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AI and robotics transforming logistics, infrastructure, agriculture, and inspection

AI and robotics transforming logistics, infrastructure, agriculture, and inspection

Industrial, Logistics, and Robotics AI

AI and Robotics in 2024: A Year of Mission-Critical Transformation Across Sectors

The landscape of artificial intelligence (AI) and robotics in 2024 has undergone a seismic shift. Technologies that once hovered on the fringes of deployment, confined to pilot projects or research labs, are now firmly embedded as mission-critical components across essential industries. From logistics and energy to manufacturing, agriculture, and urban infrastructure, AI-driven autonomous systems are reshaping societal resilience, economic efficiency, and sustainability at an unprecedented scale.

This year marks a definitive transition: mass deployment, massive investments, and hardware breakthroughs have converged to accelerate a future where intelligent automation is foundational to modern infrastructure and daily life.


From Pilot Projects to Mission-Critical Infrastructure

In recent years, AI and robotics innovations primarily remained experimental or limited in scope. Today, a paradigm shift is unmistakable:

  • Autonomous systems are now integral within core sectors, performing vital roles with high reliability.
  • Large-scale deployments indicate a maturation of technology, moving beyond proof-of-concept to operational necessity.
  • Massive investments from venture capital, government programs, and industry giants are fueling this transition, emphasizing safety, scalability, and robustness.

This evolution reflects a global recognition that advanced automation is essential for addressing complex challenges—such as supply chain disruptions, urban safety, and environmental management—more effectively than ever before.


Major Technological Advancements and Funding Milestones

2024 has been characterized by notable breakthroughs and record-breaking funding rounds that exemplify the diversity and scale of AI and robotics innovation:

Semiconductor and Hardware Ecosystems

  • MatX, a rising star in AI chip development, announced an extraordinary $500 million funding round aimed at designing next-generation AI processors. These chips will support large language models and autonomous systems, positioning MatX as a formidable competitor to Nvidia and enabling widespread deployment.
  • Axelera AI, a European startup focused on energy-efficient AI semiconductors, raised over $250 million. Their high-performance, low-power chips are vital for scalable autonomous solutions in industrial environments, logistics, and infrastructure, emphasizing sustainability.
  • Efficient Computer secured $60 million in Series A funding to develop energy-efficient AI compute platforms. These platforms accelerate deployment while minimizing energy consumption—a key factor for sustainable infrastructure.

Sector-Specific Deployments

  • Gather AI (Pittsburgh) raised $40 million in Series B funding. Its embodied AI robots now operate within complex warehouse environments, perceiving, reasoning, and acting in real time. These robots boost just-in-time inventory management, reduce manual labor, and increase throughput—critical amidst ongoing supply chain pressures.
  • Neara, valued at over $1 billion, continues to develop digital twin platforms for real-time energy grid monitoring, fault detection, and performance optimization. As renewable energy sources expand, these tools are pivotal for creating resilient, cost-effective energy infrastructure.
  • Octobotics, an Indian startup, secured $1.1 million to expand its AI-powered non-destructive testing (NDT) robots. Deployed in hazardous or inaccessible environments, these robots significantly enhance safety standards, prevent catastrophic failures, and reduce human risk during infrastructure inspections.
  • Agovor (New Zealand) obtained $3 million to develop autonomous eTractors supporting sustainable farming. These machines optimize water, fertilizers, and pesticides, directly contributing to food security and climate resilience.
  • Ubicquia, a leader in smart city infrastructure, announced a $106 million Series D funding round. This investment accelerates the deployment of AI-enabled urban systems—from traffic management to public safety—making cities smarter, safer, and more energy-efficient.

Supply Chain, Energy Markets, and Ecosystem Development

  • Imperia, leveraging generative AI, is pioneering self-evolving supply networks that adapt swiftly to market and environmental shifts, boosting resilience.
  • tem, based in London, secured $75 million in Series B funding to develop AI-driven platforms for automated energy trading in decentralized renewable markets—fostering energy democratization and decarbonization.

Developer Ecosystems and Manufacturing Automation

  • Union.ai raised $19 million in Series A to streamline data and AI workflows, enabling companies to create and manage complex AI pipelines more efficiently.
  • CraftifAI, supported by Ankur Capital, secured $3 million to develop tools assisting engineers in designing embedded AI systems—fostering faster innovation in robotics and industrial automation.
  • Squint (Series B, $40 million) focuses on AI-driven manufacturing automation, digitizing production lines, enhancing quality control, and reducing costs amid persistent supply chain challenges.
  • FYLD (Series B, $41 million) offers predictive workflows for inspection, maintenance, and asset management, ensuring operational continuity.
  • Freeform raised $67 million to advance laser-based AI manufacturing using H200 clusters, enabling scalable, precise additive manufacturing and pushing the boundaries of automated production.

Trust, Safety, and Regulatory Frameworks

As autonomous systems become ubiquitous, trustworthiness, safety, and regulatory compliance are more critical than ever:

  • Temporal Technologies raised over $300 million to develop real-time oversight tools that ensure predictable and safe AI behavior.
  • Overmind, a startup focused on supervision frameworks, secured £2 million to prevent unsafe behaviors and bolster public confidence.
  • Reco and Cogent Security (raising $30 million and $42 million, respectively) are leading in AI cybersecurity, safeguarding critical infrastructure from cyber threats.
  • Sphinx ($7 million) and Certivo ($4 million) are automating regulatory compliance, ensuring autonomous systems operate within legal and ethical boundaries.

Regional Ecosystem Growth and Strategic Initiatives

India continues its rapid ascent as a global hub for AI and robotics:

  • Over $1 billion has been invested in domestic startups such as Myelin Foundry (supported by ASM Technologies with ₹48 crore (~$6 million)), fostering indigenous innovation.
  • The Indian government’s strategic policies aim to transform the nation into a leader in mission-critical AI applications, particularly in infrastructure, agriculture, and industrial automation.

Similarly, Europe and Asia are strengthening their technological ecosystems through public-private collaborations and cross-border innovation initiatives, reinforcing their positions in the global AI landscape.


The Implications and Future Outlook

2024 exemplifies a year where technological breakthroughs, massive funding, and security frameworks converge to create a trustworthy, resilient, and sustainable autonomous infrastructure ecosystem. The rapid scaling of hardware innovation, ecosystem collaborations, and regulatory advancements are laying the groundwork for widespread deployment across industries.

Key implications include:

  • Enhanced societal resilience: Autonomous systems improve safety, operational continuity, and resource efficiency.
  • Urban and environmental sustainability: Smart infrastructure and autonomous farming contribute to climate resilience and resource conservation.
  • Regulatory evolution: Embedding ethics and standards into autonomous systems will be vital for societal acceptance and widespread adoption.

Notable Recent Development: FutureFirst's $50 Million Fund

Adding to this momentum, FutureFirst launched a $50 million fund dedicated to backing vertical AI startups—a strategic move to foster specialized, industry-focused AI innovations. Led by founders Hila Rom and Tammy, this initiative aims to support early-stage ventures developing solutions tailored to sectors such as logistics, manufacturing, and infrastructure, further accelerating the deployment of mission-critical AI.


Final Thoughts

As 2024 unfolds, it is clear that AI and robotics are no longer optional innovations but essential pillars of modern infrastructure. The convergence of hardware breakthroughs, investment influx, and regulatory maturity is transforming autonomous systems into reliable, scalable, and secure solutions. This year’s developments not only promise a more resilient and sustainable future but also set the stage for continued exponential growth in the years ahead, fundamentally redefining how societies operate, innovate, and thrive in an increasingly automated world.

Sources (24)
Updated Feb 26, 2026
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