63 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +0.72 points
Market Position: 53.57th percentile
Local Visibility
100
+41.25 vs market median
Technical SEO
83.33
-16.67 vs market median
Content Coverage
25
0 vs market median
Review Volume
0
-21.5 vs median (108.5)
Paul's Auto Service was observed at position #1 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation.
Why This Business Differs Online
Paul's Auto Service is 41.25 points above the measured market median for local visibility (100 versus 58.75). Its technical seo score is 16.67 points below the measured market median (83.33 versus 100). Observed review volume is 87 versus a market median of 108.5; this is a volume comparison, not a service-quality assessment. First measured action: Add relevant structured data to sampled pages.[1][2][3]
#2
Unrated(0 Google listing reviews)
77.47 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +10.56 points
Market Position: 96.43th percentile
Local Visibility
97.5
+38.75 vs market median
Technical SEO
100
0 vs market median
Content Coverage
75
+50 vs market median
Review Volume
0
-53.5 vs median (108.5)
Motor Works Auto Repair Waite Park was observed at position #2 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 1 business appeared above it in that same observation.
Why This Business Differs Online
Motor Works Auto Repair Waite Park is 50 points above the measured market median for content coverage (75 versus 25). Its entity consistency score is 12.5 points below the measured market median (0 versus 12.5). 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: Add accessible business contact information.[1][2][3]
Local Visibility
90
+31.25 vs market median
Technical SEO
Insufficient data
Insufficient data vs market median
Content Coverage
Insufficient data
Insufficient data vs market median
Review Volume
0
-88.5 vs median (108.5)
AUTOCURE...MOBILE MECHANIC was observed at position #3 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 2 businesses appeared above it in that same observation.
Why This Business Differs Online
AUTOCURE...MOBILE MECHANIC is 31.25 points above the measured market median for local visibility (90 versus 58.75). 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]
73.48 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +6.57 points
Market Position: 82.14th percentile
Local Visibility
85
+26.25 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)
Largest Observed Gap
No major trailing factors observed
Advanced Repair Inc was observed at position #4 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 3 businesses appeared above it in that same observation.
Why This Business Differs Online
Advanced Repair Inc is 26.25 points above the measured market median for local visibility (85 versus 58.75). 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]
#5
Unrated(0 Google listing reviews)
76.21 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +9.3 points
Market Position: 89.29th percentile
Local Visibility
90
+31.25 vs market median
Technical SEO
100
0 vs market median
Content Coverage
25
0 vs market median
Review Volume
0
-3.5 vs median (108.5)
Lenny's Crossroads Automotive was observed at position #5 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 4 businesses appeared above it in that same observation.
Why This Business Differs Online
Lenny's Crossroads Automotive is 37.5 points above the measured market median for entity consistency (50 versus 12.5). Its reviews score is 1.06 points below the measured market median (79.76 versus 80.82). 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: Review the public review-volume gap relative to this market.[1][2][3]
72.95 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +6.04 points
Market Position: 75th percentile
Local Visibility
75
+16.25 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)
ANR Automotive was observed at position #6 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 5 businesses appeared above it in that same observation.
Why This Business Differs Online
ANR Automotive is 25 points above the measured market median for content coverage (50 versus 25). Its reviews score is 2.81 points below the measured market median (78.01 versus 80.82). 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]
71.21 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +4.3 points
Market Position: 67.86th percentile
Local Visibility
85
+26.25 vs market median
Technical SEO
83.33
-16.67 vs market median
Content Coverage
25
0 vs market median
Review Volume
0
-59.5 vs median (108.5)
Doll Automotive was observed at position #7 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 6 businesses appeared above it in that same observation.
Why This Business Differs Online
Doll Automotive is 37.5 points above the measured market median for entity consistency (50 versus 12.5). Its technical seo score is 16.67 points below the measured market median (83.33 versus 100). Observed review volume is 49 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]
Local Visibility
82.5
+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
+52.5 vs median (108.5)
Largest Observed Gap
No major trailing factors observed
Gateway Tire & Auto was observed at position #8 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 7 businesses appeared above it in that same observation.
Why This Business Differs Online
Gateway Tire & Auto is 23.75 points above the measured market median for local visibility (82.5 versus 58.75). Observed review volume is 161 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]
#9
Unrated(0 Google listing reviews)
56.88 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -10.03 points
Market Position: 10.71th percentile
Local Visibility
60
+1.25 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)
William's Auto Repair & Service was observed at position #9 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 8 businesses appeared above it in that same observation.
Why This Business Differs Online
William's Auto Repair & Service is 7.27 points above the measured market median for reviews (88.09 versus 80.82). 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: Answer relevant service questions missing from the sampled content.[1][2][3]
#10
Unrated(0 Google listing reviews)
63.75 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -3.16 points
Market Position: 32.14th percentile
Local Visibility
55
-3.75 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)
Motor Works Auto Repair of Sartell was observed at position #10 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 9 businesses appeared above it in that same observation.
Why This Business Differs Online
Motor Works Auto Repair of Sartell is 12.48 points above the measured market median for reviews (93.3 versus 80.82). Its entity consistency score is 12.5 points below the measured market median (0 versus 12.5). 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]
66.2 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -0.71 points
Market Position: 46.43th percentile
Local Visibility
50
-8.75 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)
R & L Repair was observed at position #11 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 10 businesses appeared above it in that same observation.
Why This Business Differs Online
R & L Repair is 37.5 points above the measured market median for entity consistency (50 versus 12.5). 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]
#12
Unrated(0 Google listing reviews)
61.17 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -5.74 points
Market Position: 25th percentile
Local Visibility
45
-13.75 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)
Motor Works Auto Repair of Sauk Rapids was observed at position #12 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 11 businesses appeared above it in that same observation.
Why This Business Differs Online
Motor Works Auto Repair of Sauk Rapids is 8.66 points above the measured market median for reviews (89.48 versus 80.82). Its local visibility score is 13.75 points below the measured market median (45 versus 58.75). 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: Review the measured local-search visibility gap.[1][2][3]
Local Visibility
70
+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
-28.5 vs median (108.5)
Automotive Transmissions was observed at position #13 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 12 businesses appeared above it in that same observation.
- #1 Paul's Auto Service
- #2 Motor Works Auto Repair Waite Park
- #3 AUTOCURE...MOBILE MECHANIC
- #4 Advanced Repair Inc
- #5 Lenny's Crossroads Automotive
- #6 ANR Automotive
- #7 Doll Automotive
- #8 Gateway Tire & Auto
- #9 William's Auto Repair & Service
- #10 Motor Works Auto Repair of Sartell
- #11 R & L Repair
- #12 Motor Works Auto Repair of Sauk Rapids
Why This Business Differs Online
Automotive Transmissions is 11.25 points above the measured market median for local visibility (70 versus 58.75). Its local profile score is 33.33 points below the measured market median (66.67 versus 100). Observed review volume is 80 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]
65.81 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -1.1 points
Market Position: 39.29th percentile
Local Visibility
35
-23.75 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)
Glen's Rapid Repair was observed at position #14 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 13 businesses appeared above it in that same observation.
- #1 Paul's Auto Service
- #2 Motor Works Auto Repair Waite Park
- #3 AUTOCURE...MOBILE MECHANIC
- #4 Advanced Repair Inc
- #5 Lenny's Crossroads Automotive
- #6 ANR Automotive
- #7 Doll Automotive
- #8 Gateway Tire & Auto
- #9 William's Auto Repair & Service
- #10 Motor Works Auto Repair of Sartell
- #11 R & L Repair
- #12 Motor Works Auto Repair of Sauk Rapids
- #13 Automotive Transmissions
Why This Business Differs Online
Glen's Rapid Repair is 37.5 points above the measured market median for entity consistency (50 versus 12.5). Its local visibility score is 23.75 points below the measured market median (35 versus 58.75). 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]
57.11 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -9.8 points
Market Position: 17.86th percentile
Local Visibility
30
-28.75 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)
Jim's Auto Services was observed at position #15 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 14 businesses appeared above it in that same observation.
- #1 Paul's Auto Service
- #2 Motor Works Auto Repair Waite Park
- #3 AUTOCURE...MOBILE MECHANIC
- #4 Advanced Repair Inc
- #5 Lenny's Crossroads Automotive
- #6 ANR Automotive
- #7 Doll Automotive
- #8 Gateway Tire & Auto
- #9 William's Auto Repair & Service
- #10 Motor Works Auto Repair of Sartell
- #11 R & L Repair
- #12 Motor Works Auto Repair of Sauk Rapids
- #13 Automotive Transmissions
- #14 Glen's Rapid Repair
Why This Business Differs Online
Jim's Auto Services is 1.58 points above the measured market median for reviews (82.4 versus 80.82). Its local visibility score is 28.75 points below the measured market median (30 versus 58.75). 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]
#16
Unrated(0 Google listing reviews)
41.74 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: -25.17 points
Market Position: 3.57th percentile
Local Visibility
25
-33.75 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
Mr. O's Service and Repair was observed at position #16 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 15 businesses appeared above it in that same observation.
- #1 Paul's Auto Service
- #2 Motor Works Auto Repair Waite Park
- #3 AUTOCURE...MOBILE MECHANIC
- #4 Advanced Repair Inc
- #5 Lenny's Crossroads Automotive
- #6 ANR Automotive
- #7 Doll Automotive
- #8 Gateway Tire & Auto
- #9 William's Auto Repair & Service
- #10 Motor Works Auto Repair of Sartell
- #11 R & L Repair
- #12 Motor Works Auto Repair of Sauk Rapids
- #13 Automotive Transmissions
- #14 Glen's Rapid Repair
- #15 Jim's Auto Services
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]
Local Visibility
20
-38.75 vs market median
Technical SEO
Insufficient data
Insufficient data vs market median
Content Coverage
Insufficient data
Insufficient data vs market median
Review Volume
0
+3.5 vs median (108.5)
Strongest Observed Advantage
Balanced with market baselines
Mike's Repair was observed at position #17 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 16 businesses appeared above it in that same observation.
- #1 Paul's Auto Service
- #2 Motor Works Auto Repair Waite Park
- #3 AUTOCURE...MOBILE MECHANIC
- #4 Advanced Repair Inc
- #5 Lenny's Crossroads Automotive
- #6 ANR Automotive
- #7 Doll Automotive
- #8 Gateway Tire & Auto
- #9 William's Auto Repair & Service
- #10 Motor Works Auto Repair of Sartell
- #11 R & L Repair
- #12 Motor Works Auto Repair of Sauk Rapids
- #13 Automotive Transmissions
- #14 Glen's Rapid Repair
- #15 Jim's Auto Services
- #16 Mr. O's Service and Repair
Why This Business Differs Online
Mike's Repair's local visibility score is 38.75 points below the measured market median (20 versus 58.75). 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]
68.6 / 100
Overall NextDoorScore Score
Observable digital search authority benchmark
Vs Market Median: +1.69 points
Market Position: 60.71th percentile
Local Visibility
57.5
-1.25 vs market median
Technical SEO
83.33
-16.67 vs market median
Content Coverage
25
0 vs market median
Review Volume
0
+511.5 vs median (108.5)
ABRA Auto Body St. Cloud was observed at position #18 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 17 businesses appeared above it in that same observation.
- #1 Paul's Auto Service
- #2 Motor Works Auto Repair Waite Park
- #3 AUTOCURE...MOBILE MECHANIC
- #4 Advanced Repair Inc
- #5 Lenny's Crossroads Automotive
- #6 ANR Automotive
- #7 Doll Automotive
- #8 Gateway Tire & Auto
- #9 William's Auto Repair & Service
- #10 Motor Works Auto Repair of Sartell
- #11 R & L Repair
- #12 Motor Works Auto Repair of Sauk Rapids
- #13 Automotive Transmissions
- #14 Glen's Rapid Repair
- #15 Jim's Auto Services
- #16 Mr. O's Service and Repair
- #17 Mike's Repair
Why This Business Differs Online
ABRA Auto Body St. Cloud is 37.5 points above the measured market median for entity consistency (50 versus 12.5). Its technical seo score is 16.67 points below the measured market median (83.33 versus 100). Observed review volume is 620 versus a market median of 108.5; this is a volume comparison, not a service-quality assessment. First measured action: Review missing canonical tags on sampled pages.[1][2][3]
#19
Unrated(0 Google listing reviews)
Local Visibility
10
-48.75 vs market median
Technical SEO
Insufficient data
Insufficient data vs market median
Content Coverage
Insufficient data
Insufficient data vs market median
Review Volume
0
-16.5 vs median (108.5)
Strongest Observed Advantage
Balanced with market baselines
Auto Performance Center Inc was observed at position #19 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 18 businesses appeared above it in that same observation.
- #1 Paul's Auto Service
- #2 Motor Works Auto Repair Waite Park
- #3 AUTOCURE...MOBILE MECHANIC
- #4 Advanced Repair Inc
- #5 Lenny's Crossroads Automotive
- #6 ANR Automotive
- #7 Doll Automotive
- #8 Gateway Tire & Auto
- #9 William's Auto Repair & Service
- #10 Motor Works Auto Repair of Sartell
- #11 R & L Repair
- #12 Motor Works Auto Repair of Sauk Rapids
- #13 Automotive Transmissions
- #14 Glen's Rapid Repair
- #15 Jim's Auto Services
- #16 Mr. O's Service and Repair
- #17 Mike's Repair
- #18 ABRA Auto Body St. Cloud
Why This Business Differs Online
Auto Performance Center Inc's local visibility score is 48.75 points below the measured market median (10 versus 58.75). 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]
Local Visibility
5
-53.75 vs market median
Technical SEO
Insufficient data
Insufficient data vs market median
Content Coverage
Insufficient data
Insufficient data vs market median
Review Volume
0
-104.5 vs median (108.5)
Strongest Observed Advantage
Balanced with market baselines
Niehaus Repair was observed at position #20 for the "repair auto repair in in Waite Park, MN" search during SEOuP's September 30, 2026 observation. 19 businesses appeared above it in that same observation.
- #1 Paul's Auto Service
- #2 Motor Works Auto Repair Waite Park
- #3 AUTOCURE...MOBILE MECHANIC
- #4 Advanced Repair Inc
- #5 Lenny's Crossroads Automotive
- #6 ANR Automotive
- #7 Doll Automotive
- #8 Gateway Tire & Auto
- #9 William's Auto Repair & Service
- #10 Motor Works Auto Repair of Sartell
- #11 R & L Repair
- #12 Motor Works Auto Repair of Sauk Rapids
- #13 Automotive Transmissions
- #14 Glen's Rapid Repair
- #15 Jim's Auto Services
- #16 Mr. O's Service and Repair
- #17 Mike's Repair
- #18 ABRA Auto Body St. Cloud
- #19 Auto Performance Center Inc
Why This Business Differs Online
Niehaus Repair's local visibility score is 53.75 points below the measured market median (5 versus 58.75). 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: Review the measured local-search visibility gap.[1][2][3]
Who Has the Advantage? Factor Leaderboards
Independent rankings for each measured search factor within this snapshot. Ranks reflect observable digital data, not an endorsement.
Highest Observed Local Visibility Scores
Market Median: 58.75 · Average: 58.38 · Range: 5–100 (20 measured)
90
90
85
85
50
20
Service × Location Content Detection Matrix
Observed coverage of essential service and location content on sampled official websites.
| Detected Content Check | Doll Automotive | William's Auto Repair & Service | Gateway Tire & Auto | Advanced Repair Inc | ABRA Auto Body St. Cloud | R & L Repair | ANR Automotive | Mr. O's Service and Repair | Motor Works Auto Repair of Sauk Rapids | Motor Works Auto Repair Waite Park | Paul's Auto Service | AUTOCURE...MOBILE MECHANIC | Automotive Transmissions | Mike's Repair | Lenny's Crossroads Automotive | Motor Works Auto Repair of Sartell | Jim's Auto Services | Auto Performance Center Inc | Niehaus Repair | Glen's Rapid Repair |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Service content 14 measured | ✗ Not detected[1] | ✗ Not detected[1] | — | ✓ Detected[1] | ✗ Not detected[1] | ✗ Not detected[1] | ✓ Detected[1] | ✗ Not detected[1] | ✗ Not detected[1] | ✓ Detected[1] | ✗ Not detected[1] | — | — | — | ✗ Not detected[1] | ✗ Not detected[1] | ✗ Not detected[1] | — | — | ✓ Detected[1] |
| Location content 14 measured | ✓ Detected[1] | ✗ Not detected[1] | — | ✗ Not detected[1] | ✓ Detected[1] | ✗ Not detected[1] | ✗ Not detected[1] | ✗ Not detected[1] | ✓ Detected[1] | ✓ Detected[1] | ✓ Detected[1] | — | — | — | ✓ Detected[1] | ✓ 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] | ✓ 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] | ✗ 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] |
Snapshot Provenance & Methodology Disclosure
Snapshot ID: 1f830fc9-5dd2-4849-91d5-cc11499027c2 · 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.