GITNUXREPORT 2026

Auto Repair Collision Industry Statistics

The collision repair industry continues to grow globally, fueled by vehicle production and technology claims.

Jannik Lindner

Jannik Lindner

Co-Founder of Gitnux, specialized in content and tech since 2016.

First published: Feb 13, 2026

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Key Statistics

Statistic 1

U.S. reported 6.7 million collision claims in 2023, averaging $5,200 per claim.

Statistic 2

Rear-end collisions accounted for 29.8% of all U.S. insurance claims in 2023.

Statistic 3

Average cycle time for collision repairs increased to 22.3 days in 2023 from 20.1 in 2022.

Statistic 4

42% of U.S. collision claims in 2023 involved vehicles under 5 years old.

Statistic 5

Hit-and-run incidents represented 14.7% of collision claims filed in 2023.

Statistic 6

SUV collision claims rose 8.2% year-over-year to 2.1 million in 2023.

Statistic 7

67% of collision repairs in 2023 required structural work, up from 58% in 2021.

Statistic 8

Average claim severity for collision repairs hit $4,950 in Q4 2023.

Statistic 9

Deer-vehicle collisions led to 1.5 million claims in 2023, costing $2.1 billion.

Statistic 10

Electric vehicle collision claims grew 25% to 450,000 in 2023.

Statistic 11

31% of claims in 2023 involved paintless dent repair (PDR) techniques.

Statistic 12

Urban areas saw 4.2 million collision claims in 2023 vs. 2.5M rural.

Statistic 13

Pickup truck claims increased 12% to 1.8 million in 2023.

Statistic 14

18.4% of claims involved theft-related damage in 2023.

Statistic 15

Average repairable write-off threshold rose to $9,200 per vehicle in 2023.

Statistic 16

Side-impact collisions made up 22.6% of claims, second to rear-end.

Statistic 17

55% of 2023 claims were paid within 30 days of filing.

Statistic 18

Luxury vehicle collision claims averaged 1.2 million annually in 2023.

Statistic 19

Winter months saw 28% higher collision claim frequency in 2023.

Statistic 20

ADAS-related repair claims surged 35% to 1.9 million in 2023.

Statistic 21

Multi-vehicle accidents accounted for 41% of total claims volume in 2023.

Statistic 22

Florida led U.S. states with 850,000 collision claims in 2023.

Statistic 23

23% of claims involved hail damage, totaling 1.6M incidents in 2023.

Statistic 24

Repair cycle time for EVs averaged 28.5 days in 2023 vs. 21.4 for ICE.

Statistic 25

Young drivers (under 25) filed 29% of all collision claims in 2023.

Statistic 26

Total loss declarations rose 7.3% to 2.4 million vehicles in 2023.

Statistic 27

Nighttime collisions represented 52% of claims by volume in 2023.

Statistic 28

U.S. collision repair employment totaled 512,000 workers in 2023.

Statistic 29

Average hourly wage for collision repair technicians was $28.45 in 2023.

Statistic 30

Automotive body repairers employment grew 2.1% to 142,800 in 2023.

Statistic 31

68% of collision shops reported technician shortages in 2023 survey.

Statistic 32

Entry-level technician wages averaged $22.10 per hour in 2023.

Statistic 33

Women comprised 12.4% of collision repair workforce in 2023.

Statistic 34

Average shop manager salary in collision repair was $78,500 annually in 2023.

Statistic 35

Technician turnover rate in collision shops was 24.7% in 2023.

Statistic 36

I-CAR certified technicians numbered 45,200 in U.S. collision industry 2023.

Statistic 37

Painters earned average $27.80 hourly, highest among tech roles in 2023.

Statistic 38

31% of technicians had 10+ years experience in 2023 industry survey.

Statistic 39

Collision repair estimators averaged $65,200 annual salary in 2023.

Statistic 40

Apprenticeships in collision repair enrolled 18,500 workers in 2023.

Statistic 41

Unionized collision workers made up 8.2% of total employment in 2023.

Statistic 42

Average benefits package for techs cost shops $12,400 per employee in 2023.

Statistic 43

High school graduates filled 76% of technician positions in 2023.

Statistic 44

Overtime hours averaged 4.2 per week for techs during peak 2023.

Statistic 45

Collision industry added 12,400 jobs in 2023, per BLS data.

Statistic 46

Estimator shortage affected 55% of shops, per 2023 survey.

Statistic 47

Veteran hiring in collision repair reached 9,500 placements in 2023.

Statistic 48

Part-time workers comprised 14% of collision repair staff in 2023.

Statistic 49

Training investment per technician averaged $2,800 in 2023.

Statistic 50

Collision repair admins earned $52,300 median salary in 2023.

Statistic 51

42% of shops offered signing bonuses averaging $3,200 in 2023.

Statistic 52

ASE certification held by 62% of active technicians in 2023.

Statistic 53

Remote estimators grew to 11% of workforce in 2023.

Statistic 54

76% of ADAS calibration technicians were employed full-time in 2023.

Statistic 55

The U.S. collision repair industry revenue reached $47.2 billion in 2023, marking a 4.5% increase from 2022.

Statistic 56

Global automotive collision repair market size was valued at $210.5 billion in 2022 and is projected to grow to $285.3 billion by 2030 at a CAGR of 3.9%.

Statistic 57

In 2023, the North American collision repair market accounted for 38% of the global market share, driven by high vehicle ownership rates.

Statistic 58

U.S. auto body repair shops numbered 32,450 in 2023, generating average revenue per shop of $1.45 million.

Statistic 59

The collision repair segment of the aftermarket industry contributed $42.8 billion to U.S. GDP in 2022.

Statistic 60

European collision repair market revenue hit €55.6 billion in 2023, with Germany leading at 22% share.

Statistic 61

Asia-Pacific collision repair market grew by 5.2% in 2023 to $78.4 billion, fueled by rising vehicle production in China and India.

Statistic 62

Independent collision repair shops in the U.S. captured 65% of the $47.2 billion market in 2023.

Statistic 63

OEM-certified collision centers generated $18.9 billion in 2023, representing 40% of total industry revenue.

Statistic 64

The U.S. collision repair industry profit margin averaged 6.8% in 2023 amid rising parts costs.

Statistic 65

Total U.S. collision repair labor revenue was $16.7 billion in 2023, up 3.1% year-over-year.

Statistic 66

Paint and materials sales in collision repair reached $12.4 billion in the U.S. in 2023.

Statistic 67

Chain-owned collision shops accounted for 22% of U.S. market revenue at $10.4 billion in 2023.

Statistic 68

The collision repair market in California alone generated $6.8 billion in 2023 due to high traffic density.

Statistic 69

U.S. collision repair industry saw a 2.7% revenue growth in Q4 2023, totaling $11.9 billion quarterly.

Statistic 70

Latin America collision repair market valued at $25.1 billion in 2023, with Brazil at 45% share.

Statistic 71

Middle East collision repair revenues grew 6.1% to $8.7 billion in 2023, led by UAE and Saudi Arabia.

Statistic 72

U.S. collision repair parts sales hit $22.3 billion in 2023, 47% of total industry revenue.

Statistic 73

Franchise collision repair networks generated $7.2 billion in U.S. revenue in 2023.

Statistic 74

The industry’s total assets in the U.S. stood at $28.4 billion as of end-2023.

Statistic 75

Africa’s collision repair market reached $12.6 billion in 2023, with South Africa dominating at 35%.

Statistic 76

U.S. collision repair e-commerce parts sales surged to $4.1 billion in 2023.

Statistic 77

Total industry payroll expenses in U.S. collision repair were $9.8 billion in 2023.

Statistic 78

Australia’s collision repair market revenue was AUD 5.2 billion (USD 3.4B) in 2023.

Statistic 79

U.S. collision repair market concentration: top 4 chains hold 15% of revenue in 2023.

Statistic 80

Canada collision repair industry revenue totaled CAD 8.9 billion (USD 6.5B) in 2023.

Statistic 81

U.K. collision repair market hit £4.7 billion in 2023, up 3.8% from prior year.

Statistic 82

U.S. collision repair R&D spending reached $1.2 billion in 2023.

Statistic 83

Mexico collision repair market grew to $9.3 billion in 2023 amid EV adoption.

Statistic 84

Total U.S. collision repair insurance reimbursements were $35.6 billion in 2023.

Statistic 85

U.S. collision repair market projected to reach $58.4 billion by 2028 at 4.2% CAGR.

Statistic 86

Global collision repair industry expected to grow 4.1% annually through 2030.

Statistic 87

EV collision repairs forecasted to comprise 25% of claims by 2030.

Statistic 88

Technician shortage projected to reach 100,000 by 2027 in U.S.

Statistic 89

ADAS repairs expected to add $10B to industry revenue by 2028.

Statistic 90

Autonomous vehicle claims to drop 40% by 2035 per IIHS projections.

Statistic 91

Parts prices forecasted to rise 5.8% annually through 2027.

Statistic 92

Cycle times projected to shorten to 18 days by 2028 with tech adoption.

Statistic 93

MSO market share to hit 35% by 2027 from 22% in 2023.

Statistic 94

Sustainable repair practices to cover 60% of shops by 2030.

Statistic 95

Insurance direct repair programs to control 55% of volume by 2028.

Statistic 96

Collision claims frequency to stabilize at 6.9M annually post-2025.

Statistic 97

Aluminum-intensive repairs to rise to 45% of structural work by 2030.

Statistic 98

Digital DRP approvals to reach 85% by 2027.

Statistic 99

Labor rates projected to average $55/hour by 2028.

Statistic 100

OEM scan tool requirements in 92% of repairs by 2030.

Statistic 101

Right-to-repair legislation to boost independents by 12% share by 2028.

Statistic 102

Hail repair market to grow 6.2% CAGR to $15B by 2030.

Statistic 103

Robot automation to cut labor needs 20% by 2035.

Statistic 104

Customer satisfaction scores to rise to 92% with digital tools by 2028.

Statistic 105

Total loss ratio to increase to 45% of claims by 2030.

Statistic 106

28% adoption rate of robotic welders in U.S. collision shops by 2023.

Statistic 107

65% of shops used digital estimating software like Mitchell Cloud in 2023.

Statistic 108

ADAS calibration equipment installed in 48% of collision centers in 2023.

Statistic 109

41% utilization of OEM repair procedures via platforms like Audatex in 2023.

Statistic 110

Drone inspections for hail damage adopted by 19% of shops in 2023.

Statistic 111

72% of shops integrated CCC ONE estimating system by end-2023.

Statistic 112

Aluminum repair certification training completed by 35% of techs in 2023.

Statistic 113

VR training modules used in 22% of collision repair training programs 2023.

Statistic 114

54% of shops employed frame machine scanning tech in 2023.

Statistic 115

Electric vehicle high-voltage training adopted by 61% of shops in 2023.

Statistic 116

AI-driven parts ordering implemented in 29% of MSOs in 2023.

Statistic 117

3D body scanning tools used in 37% of high-volume shops 2023.

Statistic 118

Telematics data integration for claims in 26% of insurer-shop partnerships 2023.

Statistic 119

Robotic painting systems installed in 15% of large shops by 2023.

Statistic 120

Cloud-based shop management software at 68% penetration in 2023.

Statistic 121

Battery diagnostic tools for EVs owned by 52% of certified shops 2023.

Statistic 122

Augmented reality measuring systems used by 24% of techs in 2023.

Statistic 123

Blockchain for parts provenance trialed in 8% of chains in 2023.

Statistic 124

Mobile app customer portals adopted by 59% of shops in 2023.

Statistic 125

Laser alignment tech for frames in 71% of MSOs by 2023.

Statistic 126

IoT sensors for paint booth monitoring in 33% of facilities 2023.

Statistic 127

Digital color matching systems used in 82% of paint jobs 2023.

Statistic 128

Autonomous repair robots prototyped in 5% of R&D shops 2023.

Statistic 129

NFC tagging for parts tracking in 17% of inventory systems 2023.

Statistic 130

5G-enabled remote diagnostics in 12% of OEM-certified shops 2023.

Statistic 131

Machine learning for claim prediction accuracy at 87% in 2023 pilots.

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Beneath every fender-bender and insurance claim lies a $47.2 billion economic powerhouse, as revealed by the eye-opening statistics driving today's U.S. collision repair industry.

Key Takeaways

  • The U.S. collision repair industry revenue reached $47.2 billion in 2023, marking a 4.5% increase from 2022.
  • Global automotive collision repair market size was valued at $210.5 billion in 2022 and is projected to grow to $285.3 billion by 2030 at a CAGR of 3.9%.
  • In 2023, the North American collision repair market accounted for 38% of the global market share, driven by high vehicle ownership rates.
  • U.S. reported 6.7 million collision claims in 2023, averaging $5,200 per claim.
  • Rear-end collisions accounted for 29.8% of all U.S. insurance claims in 2023.
  • Average cycle time for collision repairs increased to 22.3 days in 2023 from 20.1 in 2022.
  • U.S. collision repair employment totaled 512,000 workers in 2023.
  • Average hourly wage for collision repair technicians was $28.45 in 2023.
  • Automotive body repairers employment grew 2.1% to 142,800 in 2023.
  • 28% adoption rate of robotic welders in U.S. collision shops by 2023.
  • 65% of shops used digital estimating software like Mitchell Cloud in 2023.
  • ADAS calibration equipment installed in 48% of collision centers in 2023.
  • U.S. collision repair market projected to reach $58.4 billion by 2028 at 4.2% CAGR.
  • Global collision repair industry expected to grow 4.1% annually through 2030.
  • EV collision repairs forecasted to comprise 25% of claims by 2030.

The collision repair industry continues to grow globally, fueled by vehicle production and technology claims.

Collision Frequency and Claims

  • U.S. reported 6.7 million collision claims in 2023, averaging $5,200 per claim.
  • Rear-end collisions accounted for 29.8% of all U.S. insurance claims in 2023.
  • Average cycle time for collision repairs increased to 22.3 days in 2023 from 20.1 in 2022.
  • 42% of U.S. collision claims in 2023 involved vehicles under 5 years old.
  • Hit-and-run incidents represented 14.7% of collision claims filed in 2023.
  • SUV collision claims rose 8.2% year-over-year to 2.1 million in 2023.
  • 67% of collision repairs in 2023 required structural work, up from 58% in 2021.
  • Average claim severity for collision repairs hit $4,950 in Q4 2023.
  • Deer-vehicle collisions led to 1.5 million claims in 2023, costing $2.1 billion.
  • Electric vehicle collision claims grew 25% to 450,000 in 2023.
  • 31% of claims in 2023 involved paintless dent repair (PDR) techniques.
  • Urban areas saw 4.2 million collision claims in 2023 vs. 2.5M rural.
  • Pickup truck claims increased 12% to 1.8 million in 2023.
  • 18.4% of claims involved theft-related damage in 2023.
  • Average repairable write-off threshold rose to $9,200 per vehicle in 2023.
  • Side-impact collisions made up 22.6% of claims, second to rear-end.
  • 55% of 2023 claims were paid within 30 days of filing.
  • Luxury vehicle collision claims averaged 1.2 million annually in 2023.
  • Winter months saw 28% higher collision claim frequency in 2023.
  • ADAS-related repair claims surged 35% to 1.9 million in 2023.
  • Multi-vehicle accidents accounted for 41% of total claims volume in 2023.
  • Florida led U.S. states with 850,000 collision claims in 2023.
  • 23% of claims involved hail damage, totaling 1.6M incidents in 2023.
  • Repair cycle time for EVs averaged 28.5 days in 2023 vs. 21.4 for ICE.
  • Young drivers (under 25) filed 29% of all collision claims in 2023.
  • Total loss declarations rose 7.3% to 2.4 million vehicles in 2023.
  • Nighttime collisions represented 52% of claims by volume in 2023.

Collision Frequency and Claims Interpretation

While modern vehicles are becoming marvels of technology that crumple on impact to save lives, the data suggests we're all driving them like bumper cars at a county fair, with increasingly expensive consequences for both our fenders and our patience.

Employment and Wages

  • U.S. collision repair employment totaled 512,000 workers in 2023.
  • Average hourly wage for collision repair technicians was $28.45 in 2023.
  • Automotive body repairers employment grew 2.1% to 142,800 in 2023.
  • 68% of collision shops reported technician shortages in 2023 survey.
  • Entry-level technician wages averaged $22.10 per hour in 2023.
  • Women comprised 12.4% of collision repair workforce in 2023.
  • Average shop manager salary in collision repair was $78,500 annually in 2023.
  • Technician turnover rate in collision shops was 24.7% in 2023.
  • I-CAR certified technicians numbered 45,200 in U.S. collision industry 2023.
  • Painters earned average $27.80 hourly, highest among tech roles in 2023.
  • 31% of technicians had 10+ years experience in 2023 industry survey.
  • Collision repair estimators averaged $65,200 annual salary in 2023.
  • Apprenticeships in collision repair enrolled 18,500 workers in 2023.
  • Unionized collision workers made up 8.2% of total employment in 2023.
  • Average benefits package for techs cost shops $12,400 per employee in 2023.
  • High school graduates filled 76% of technician positions in 2023.
  • Overtime hours averaged 4.2 per week for techs during peak 2023.
  • Collision industry added 12,400 jobs in 2023, per BLS data.
  • Estimator shortage affected 55% of shops, per 2023 survey.
  • Veteran hiring in collision repair reached 9,500 placements in 2023.
  • Part-time workers comprised 14% of collision repair staff in 2023.
  • Training investment per technician averaged $2,800 in 2023.
  • Collision repair admins earned $52,300 median salary in 2023.
  • 42% of shops offered signing bonuses averaging $3,200 in 2023.
  • ASE certification held by 62% of active technicians in 2023.
  • Remote estimators grew to 11% of workforce in 2023.
  • 76% of ADAS calibration technicians were employed full-time in 2023.

Employment and Wages Interpretation

While the industry's growing workforce and higher wages show it's finally putting its foot on the gas, the chronic technician shortage, high turnover, and frantic signing bonuses reveal it's still desperately trying to find the keys to keeping its talent.

Market Size and Revenue

  • The U.S. collision repair industry revenue reached $47.2 billion in 2023, marking a 4.5% increase from 2022.
  • Global automotive collision repair market size was valued at $210.5 billion in 2022 and is projected to grow to $285.3 billion by 2030 at a CAGR of 3.9%.
  • In 2023, the North American collision repair market accounted for 38% of the global market share, driven by high vehicle ownership rates.
  • U.S. auto body repair shops numbered 32,450 in 2023, generating average revenue per shop of $1.45 million.
  • The collision repair segment of the aftermarket industry contributed $42.8 billion to U.S. GDP in 2022.
  • European collision repair market revenue hit €55.6 billion in 2023, with Germany leading at 22% share.
  • Asia-Pacific collision repair market grew by 5.2% in 2023 to $78.4 billion, fueled by rising vehicle production in China and India.
  • Independent collision repair shops in the U.S. captured 65% of the $47.2 billion market in 2023.
  • OEM-certified collision centers generated $18.9 billion in 2023, representing 40% of total industry revenue.
  • The U.S. collision repair industry profit margin averaged 6.8% in 2023 amid rising parts costs.
  • Total U.S. collision repair labor revenue was $16.7 billion in 2023, up 3.1% year-over-year.
  • Paint and materials sales in collision repair reached $12.4 billion in the U.S. in 2023.
  • Chain-owned collision shops accounted for 22% of U.S. market revenue at $10.4 billion in 2023.
  • The collision repair market in California alone generated $6.8 billion in 2023 due to high traffic density.
  • U.S. collision repair industry saw a 2.7% revenue growth in Q4 2023, totaling $11.9 billion quarterly.
  • Latin America collision repair market valued at $25.1 billion in 2023, with Brazil at 45% share.
  • Middle East collision repair revenues grew 6.1% to $8.7 billion in 2023, led by UAE and Saudi Arabia.
  • U.S. collision repair parts sales hit $22.3 billion in 2023, 47% of total industry revenue.
  • Franchise collision repair networks generated $7.2 billion in U.S. revenue in 2023.
  • The industry’s total assets in the U.S. stood at $28.4 billion as of end-2023.
  • Africa’s collision repair market reached $12.6 billion in 2023, with South Africa dominating at 35%.
  • U.S. collision repair e-commerce parts sales surged to $4.1 billion in 2023.
  • Total industry payroll expenses in U.S. collision repair were $9.8 billion in 2023.
  • Australia’s collision repair market revenue was AUD 5.2 billion (USD 3.4B) in 2023.
  • U.S. collision repair market concentration: top 4 chains hold 15% of revenue in 2023.
  • Canada collision repair industry revenue totaled CAD 8.9 billion (USD 6.5B) in 2023.
  • U.K. collision repair market hit £4.7 billion in 2023, up 3.8% from prior year.
  • U.S. collision repair R&D spending reached $1.2 billion in 2023.
  • Mexico collision repair market grew to $9.3 billion in 2023 amid EV adoption.
  • Total U.S. collision repair insurance reimbursements were $35.6 billion in 2023.

Market Size and Revenue Interpretation

The global collision repair industry is a surprisingly sleek and resilient economic engine, humming along at over $200 billion a year, because unfortunately for fenders and bumpers, humanity's talent for driving remains perfectly matched by its talent for crashing.

Projections and Trends

  • U.S. collision repair market projected to reach $58.4 billion by 2028 at 4.2% CAGR.
  • Global collision repair industry expected to grow 4.1% annually through 2030.
  • EV collision repairs forecasted to comprise 25% of claims by 2030.
  • Technician shortage projected to reach 100,000 by 2027 in U.S.
  • ADAS repairs expected to add $10B to industry revenue by 2028.
  • Autonomous vehicle claims to drop 40% by 2035 per IIHS projections.
  • Parts prices forecasted to rise 5.8% annually through 2027.
  • Cycle times projected to shorten to 18 days by 2028 with tech adoption.
  • MSO market share to hit 35% by 2027 from 22% in 2023.
  • Sustainable repair practices to cover 60% of shops by 2030.
  • Insurance direct repair programs to control 55% of volume by 2028.
  • Collision claims frequency to stabilize at 6.9M annually post-2025.
  • Aluminum-intensive repairs to rise to 45% of structural work by 2030.
  • Digital DRP approvals to reach 85% by 2027.
  • Labor rates projected to average $55/hour by 2028.
  • OEM scan tool requirements in 92% of repairs by 2030.
  • Right-to-repair legislation to boost independents by 12% share by 2028.
  • Hail repair market to grow 6.2% CAGR to $15B by 2030.
  • Robot automation to cut labor needs 20% by 2035.
  • Customer satisfaction scores to rise to 92% with digital tools by 2028.
  • Total loss ratio to increase to 45% of claims by 2030.

Projections and Trends Interpretation

The collision industry is accelerating toward a future where repairing a $58.4 billion market will demand more high-tech skill and automation to offset a crippling technician shortage, even as rising parts prices and more complex EVs and ADAS systems squeeze profits, all while insurance companies tighten their grip on the work.

Technological Adoption

  • 28% adoption rate of robotic welders in U.S. collision shops by 2023.
  • 65% of shops used digital estimating software like Mitchell Cloud in 2023.
  • ADAS calibration equipment installed in 48% of collision centers in 2023.
  • 41% utilization of OEM repair procedures via platforms like Audatex in 2023.
  • Drone inspections for hail damage adopted by 19% of shops in 2023.
  • 72% of shops integrated CCC ONE estimating system by end-2023.
  • Aluminum repair certification training completed by 35% of techs in 2023.
  • VR training modules used in 22% of collision repair training programs 2023.
  • 54% of shops employed frame machine scanning tech in 2023.
  • Electric vehicle high-voltage training adopted by 61% of shops in 2023.
  • AI-driven parts ordering implemented in 29% of MSOs in 2023.
  • 3D body scanning tools used in 37% of high-volume shops 2023.
  • Telematics data integration for claims in 26% of insurer-shop partnerships 2023.
  • Robotic painting systems installed in 15% of large shops by 2023.
  • Cloud-based shop management software at 68% penetration in 2023.
  • Battery diagnostic tools for EVs owned by 52% of certified shops 2023.
  • Augmented reality measuring systems used by 24% of techs in 2023.
  • Blockchain for parts provenance trialed in 8% of chains in 2023.
  • Mobile app customer portals adopted by 59% of shops in 2023.
  • Laser alignment tech for frames in 71% of MSOs by 2023.
  • IoT sensors for paint booth monitoring in 33% of facilities 2023.
  • Digital color matching systems used in 82% of paint jobs 2023.
  • Autonomous repair robots prototyped in 5% of R&D shops 2023.
  • NFC tagging for parts tracking in 17% of inventory systems 2023.
  • 5G-enabled remote diagnostics in 12% of OEM-certified shops 2023.
  • Machine learning for claim prediction accuracy at 87% in 2023 pilots.

Technological Adoption Interpretation

While collision shops are rapidly digitizing their estimates, management, and color matching, their adoption of transformative physical automation like robotic welders and painters remains cautiously slow, creating a curious contrast where software races ahead of hardware in the repair bay.

Sources & References