ABEJA vs Curious AI

Neither company has publicly disclosed a valuation, making a definitive size comparison difficult. ABEJA employs 100-500 people, while Curious AI has 1-50 employees.

ABEJA has raised more in total funding at $50M, compared to Curious AI's $10M — a gap of $40M.

ABEJA holds the higher Awaira Score at 55/100, compared to Curious AI's 35/100. The Awaira Score is a composite metric factoring in valuation, funding, stage, team size, and market presence — a 20-point gap that reflects meaningful differences in scale or traction.

ABEJA was founded by Shoichiro Aoyama in 2012. Curious AI was founded by Harri Valpola in 2015. Visit each company's profile on Awaira for a full founder biography.

ABEJA: ABEJA develops AI platform products for retail operations and manufacturing quality control, applying computer vision to analyse in-store customer behaviour and product performance in retail environments, and deploying visual inspection AI for defect detection in manufacturing production lines. The Tokyo company has built an enterprise software business serving Japanese retailers and manufacturers seeking to apply AI to operational problems without building internal AI engineering teams.\n\nThe company raised approximately $50 million in venture funding from investors including SBI Investment, SMBC Venture Capital, and KDDI Open Innovation Fund. ABEJA serves major Japanese retailers, convenience store chains, and manufacturing companies with AI analytics that derive insights from existing camera infrastructure in stores and factories. The company ABEJA Platform cloud product allows enterprise clients to build, deploy, and manage computer vision AI applications with managed infrastructure that reduces the AI operations burden.\n\nABEJA competes in the Japanese enterprise AI market alongside Retail AI (a Seven-Eleven Japan subsidiary) and international computer vision vendors. Japan large retail and manufacturing sectors, combined with limited English-language AI vendor support and preference for domestic supplier relationships in enterprise procurement, create a favourable environment for domestic AI platform companies with established enterprise relationships. The company participation in Japan government digital transformation initiatives has provided additional channels for deploying AI in public sector and infrastructure applications. Curious AI: Curious AI builds industrial automation AI systems based on predictive world model approaches to machine learning, applying research in predictive coding and unsupervised representation learning to industrial control and automation applications. The Helsinki company is founded by Harri Valpola, a prominent Finnish machine learning researcher who pioneered variational autoencoder approaches and has published extensively on brain-inspired AI architectures.\n\nThe company raised approximately $10 million in Series A funding from Finnish and European investors. Curious AI targets industrial automation use cases where sensor data from manufacturing environments can train predictive models that anticipate equipment behaviour, enabling more robust and adaptive control systems than traditional programmed automation. The company has worked with Finnish industrial companies on proof-of-concept deployments of predictive world model control systems.\n\nCurious AI occupies a niche in the industrial AI market characterised by fundamental research ambition combined with practical automation application targets. The company founder academic profile distinguishes it from most industrial AI startups, as Valpola contributions to unsupervised learning and predictive coding represent genuine theoretical contributions to the field. Finland strong manufacturing and engineering industry, including major companies in paper, energy, and electronics, provides a testbed for industrial AI applications, though the company competes for industrial automation contracts with much larger vendors including Siemens, ABB, and Rockwell Automation that have significantly greater distribution and industry relationships.

ABEJA was founded first in 2012, giving it 3 years of additional market experience. Curious AI was founded later in 2015. In AI, even a year or two of head start can translate into significantly more training data, customer relationships, and institutional knowledge.

ABEJA has approximately 100-500 employees, while Curious AI has approximately 1-50. A larger team often signals higher revenue or venture backing, but in AI, smaller teams are increasingly capable of building at scale.

Yes, ABEJA and Curious AI are direct competitors — both operate in the Enterprise AI space and likely target overlapping customer segments. This comparison is especially relevant for buyers evaluating both platforms.