01 Industry overview
The computer vision industry at a glance
Computer vision is a rapidly expanding global market, estimated at $23.6 billion in 2025 and projected to reach $101.5 billion by 2033 as industrial automation, robotics and multimodal AI adoption accelerate.
- $23.6B[11]
- Global market size, 2025
- 20.1%[11]
- Forecast CAGR, 2026–2033
- 42.1%[11]
- Asia-Pacific revenue share, 2025
- 57%[77]
- SenseTime repeat-purchase rate, 2025
- Market size
- Grand View Research valued the global computer vision market at $23.6 billion in 2025 and estimated the 2026 market at $28.2 billion. The report includes hardware, software, products, applications, verticals and regional markets.[11]
- Forecast & CAGR
- The market is forecast to reach $101.5 billion by 2033, representing a 20.1% compound annual growth rate from 2026 to 2033. Grand View Research attributes expansion partly to multimodal AI models combining visual, textual and contextual data.[11]
- Market share & regions
- Asia-Pacific held the largest regional share at 42.1% of 2025 revenue, with China identified as the largest country market. The Middle East and Africa was identified as the fastest-growing region over the 2026–2033 forecast period.[11]
- Segmentation
- Hardware accounted for 71.5% of the market in 2025, while smart-camera-based systems held 56.5% of product revenue. Non-industrial applications represented 52.3% by vertical, and quality assurance and inspection accounted for 26.1% by application.[11]
- Key players & concentration
- In the AI-in-computer-vision segment, NVIDIA led with more than 7.91% market share in 2025. The five leading companies—Microsoft, NVIDIA, Amazon, Google and Intel—collectively held 29.99%, indicating a competitive market with substantial participation beyond the largest vendors.[20]
- Trends, drivers & challenges
- Growth is being driven by factory automation, robotics, autonomous mobility, healthcare imaging, retail analytics and multimodal AI. ABI Research projected computer-vision software revenue of $27.08 billion in 2025 and $47.73 billion in 2029, while noting that traditional machine learning remained dominant in vision AI because of commercial, operational and technology considerations.[11]
- Consumer behavior & competition
- Enterprise demand is increasingly tied to repeat deployments and production-scale use rather than pilot projects. SenseTime reported more than 660 computer-vision customers at the end of June 2025, with a 57% long-term repeat-purchase customer ratio, while its computer-vision segment generated RMB436 million in first-half 2025 revenue.[77]
- M&A
- Cognex announced a definitive agreement in September 2026 to acquire RealSense for approximately $500 million. RealSense was expected to generate $80 million–$90 million in 2026 revenue, and its robotic-perception market was estimated at $600 million in 2026, growing more than 25% annually to approximately $1.6 billion by 2030.[58]
- Regulation
- The EU AI Act became broadly applicable on 2 August 2026, when transparency obligations and enforcement began. High-risk AI rules for sensitive use cases, including biometrics and critical infrastructure, are scheduled for 2 December 2027, while high-risk AI embedded in regulated products is scheduled for 2 August 2028.[78][79]
- Latest news
- The most significant recent computer-vision transaction identified was Cognex’s September 22, 2026 agreement to acquire RealSense, adding 3D depth sensing and robotic-perception capabilities. Cognex said the transaction was expected to close in the fourth quarter of 2026, subject to customary conditions.[58]
02 Ranking
Top 10 Companies in the Computer Vision Industry
The leading companies in the computer vision industry, ranked on market impact, performance, momentum, innovation and brand popularity.
Updated November 11, 2026 · Next review December 11, 2026
NVIDIA leads Gitnux's 2026 computer vision ranking with an Overall score of 9.5, with platforms supporting vision AI applications including robotics and autonomous vehicles. Alphabet is the runner-up at 9.3, with computer-vision businesses including Google visual AI products and Waymo autonomous driving.
Ranked by Overall score · How we score ↓
Editor's top 3 picks
Where to start, by need.
#1 Overall · Leader in vision AI platforms
NVIDIA
US
Ranked #1 · 9.5 · Vision AI platforms
Why we picked it: Platforms support vision AI applications spanning robotics, autonomous vehicles, and visual computing.
Leader in cloud visual AI
Microsoft
US
Ranked #3 · 9.3 · Cloud visual AI
Why we picked it: Its enterprise work targets cloud and AI engineering for computer-vision and visual-AI applications.
Leader in industrial machine vision
KEYENCE
JP
Ranked #4 · 9.0 · Industrial machine vision
Why we picked it: Its portfolio covers machine-vision systems plus industrial code reading and measurement equipment.
Pick 1 is the #1 company overall. Picks 2 and 3 are the highest-ranked companies in the top 5 that add a new segment.
Full ranking
| # | Company | Overall ↓ | Impact | Performance | Momentum | Innovation | Company snapshot |
|---|---|---|---|---|---|---|---|
| 1 | NVIDIA Vision AI platforms · US | 9.5 | 9.2 | 9.9 | 9.9 | 8.4 | |
Company snapshot · NVIDIA · Data as of November 11, 2026 NVIDIA platforms support vision AI applications including robotics, autonomous vehicles and visual computing.[80]
| |||||||
| 2 | Alphabet Vision AI platforms · US | 9.3 | 9.9 | 9.1 | 9.1 | 9.9 | |
Company snapshot · Alphabet · Data as of November 11, 2026 Alphabet operates computer-vision businesses including Google visual AI products and Waymo autonomous driving.[81]
| |||||||
| 3 | Microsoft Cloud visual AI · US | 9.3 | 9.4 | 9.1 | 9.1 | 9.2 | |
Company snapshot · Microsoft · Data as of November 11, 2026 Microsoft invests in cloud and AI engineering supporting enterprise computer-vision and visual-AI applications.[82]
| |||||||
| 4 | KEYENCE Industrial machine vision · JP | 9.0 | 8.7 | 8.7 | 8.9 | 9.9 | |
Company snapshot · KEYENCE · Data as of November 11, 2026 KEYENCE designs and manufactures machine-vision systems, code readers, sensors and measurement equipment.[61]
| |||||||
| 5 | Zebra Technologies Industrial automation vision · US | 8.4 | 8.4 | 7.5 | 8.5 | 8.4 | |
Company snapshot · Zebra Technologies · Data as of November 11, 2026 Zebra's automation portfolio includes data capture, machine vision and robotics solutions.[83]
| |||||||
| 6 | Cognex Industrial machine vision and inspection software · US | 8.4 | 8.5 | 7.8 | 8.5 | 9.0 | |
Company snapshot · Cognex · Data as of November 11, 2026 Cognex provides machine-vision products for automated inspection, identification, measurement and logistics.[58]
| |||||||
| 7 | Mobileye Computer vision for ADAS and autonomous driving · IL | 8.2 | 8.2 | 7.2 | 8.3 | 9.3 | |
Company snapshot · Mobileye · Data as of November 11, 2026 Mobileye develops autonomous-driving and driver-assistance systems using computer vision, AI and mapping.[84]
| |||||||
| 8 | Ambarella Edge AI processors for cameras and vision systems · US | 8.2 | 7.0 | 8.0 | 9.2 | 9.3 | |
Company snapshot · Ambarella · Data as of November 11, 2026 Ambarella edge-AI chips support video security, ADAS, autonomous driving and robotics vision.[19]
| |||||||
| 9 | Hikvision AI video surveillance and machine-perception systems · CN | 8.1 | 9.0 | 7.2 | 7.0 | 8.8 | |
Company snapshot · Hikvision · Data as of November 11, 2026 Hikvision develops AIoT products using machine perception and artificial intelligence technologies.[85]
| |||||||
| 10 | Teledyne Industrial, infrared and digital imaging systems · US | 8.0 | 7.9 | 7.8 | 8.4 | 7.0 | |
Company snapshot · Teledyne · Data as of November 11, 2026 Teledyne's Digital Imaging segment makes sensors, cameras and systems for industrial, medical and surveillance uses.[60]
| |||||||
How we score
- Impact (30%): scale and weight in the market (revenue, market share, employees, market position).
- Performance (20%): recent revenue growth and operating margin; an analyst assessment where a company does not publish them.
- Momentum (20%): growth trajectory and future potential.
- Innovation (15%): R&D intensity and how technologically advanced the company is.
Popularity (brand search demand, 15%) counts toward Overall but is not published as a column. Overall leaves out what is not known.
Scale Scores are shown on a 7–10 scale with one decimal; bars start at 7.0.
Cadence Recalculated when new figures are published; next review December 11, 2026.
Independence. Rankings are editorially independent. Scores, ranks, picks and the verdict follow the method above; no company can pay to change them.
Cite this ranking
APA
Christopher Morgan. (2026, February 13). Top 10 companies in the computer vision industry. In Computer Vision Industry Statistics. Gitnux. https://gitnux.org/computer-vision-industry-statistics/#top-companies
Recorded participation in computer vision company funding rounds since 2016 (United States)
Y Combinator leads with 51.
03 Trends & forecasts
Top 10 Computer Vision Industry Trends & Forecasts 2027
What is changing in the computer vision industry, with the evidence behind each trend and a forecast for 2027.
Forecasts were generated by an AI model from the cited evidence. They are estimates, not guarantees.
01Vision demand follows robot installations
High confidenceIndustrial robot installations reached 603,000 units in 2025, up 11% year over year, while the global operational stock exceeded 5 million units. Electronics and automotive installations each increased 10%, expanding demand for inspection, guidance and safety vision.[86]
Forecast 2027: In 2027, robotics-related computer-vision demand should remain one of the industry's strongest growth engines. Spending is likely to shift from isolated inspection cameras toward integrated perception for robots, cobots and autonomous mobile systems.
02Asia-Pacific retains market leadership
High confidenceAsia accounted for 74% of new industrial-robot deployments in 2024, and China alone represented 54% of global installations with 295,000 units. The overview also places Asia-Pacific at 42.1% of computer-vision revenue in 2025.[86][11]
Forecast 2027: Asia-Pacific should remain the largest computer-vision region in 2027, supported by factory automation, electronics production and domestic AI investment. China is likely to remain the largest individual country market, although growth should broaden across India and Southeast Asia.
03Quality inspection stays the anchor use case
High confidenceQuality assurance and inspection represented 26.1% of computer-vision applications in 2025, according to the overview. Electronics was the largest industrial-robot customer sector in 2024, with 128,899 installations, up 2.5% year over year.[86][11]
Forecast 2027: In 2027, inspection should continue to generate the most repeatable enterprise spending, particularly in electronics, automotive components, food and pharmaceuticals. Buyers will increasingly demand systems that connect defect detection directly to production and maintenance workflows.
04Smart cameras gain share in deployments
High confidenceSmart-camera-based systems held 56.5% of computer-vision product revenue in 2025, while hardware accounted for 71.5% of total market revenue. This indicates that processing is increasingly packaged with cameras rather than sold only as centralized software.[11]
Forecast 2027: By 2027, smart cameras should gain further share in factories, warehouses and retail locations because they reduce latency, bandwidth use and system complexity. Centralized cloud processing will remain important for fleet management and model training, but real-time decisions should move closer to the sensor.
053D perception expands beyond inspection
High confidenceCognex agreed in September 2026 to acquire RealSense for approximately $500 million. Cognex estimated the robotic-perception market at $600 million in 2026 and expected it to grow by more than 25% annually to approximately $1.6 billion by 2030.[58]
Forecast 2027: In 2027, depth cameras, stereo vision and 3D sensing should see faster adoption in bin picking, warehouse handling, mobile robotics and humanoid-robot prototypes. Supplier portfolios will increasingly combine 2D inspection with 3D geometry and spatial perception.
06Vision-language-action systems commercialize
Medium confidenceThe 2026 robotics outlook identifies Vision-Language-Action systems as a major direction, while industry reporting describes them as linking perception, instructions and robot movement. The broader computer-vision market is also being expanded by multimodal models that combine visual, textual and contextual data.[87][11]
Forecast 2027: In 2027, VLA systems should move from demonstrations into constrained warehouse, manufacturing and service workflows. Adoption will be strongest where the task environment is structured and companies can limit the model's actions through safety rules and conventional robotics controls.
07Traditional machine learning remains commercially resilient
Medium confidenceABI Research projected computer-vision software revenue of $27.08 billion in 2025 and $47.73 billion in 2029, while noting that traditional machine learning remained dominant in vision AI because of commercial, operational and technology considerations.[88]
Forecast 2027: In 2027, deep-learning and classical machine-learning pipelines should continue to coexist with generative and multimodal models. Production systems will favor the least complex model that meets accuracy, latency, explainability and cost requirements.
08Compute demand strengthens platform concentration
High confidenceNVIDIA reported fiscal-2026 revenue of $215.9 billion, up 65% year over year, with data-center revenue up 68%. The overview identifies NVIDIA as the leading company in AI-in-computer-vision, but also shows that the five largest companies held only 29.99% collectively.[89][11]
Forecast 2027: In 2027, accelerator suppliers and software platforms should capture a larger share of value from high-performance vision workloads. However, the application layer should remain fragmented because vertical-specific integrators, camera vendors and regional providers can compete without owning the underlying compute stack.
09Autonomous driving broadens sensor demand
High confidenceThe International Energy Agency reported in 2026 that Level-4 electric driverless taxis were operating commercially in more than 20 cities. It also noted that automated-driving systems are spreading through advanced driver-assistance systems and that purpose-built, software-defined vehicle architectures are gaining importance.[90]
Forecast 2027: In 2027, automotive computer vision should grow through ADAS upgrades and commercial robotaxi deployments rather than fully autonomous private cars. Camera systems will increasingly be fused with lidar, radar, mapping and vehicle-control software.
10Repeat deployments replace pilot-led buying
High confidenceSenseTime reported more than 660 computer-vision customers at the end of June 2025 and a 57% long-term repeat-purchase customer ratio. Its computer-vision segment generated RMB436 million in first-half 2025 revenue, according to the overview.[77]
Forecast 2027: In 2027, vendors should be judged increasingly on production-scale expansion, renewal and cross-site deployment rather than the number of demonstrations or pilots. Providers with measurable reductions in scrap, downtime or labor costs should gain an advantage in procurement decisions.
04 Statistics
Technology & Innovation
Adoption signals in 2026 concentrate on data formats: 92% reported using image data and 63% also used video data. Survey results also show 24% describing visual AI as mission-critical.
AI in the computer vision industry
- 92% of surveyed visual-AI organizations reported using image data, while 63% also used video data in 2026.[1]
- 10% of surveyed organizations were using computer vision in 2023, while 37% had definite implementation plans and 44% were actively investigating it, globally.[2]
- 24% of surveyed companies considered visual AI mission-critical in 2026.[1]
- 52% of UK businesses planning to adopt computer vision expected to implement it within 12 months, according to a 2025 government survey.[3]
- 78% of surveyed companies were in growth, proving-ground or mission-critical stages of visual-AI adoption in 2026.[1]
- 48% of surveyed organizations expected visual AI to become much more important over the following three years, while 38% expected it to become somewhat more important.[1]
Automation in the computer vision industry
- 20% of transportation organizations surveyed were already using computer vision in 2023, the highest adoption rate among the reported sectors.[2]
- 13% of healthcare organizations surveyed were already using computer vision in 2023.[2]
- 80% of energy-sector respondents strongly agreed that computer vision could save time and money in 2023.[2]
- $58 billion was the projected global computer-vision market size for 2030, implying a 19.7% compound annual growth rate from 2025.[4]
- 58% of surveyed retailers had definite plans to implement computer vision in 2023.[2]
- 71% of surveyed organizations cited employee safety as a leading reason for adopting computer vision in 2023.[2]
Digital Transformation in the software and IT services sector (sector benchmark)
- 75% of digital leaders globally planned to increase AI-related business expenditure in 2024.[5]
- 34% of surveyed organizations globally identified replacing or upgrading legacy technology as a top digital-transformation goal in 2024.[5]
- 45% of North American technology and business decision-makers planned to adopt AI and machine learning to improve business within 12 to 24 months.[5]
- 72% of digital leaders globally expected to increase technology spending in 2024, compared with 50% of digital laggards, according to a survey of 855 technology and business decision-makers.[5]
- 54.8% of surveyed organizations reported having a chief digital officer or another executive responsible for digital transformation.[6]
Technology Adoption in the software and IT services sector (sector benchmark)
- More than 50% of surveyed global IT decision-makers were exploring AI use cases or piloting AI technologies in 2024.[5]
- 51.8% of surveyed organizations reported that AI solutions were somewhat or extremely rare in 2024.[6]
- 57.7% of surveyed organizations reported having a chief information security officer or equivalent in 2024.[6]
- 67.6% of IT services were delivered through cloud infrastructure among surveyed organizations in 2024.[6]
Cloud Computing in the software and IT services sector (sector benchmark)
- 52.7% of EU enterprises with at least 10 employees used paid cloud-computing services in 2025.[7]
- 71.5% of EU enterprises using paid cloud services used them for file storage in 2025.[7]
- 71.7% of EU enterprises using paid cloud services used them for office software in 2025.[7]
- 65.5% of EU enterprises using paid cloud services used them for security software applications in 2025.[7]
- 85.2% of EU enterprises using paid cloud services used them for email in 2025.[7]
- 26.1% of EU enterprises using paid cloud services used computing platforms for application development, testing or deployment in 2025.[7]
Big Data in the software and IT services sector (sector benchmark)
- 3% was the lowest reported enterprise adoption rate for big-data analytics across OECD countries in the latest available data through 2023.[8]
- Big-data analytics adoption averaged 14% among OECD enterprises with at least 10 employees, compared with 49% for cloud computing in the latest comparable data.[8]
- 14% of enterprises with at least 10 employees across the OECD used big-data analytics on average, based on 2022 data or the latest available year.[8]
05 Statistics
Data & Analytics
Business intelligence in the computer vision industry
- 40% was the current business-intelligence penetration among technology-industry respondents in the 2024 Dresner study.[9]
- 55% was the projected 36-month business-intelligence penetration for technology respondents in the 2024 Dresner study.[9]
- 58% was the projected 36-month business-intelligence penetration for manufacturing respondents in the 2024 Dresner study.[9]
- $14.8 billion was the estimated 2023 spending on horizontal computer-vision software technology worldwide.[10]
- $16.1 billion was the estimated global market size for AI business intelligence in 2023, including machine-learning models embedded in business-analytics software.[10]
- 45% was the current penetration of business-intelligence solutions among manufacturing respondents in the 2024 Dresner study.[9]
Data analytics in the computer vision industry
- $22 billion was the estimated global computer-vision market size in 2023 in KPMG’s AI and IoT review.[4]
- 20.1% was Grand View Research’s forecast compound annual growth rate for the global computer-vision market from 2026 to 2033.[11]
- $23.6 billion was the estimated global computer-vision market size in 2025 according to Grand View Research.[11]
- $47 billion was the forecast global computer-vision market size for 2030 in KPMG’s AI and IoT review.[4]
- $26 billion was the forecast global computer-vision market size for 2024 in KPMG’s AI and IoT review.[4]
- $101.5 billion was the projected global computer-vision market size for 2033 according to Grand View Research.[11]
Data Quality in the software and IT services sector (sector benchmark)
- In 2024, 95% of enterprise data leaders and practitioners reported a data-quality issue with a direct impact on business outcomes, across companies with at least $1 billion in revenue.[12]
- In 2025, 34% of organizations globally rated their data excellent for relevance and suitability, across surveyed technology and business organizations.[13]
- In 2025, 35% of organizations globally rated their data excellent for consistency and standardization, across surveyed technology and business organizations.[13]
- In 2025, 43% of organizations globally rated their data excellent for quality and completeness, across surveyed technology and business organizations.[13]
- In 2025, 46% of organizations globally rated their data excellent for accuracy and integrity, across surveyed technology and business organizations.[13]
- In 2025, 46% of organizations globally said they were fully confident in their data quality, across surveyed technology and business organizations.[13]
Data Governance in the software and IT services sector (sector benchmark)
- In 2024, 81.7% of organizations reported having no data-governance or catalog solution as part of their governance program, according to a global governance study.[14]
- In 2026, 76% of global data leaders said their company’s AI governance did not completely keep pace with employee use of AI technology.[14]
- In 2024, 32% of global technology leaders prioritized data governance among their data-management areas for the next 12 months.[15]
- In 2024, 18.3% of organizations reported having a data-governance or catalog solution as part of their governance program, according to a global governance study.[14]
- In 2024, 61% of supply-management organizations reported having a dedicated data-governance function, based on an Institute for Supply Management survey.[16]
- In 2024, 35% of U.S. technology executives prioritized data governance among their data-management areas for the next 12 months.[15]
KPIs in the computer vision industry
- 16% was Cognex operating income as a percentage of revenue in 2025, compared with 13% in 2024.[17]
- €224.5 million was Basler turnover in 2025.[18]
- $390.7 million was Ambarella fiscal-year-2026 revenue, with IoT revenue growing approximately 50% year over year.[19]
- $994.4 million was Cognex revenue in 2025, up 9% from 2024, driven primarily by logistics and consumer-electronics demand.[17]
- €237.1 million was Basler’s order entry in 2025.[18]
- More than 70% of Ambarella’s fiscal-2025 revenue came from edge-AI products and applications.[19]
06 Statistics
Strategy & Growth
The section ties market structure to forecast and product mix, including 71.5% hardware share in 2025. It also reports software and services projected at 57.65% of market revenue in 2026.
Growth in the computer vision industry
- The Asia-Pacific computer vision market was forecast to reach $29.86 billion by 2035 at a 20.5% CAGR from 2026 to 2035.[20]
- The global computer vision market was valued at $23.6 billion in 2025.[11]
- The global computer vision market was projected at $22 billion in 2023 and $47 billion in 2030 by KPMG.[4]
- The global computer vision market is projected to reach $101.5 billion by 2033 at a 20.1% CAGR.[11]
- The computer vision market is forecast to reach $72.80 billion by 2034 at a 14.8% CAGR from 2026 to 2034.[21]
- The computer vision market was estimated at $20.75 billion in 2025 by Fortune Business Insights.[21]
Differentiation in the computer vision industry
- Facial recognition held the largest computer vision application share in 2026.[21]
- Software and services were projected to represent 57.65% of computer vision market revenue in 2026.[21]
- Quality assurance and inspection represented 26.1% of computer vision application revenue in 2025.[11]
- Smart-camera-based systems held 56.5% of computer vision product revenue in 2025.[11]
- Hardware represented 71.5% of global computer vision market revenue in 2025.[11]
- Non-industrial applications accounted for 52.3% of computer vision market revenue in 2025.[11]
Mergers and acquisitions in the computer vision industry
- Camtek signed an agreement to acquire Israel-based Visual Layer in 2026.[22]
- MicroVision paid Luminar $33.0 million for an acquisition completed on February 3, 2026.[23]
- Renesas completed its acquisition of Greece-based vision-AI software company Irida Labs in 2026.[24]
- Seeing Machines acquired Asaphus Vision GmbH in 2024.[25]
- TDK acquired SoftEye in 2025 to expand AI and smart-glasses computer vision capabilities.[26]
- GE Vernova agreed to acquire France-based computer vision company Alteia in 2025.[27]
Strategic partnerships in the computer vision industry
- Orbbec added five strategic distribution partners across North America and Europe in 2025.[28]
- Seeing Machines and Valeo entered a strategic automotive collaboration in 2024.[25]
- TCS integrated NVIDIA computer vision and digital-twin capabilities into retail offerings in 2025.[29]
- Avant Technologies and Ainnova Tech formed a joint venture to commercialize VisionAI and retinal-camera technologies in 2024.[30]
- Aetina and Axelera AI partnered in 2025 to deliver edge-computing solutions for smart transportation, surveillance and retail.[31]
- Lumenalta and Roboflow formed a strategic computer vision partnership in November 2024.[32]
07 Statistics
People & Workforce
Workforce signals focus on engagement and workplace modes, with 34.8% of software and IT services respondents working remotely in 2026. It also reports $60 per hour entry-level rates for computer-vision software engineering in the U.S. East in 2023.
Hiring in the computer vision industry
- $140 per hour was the 2023 U.S. East technical-lead-or-director contract rate for perception-engineering roles.[33]
- $60 per hour was the 2023 U.S. East entry-level contract rate for computer-vision software-engineering roles.[33]
- $135 per hour was the 2023 U.S. East technical-lead-or-director contract rate for computer-vision software-engineering roles.[33]
- $80 per hour was the 2023 U.S. East mid-level contract rate for computer-vision software-engineering roles.[33]
- $60 per hour was the 2023 U.S. East entry-level contract rate for perception-engineering roles.[33]
Employee retention in the computer vision industry
- 20% of surveyed computer-vision professionals identified noncompetitive salary or rates as a reason for leaving their role in 2023.[33]
- 50% of surveyed computer-vision professionals said they would leave their role if the right opportunity arose in 2023.[33]
- 79% of surveyed computer-vision professionals felt as secure or more secure in their role than in 2022.[33]
- 20% of surveyed computer-vision professionals identified end of contract as a reason for leaving their role in 2023.[33]
- 20% of surveyed computer-vision professionals identified team dynamics as a reason for leaving their role in 2023.[33]
Remote Work in the software and IT services sector (sector benchmark)
- 10% of technology-services respondents worked under fully flexible arrangements in 2025, allowing employees substantial control over remote work.[34]
- 6% of global respondents worked fully remotely in 2025, defined as spending less than one day per week in the office.[34]
- 34.8% of global software and IT services respondents worked remotely in 2026, according to the Stack Overflow Developer Survey.[35]
- 84% of technology-services employers agreed in 2025 that the ability to work remotely is important for employee retention.[34]
- 48% of U.S. software and IT professionals surveyed worked remotely in 2026, compared with 21% in France.[35]
Hybrid Work in the software and IT services sector (sector benchmark)
- 56% of IT employees worked in hybrid arrangements in 2025, while 31% were fully remote and 13% attended the office daily.[36]
- 52% of U.S. employees with remote-capable jobs worked in hybrid arrangements in May 2026, according to Gallup.[37]
- 47% of global respondents worked in hybrid arrangements in 2025, down from 63% in Cisco’s 2022 study.[34]
- 55% of technology-services respondents worked in a hybrid arrangement in 2025, the highest share among industries measured by Cisco.[34]
- 61% of U.S. employees with remote-capable jobs preferred hybrid work in November 2025, compared with 33% preferring fully remote work.[37]
Upskilling in the computer vision industry
- 29% of surveyed computer-vision professionals ranked health insurance as their most desirable benefit in 2023.[33]
- 20% of surveyed computer-vision professionals cited lack of training as a reason for leaving their role in 2023.[33]
- 18% of surveyed computer-vision professionals ranked equity as their most desirable benefit in 2023.[33]
- 18% of surveyed computer-vision professionals ranked flexible working hours as their most desirable benefit in 2023.[33]
Employee Engagement in the software and IT services sector (sector benchmark)
- 92% of employees ranked collaboration and community as very important aspects of office culture in Cisco’s 2025 global study.[34]
- 54% of exclusively remote U.S. employees were thriving in May 2026, compared with 52% of hybrid employees and 49% of on-site employees with remote-capable jobs.[37]
- 74% of respondents approved of fully flexible hybrid policies in 2025, the highest positive sentiment among the policy types Cisco measured.[34]
- 37% of exclusively remote U.S. employees were engaged in May 2026, compared with 34% of hybrid employees and 29% of on-site employees with remote-capable jobs.[37]
- 22.2% of global software and IT respondents were happy with their current professional role in 2026, while 32.6% were unhappy.[35]
Change Management in the software and IT services sector (sector benchmark)
- 86% of SAP change managers said in 2025 that change management gives their business a competitive advantage.[38]
08 Statistics
Customer & Sales
Customer behavior and deployment scale show repeated operational use rather than pilots. SenseTime reported a 57% long-term repeat-purchase customer ratio across more than 660 customers at end of June 2025.
Customer experience in the computer vision industry
- 95% identification accuracy was achieved while a computer-vision product experience processed more than 1 million images and served over 60,000 monthly users in the United States.[39]
- 5× higher conversion followed deployment of a computer-vision product-identification experience that matched user images against more than 5,000 product SKUs in the United States.[39]
- 150 million active devices used Scandit’s computer-vision Smart Data Capture technology in 2021, generating tens of billions of scans worldwide.[40]
- 58% of surveyed organizations identified improving customer experiences as a current or planned computer-vision use case in 2021, globally.[41]
Customer retention in the computer vision industry
- 67% of ARR came from industries outside trucking and logistics for an AI-vision company at December 31, 2024, compared with 61% one year earlier.[23]
- 57% was SenseTime’s long-term repeat-purchase customer ratio for its Computer Vision segment at the end of June 2025, across more than 660 customers.[42]
- SenseTime’s Computer Vision customer repurchase rate increased by 31 percentage points in 2024 compared with 2023.[43]
- 389 multi-year partners, representing approximately 40% of Computer Vision clientele, had cooperation with SenseTime lasting more than three years in 2024.[43]
Customer acquisition in the computer vision industry
- 83% of new-customer revenue came from organic channels in the first quarter of 2026 for a computer-vision application company.[23]
- 79% of new-customer revenue came from organic channels in 2025 for a computer-vision application company, with paid advertising contributing 10% in the first quarter of 2026.[23]
- 8,204 Core Customers were reported by an AI-vision company at December 31, 2024, up 18% from December 31, 2023.[23]
- More than 50 original-equipment manufacturers worldwide were working with Mobileye on ADAS implementation as of December 28, 2024.[23]
Customer loyalty in the computer vision industry
- Over 1 million users across more than 16,000 organizations were served by Roboflow as of November 2025.[44]
- Over half of the Fortune 100 used Roboflow’s vision-AI platform as of November 2025.[44]
- 4.8 out of 5 was Roboflow’s average verified-user rating in G2’s Image Recognition category as of November 2025.[44]
09 Statistics
Marketing & Brand
Reported challenges in computer-vision development and workflow construction appear with 31.1% of manufacturing respondents citing end-to-end workflow building as a top technical challenge in 2022. It also includes SenseTime’s computer-vision share of total revenue: 29.5% in 2024.
Marketing in the computer vision industry
- 42.6% of manufacturing decision-makers expected computer vision to have a significant impact on organizational market competitiveness over the following three years in 2022.[45]
- 31.1% of manufacturing respondents identified building end-to-end workflows and applications as a critical top-three technical challenge in computer-vision solution development in 2022.[45]
- 29.5% of SenseTime Group’s total revenue came from its Computer Vision segment in 2024.[43]
Digital marketing in the computer vision industry
- 31 percentage points was the increase in SenseTime’s Computer Vision customer repurchase rate after its strategy incorporated multimodal models and digital-human technology for e-commerce marketing in 2024.[43]
- More than 70 enterprises had integrated SenseTime’s multimodal large-model system during beta testing before its official release in 2024.[43]
Branding in the computer vision industry
- Five consecutive years was the period through June 2025 during which SenseTime reported the number-one market share in China’s smart-cabin computer-vision software market.[42]
- 1st out of 261 companies was Roboflow’s ranking in G2’s Image Recognition category as of November 2025.[44]
- Eight consecutive years was the period through 2024 during which SenseTime reported the number-one market share in China’s computer-vision market.[43]
Influencer Marketing in the software and IT services sector (sector benchmark)
- Across technology companies, 27% of marketers reported dedicated but flat budgets for creator or influencer marketing in 2026, according to Nielsen’s global marketing survey.[46]
- Across B2B companies, 55% of marketing organizations were using influencers in 2025, based on an Ipsos survey of 1,500 marketing leaders.[47]
- Across B2B companies, 58% of marketing teams reported using an always-on influencer marketing approach in the 2025 B2B Influencer Marketing Report.[48]
- Across B2B companies, 43% of marketers reported outstanding results from their influencer programs in the 2025 B2B Influencer Marketing Report.[48]
- Across technology companies, 64% of marketers reported dedicated and growing budgets for creator or influencer marketing in 2026, according to Nielsen’s global marketing survey.[46]
10 Statistics
Operations & Execution
Operational metrics show inspection throughput and cycle-time changes, including 30 frames per second for an edge-deployed system across six electronics assembly lines. The section also reports an 80% reduction in defective prints shipped after deployment at Gràfiques Manlleu.
Process optimization in the computer vision industry
- 25% was the reduction in per-unit quality-check time, from 82 seconds to 61 seconds, in a 2026 computer-vision assembly-line deployment.[49]
- 40% was the reported potential speed improvement for quality inspection from machine-learning models in an automated visual-inspection study.[49]
- 15% was the average reduction in data-labeling effort achieved by active learning in the worst-case scenarios evaluated for automated visual inspection.[49]
- 50% of companies with warehouse operations are expected to use AI-enabled vision systems to replace traditional scanning-based cycle counting by 2027, globally.[50]
- 82% was the reduction in operator visual-inspection viewing time in a 2026 AI-driven collaborative assembly-line inspection deployment.[49]
Operational efficiency in the computer vision industry
- 0.88 was the final-control resource-efficiency score achieved by a 2026 AI-driven collaborative assembly-line inspection cell, up from 0.75.[49]
- 3 years was the estimated return-on-investment payback period for adding AI-powered visual inspection to two production machines at Gràfiques Manlleu, Spain.[51]
- 30 frames per second was the inspection speed reported for an edge-deployed computer-vision system across six electronics assembly lines.[52]
- 12 surface-defect classes were detected by an edge-deployed computer-vision system operating across six electronics assembly lines.[52]
- 50% was the reported reduction in manual inspection effort commonly achieved by automated inspection systems in the Gràfiques Manlleu case study.[51]
Quality management in the computer vision industry
- 80% was the reduction in defective prints shipped to clients after AI-powered visual inspection was introduced at Gràfiques Manlleu, Spain.[51]
- 75% of automotive Industry X survey respondents reported positive return on investment from computer-vision quality-inspection applications.[53]
- 6% was the false-reject rate reported for three traditional machine-vision systems used to classify containers by quality grade.[54]
- 40% was the reduction in scrap reported after integrating computer vision, photonic inspection and AI-assisted defect detection at Gràfiques Manlleu, Spain.[51]
- 99.2% was the reported accuracy of a YOLOv8 computer-vision system for PCB defect inspection at an electronics manufacturer in India.[55]
Supply chain in the computer vision industry
- $1,171.8 million was the global 2023 market value for computer vision within the artificial-intelligence-in-supply-chain market.[11]
- 40% was the projected compound annual growth rate for the global computer-vision artificial-intelligence-in-supply-chain market from 2023 to 2030.[11]
- 50% of companies with warehouse operations are expected to leverage AI-enabled vision systems for cycle counting by 2027, globally.[50]
- 25,000 units was Ouster’s total lidar shipment volume in 2025 for sensors used in industrial, robotics, automotive and smart-infrastructure applications.[23]
- 8,100 units was Ouster’s record quarterly lidar shipment volume reported for the fourth quarter of 2025.[23]
Outsourcing / Offshoring in the software and IT services sector (sector benchmark)
- Among German IT-service generalists, 10.2% of digital-experience services for customer projects were delivered offshore in 2024.[56]
- Across EU enterprises sourcing business functions internationally during 2021–2023, 28.7% moved information and communication technology services abroad.[7]
- Across European organizations, 35% planned to increase their use of nearshore outsourcing in the 2024/2025 sourcing study.[57]
- Across German digital-experience service providers, 7.6% of services for customer projects were delivered offshore in 2024.[56]
- Across German digital-experience service providers, 13.2% of services for customer projects were delivered nearshore in 2024.[56]
11 Statistics
Finance & Pricing
Margins and cash generation stand out, including Cognex 2025 operating margin of 16.3% and $237 million free cash flow during 2025. It also lists Ambarella’s GAAP net loss of $117.1 million for fiscal 2025.
Pricing strategy in the computer vision industry
- 66.9% was Cognex’s 2025 gross margin, compared with 68.4% in 2024, reflecting product and industry-mix effects.[23]
- 35% to 40% is Ouster’s long-term GAAP gross-margin framework for its sensing and perception platform.[23]
- 60.5% was Ambarella’s GAAP gross margin for fiscal 2025, supported partly by higher average selling prices for AI-inference processors.[23]
- 62.7% was Ambarella’s non-GAAP gross margin for fiscal 2025, compared with 63.3% in fiscal 2024.[23]
- $22 million of non-core, no-growth or low-margin revenue was being exited by Cognex as part of its 2025 portfolio optimization strategy.[23]
Cost reduction in the computer vision industry
- 50% was the reported cut in manual inspection effort from automated inspection systems in the Gràfiques Manlleu deployment.[51]
- $35 million to $40 million in annualized cost reductions are expected from Cognex’s operating-model transformation by the end of 2026.[23]
- 40% was the scrap reduction reported after deploying AI-assisted visual inspection at Gràfiques Manlleu, Spain.[51]
- 82% was the reduction in operator visual-inspection time in a 2026 collaborative computer-vision assembly-line deployment.[49]
- $22 million of revenue was targeted for exit by Cognex because it was non-core, had no growth or carried low margins.[23]
Profitability in the computer vision industry
- $117.1 million was Ambarella’s GAAP net loss for fiscal 2025.[23]
- 21.5% was Cognex’s 2025 adjusted EBITDA margin, up 440 basis points year over year.[23]
- $31.46 million was Rekor Systems’ net loss for 2025 from its roadway-intelligence and computer-vision business.[23]
- 16.3% was Cognex’s full-year 2025 operating margin, up from 12.6% in 2024.[23]
- $114 million was Cognex’s 2025 net income, compared with $106 million in 2024.[23]
Financial planning in the computer vision industry
- $237 million was Cognex’s free cash flow during 2025, up 77% from 2024.[23]
- 5% to 8% is Ouster’s projected annual growth range for operating expenses from 2025 levels in its long-term financial framework.[23]
- 30% to 50% is Ouster’s long-term annual revenue-growth framework for its sensing and perception business.[23]
- $246 million was Cognex’s cash generated from operating activities during 2025, up 65% from 2024.[23]
- $642 million was Cognex’s cash and investments at December 31, 2025, with no debt reported.[23]
12 Statistics
Product & Service
Productization and portfolio moves are quantified, including Cognex’s announced $500 million acquisition price for RealSense in 2026. It also includes Basler offering approximately 5,000 vision hardware and software products in 2025.
Product development in the computer vision industry
- $500 million was the announced acquisition price for RealSense by Cognex in 2026, expanding its robotic-perception product development capabilities.[58]
- More than 2,000 AI-related patent filings covering image and video recognition were recorded in 2023, globally.[59]
- $80 million to $90 million was RealSense’s expected 2026 revenue after the Cognex acquisition, representing more than 50% growth over the prior year.[58]
- €800 million-plus was the potential revenue value of Ambarella’s long-term edge-AI agreement with Hanwha Vision, covering joint technology-roadmap development.[19]
- 28% was the average annual growth in EPO filings for image recognition, pattern recognition, machine learning and neural-network inventions from 2019 to 2024, globally.[59]
Product lifecycle in the computer vision industry
- Approximately 5,000 vision hardware and software products were offered by Basler in 2025.[18]
- 46 million-plus AI units formed Ambarella’s installed edge-AI platform by May 2026.[19]
- 1981 was the founding year from which Cognex measured more than $11 billion in cumulative image-based-product revenue by 2024.[58]
- 16 consecutive years of positive free cash flow were reported by Ambarella in fiscal 2025, supporting continued investment across its edge-AI product lifecycle.[19]
- More than 4.5 million image-based products had been shipped by Cognex since its founding in 1981, as reported in 2024.[58]
After-sales in the computer vision industry
- Less than 10% of Cognex revenue came from maintenance, support, consulting and training services in each period presented through 2025.[17]
- Approximately 820 employees supported Basler’s computer-vision business in 2025, including sales and solution support activities.[18]
- 13 locations worldwide supported Basler’s customer-facing computer-vision operations in 2025.[18]
- Over 30 countries contained Cognex offices or operating locations supporting its global customer base in 2026.[58]
- More than 30,000 customers worldwide were served by Cognex in 2026 through its machine-vision products and support organization.[58]
Value proposition in the computer vision industry
- 71.5% of the global computer-vision market was hardware in 2025, according to Grand View Research.[11]
- 42.1% of global computer-vision market revenue came from Asia-Pacific in 2025, according to Grand View Research.[11]
- $600 million was the estimated current robotic-perception market opportunity identified by Cognex in 2026.[58]
- 90% of the world’s linear accelerators for cancer radiotherapy used Teledyne digital-imaging products, according to the company.[60]
- 56.5% of the global computer-vision market was attributed to smart-camera systems in 2025, according to Grand View Research.[11]
13 Statistics
Sustainability & Ethics
The section ties sustainability reporting to quantified resource use and workforce metrics. It reports KEYENCE electricity consumption of 8,706 MWh in fiscal 2026 and Cognex’s 58% women-in-workforce in 2022.
Sustainability in the computer vision industry
- 4 million image-based products had been shipped by Cognex since its 1981 founding, generating more than $10 billion in cumulative revenue by 2022.[58]
- 8,076 MWh of electricity was consumed by KEYENCE in fiscal 2024.[61]
- 27,688 cubic metres of water were consumed by KEYENCE in fiscal 2025.[61]
- 8,706 MWh of electricity was consumed by KEYENCE in fiscal 2026.[61]
- 27,174 cubic metres of water were consumed by KEYENCE in fiscal 2024.[61]
ESG in the computer vision industry
- 100% was Cognex’s adjusted pay-equity ratio for people of color in 2022.[62]
- 36% of Cognex’s board was diverse as of June 1, 2023, measured by race or gender.[62]
- 28% of Cognex’s workforce identified as people of color in 2022.[62]
- 58% of Cognex employees were women in 2022.[62]
- 64% was Cognex’s waste-diversion rate in 2022.[62]
Ethics in the computer vision industry
- 5–0 was the Federal Trade Commission vote approving action against IntelliVision over allegedly deceptive facial-recognition bias claims in 2024.[63]
- 2 commercial facial-recognition enforcement actions cited by the FTC involved Everalbum and Facebook for misrepresenting facial-recognition uses.[63]
- 3–0 was the Federal Trade Commission vote adopting its biometric-information policy statement in 2023.[63]
- 2 additional commercial companies, Amazon and Kairos, were evaluated on the Pilot Parliaments Benchmark in the coordinated bias-disclosure study.[64]
- 3 commercial facial-analysis systems were evaluated in the Gender Shades study: Microsoft, IBM and Face++.[64]
CSR in the computer vision industry
- 100 was the number of the Cognex sustainability-report page containing its board-diversity metric in 2022.[62]
- 94 was the number of the Cognex sustainability-report page containing its waste-diversion metric in 2022.[62]
- 42 was the number of the Cognex sustainability-report page containing its women-in-workforce metric in 2022.[62]
- 93 was the number of the Cognex sustainability-report page containing its net-GHG-emissions metric for operations in 2022.[62]
- 4 million image-based products had been shipped by Cognex since 1981, according to its 2022 sustainability report.[58]
Circular economy in the computer vision industry
- 75.95% was the estimated copper-sorting efficiency in the six-hour dual-camera computer-vision test.[65]
- 73.75% was the estimated brass-sorting efficiency in the six-hour dual-camera computer-vision test.[65]
- 690 output objects were counted by the dual-camera computer-vision system during the six-hour scrap-sorting test.[65]
- 4,361 images were used to train the YOLO-based computer-vision detectors for non-ferrous scrap classification.[65]
- 3,753 input objects were counted by the dual-camera computer-vision system during the six-hour scrap-sorting test.[65]
Carbon footprint in the computer vision industry
- 3,669 tonnes of CO2 were KEYENCE’s Scope 2 emissions in fiscal 2025.[61]
- 179 tonnes of CO2 were KEYENCE’s Scope 1 emissions in fiscal 2025.[61]
- 3,254 tonnes of CO2 were KEYENCE’s Scope 2 emissions in fiscal 2026.[61]
- 154 tonnes of CO2 were KEYENCE’s Scope 1 emissions in fiscal 2024.[61]
- 169 tonnes of CO2 were KEYENCE’s Scope 1 emissions in fiscal 2023.[61]
14 Statistics
Risk, Compliance & Legal
Compliance signals combine risk surveys with incident-planning context, including 57% of U.S. organizations identifying cybersecurity as their biggest risk challenge over the next five years. It also notes the EU AI Act became broadly applicable on 2 August 2026.
Compliance in the computer vision industry
- 1 federal privacy law was identified by GAO as absent in the United States for comprehensive private-sector collection, use and sale of personal information in 2020.[66]
- 2 vendors supplied the facial-recognition technology used by Rite Aid, according to the FTC complaint.[63]
- 1 2010 data-security order was cited by the FTC in its charges against Rite Aid over oversight of service providers.[63]
- 3 categories of biometric information technology cited by the FTC include facial, iris and fingerprint recognition.[63]
- 2012–2020 was the period during which Rite Aid deployed AI-based facial-recognition technology, according to the FTC complaint.[63]
Risk Management in the software and IT services sector (sector benchmark)
- Across U.S. organizations, 41% identify technology risk as a leading five-year risk challenge, according to a 2025 survey.[15]
- Across U.S. organizations, 57% identify cybersecurity as their biggest risk challenge over the next five years, according to a 2025 survey.[15]
- Across U.S. organizations, 43% identify data privacy risk as a leading five-year risk challenge, according to a 2025 survey.[15]
- Across U.S. organizations, 52% have not integrated risk and resilience capabilities, accountabilities or organizational structures, according to a 2025 survey.[15]
Cybersecurity in the software and IT services sector (sector benchmark)
- Across North American IT channel companies, 49% cite adoption of artificial-intelligence tools as a top industry-health driver in 2025.[67]
- Across North American IT channel companies, 39% cite recurring managed-services revenue opportunities as a top industry-health driver in 2025.[67]
- Across North American IT channel companies, 49% cite cybersecurity services demand as a top driver of industry health in 2025.[67]
- Across North American IT channel companies, 47% cite continued cloud adoption as a top driver of industry health in 2025.[67]
- Among organizations providing software, digital or connected managed services, 83% report formal incident-response policies with customer-breach notification plans and timelines.[68]
Data Privacy in the software and IT services sector (sector benchmark)
- Among data-protection professionals globally, 31% use specialist software to provide privacy training in 2025.[69]
- Among data-protection professionals globally, 59% use specialist software for at least one data-protection task in 2025.[69]
- Among data-protection professionals globally, 43% use specialist software to conduct privacy or data-protection impact assessments in 2025.[69]
- Among data-protection professionals globally, 25% use specialist software to conduct vendor risk assessments in 2025.[69]
- Among data-protection professionals globally, 46% use specialist software to manage records of processing activities in 2025.[69]
Crisis Management in the software and IT services sector (sector benchmark)
- Among IT executives in the United States, United Kingdom, Australia and Japan, 47% say insufficient incident-management planning would worsen major IT outages.[70]
- Across business and IT executives in the United States, United Kingdom, Australia and Japan, 83% said the July 2024 global IT outage caught them off guard.[70]
- Across executives in the United States, United Kingdom, Australia and Japan, 88% expect a major IT incident comparable to the July 2024 outage during 2025.[70]
- Among business executives in the United States, United Kingdom, Australia and Japan, 41% say insufficient incident-management planning would worsen major IT outages.[70]
- Across business and IT executives in the United States, United Kingdom, Australia and Japan, 43% say neglecting business-continuity planning would worsen major IT outages.[70]
Governance in the computer vision industry
- 1 governance and sustainability committee charter is listed by Cognex among its governance documents.[58]
- 100% was Cognex’s 2030 target for adjusted pay equity for women in its 2022 sustainability report.[62]
- 99% was Cognex’s adjusted pay-equity ratio for women in 2022, disclosed as a governance and social metric.[62]
- 40% was Cognex’s 2030 target for board diversity in its 2022 sustainability report.[62]
- 36% of Cognex’s board was diverse as of June 1, 2023, based on race or gender.[62]
15 Statistics
Globalization & Expansion
Regional market share and cross-border footprints are highlighted, including Asia-Pacific’s 42.1% share of 2025 revenue. It also reports Middle East and Africa as the fastest-growing region over the 2026–2033 forecast period.
Globalization in the computer vision industry
- 42.1% of global computer vision market revenue came from Asia-Pacific in 2025.[11]
- 13 countries hosted relevant offices of a major Chinese computer vision company at the end of 2024.[71]
- 9.1% of the global computer vision market was generated in Middle East and Africa in 2025.[21]
- 29.8% of the computer vision market was attributed to Europe in 2025, according to Fortune Business Insights.[21]
- 29.42% of Hikvision’s 2025 revenue came from overseas markets, totaling RMB27.22 billion.[72]
Supplier management in the computer vision industry
- 25.1% of Roboception GmbH was owned by Basler in 2024, creating a formal technology relationship within machine vision.[73]
- Less than 10% of Cognex revenue came from maintenance, support, consulting and training services in 2024.[23]
- 40%–60% of U.S. machine vision sets were estimated to have no U.S.-based value addition beyond imported core components in 2026.[74]
Stakeholder management in the computer vision industry
Distribution channels in the computer vision industry
- Basler France was fully consolidated on July 2, 2024, strengthening the company’s European sales structure.[73]
- Basler maintained representative offices in the United Kingdom, Finland, France, Malaysia and the Netherlands in 2024.[73]
- Five new technology distributors expanded Orbbec’s global 3D-vision distribution network in 2025.[28]
- Cognex identified OEMs, machine builders and system integrators as partners supporting customer deployments in 2024.[23]
- Orbbec’s new distributors covered North America and Europe in 2025.[28]
Key questions about the Computer Vision Industry
What is the global computer vision market size for 2025 and 2026?
How fast is the computer vision market expected to grow from 2026 to 2033?
Which companies lead the computer vision industry?
What data types and adoption patterns are showing up in 2026 survey signals?
How concentrated is the market structure in AI computer-vision?
What deployment behavior changes are reported for enterprise buyers?
Cite This Report
This report is designed to be cited. We maintain stable URLs and versioned verification dates. Copy the format appropriate for your publication below.
Christopher Morgan. (2026, February 13). Computer Vision Industry Statistics. Gitnux. https://gitnux.org/computer-vision-industry-statistics
Christopher Morgan. "Computer Vision Industry Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/computer-vision-industry-statistics.
Christopher Morgan. 2026. "Computer Vision Industry Statistics." Gitnux. https://gitnux.org/computer-vision-industry-statistics.
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