On the Ground at Hannover Messe 2026:
Each year, our team invests several days on the ground at Hannover Messe, Europe’s premiere industrial event.
We meet with portfolio companies, founders, operators, peer investors and partners across our ecosystem, assess how technologies are being positioned and deployed, and listen closely to learn where adoption is happening and where it is not.
We engage with our investors and industry partners, this year hosting a closed-door roundtable with investors and analysts focused on Physical AI and industrial execution.
Hannover Messe provides a full panorama: from early innovation to production environments, and from promise, to pattern, to progress.
Industrial AI is advancing quickly. Execution is not.
What follows are the execution patterns we're seeing repeatedly. Closed‑door discussions during Hannover Messe often produce the highest‑signal insights. Away from the exhibition floor, we can host small, focused conversations on real‑world deployment.
From humanoid robots to agentic systems, the underlying technology continues to advance rapidly.
Yet most systems still depend on controlled environments, human oversight, or manual intervention. In production environments, reliability, integration, and uptime remain unresolved.
In one discussion with an operator, a robotics pilot that performed well in testing failed to move forward. Not because the technology did not work, but because it could not be integrated cleanly into existing workflows without disruption.
This is often where initiatives stall.
What matters: Systems that operate consistently in live environments, not those that perform best in demonstrations.
Factories remain fragmented.
Digital twins, simulation environments, and AI agents were everywhere. But most organizations continue to struggle with unifying data across systems, sites, and workflows.
What matters: Without structured and contextualized data, AI does not scale.
Across deployments, one pattern continues to hold: intelligence is moving closer to the asset.
Cloud platforms remain critical for orchestration and analytics, but execution increasingly happens at the edge, where systems must operate reliably under real constraints.
What matters: The cloud orchestrates. The edge executes.
The strongest solutions combine advanced AI with deep operational and process knowledge.
In industrial environments, AI cannot operate independently of domain expertise. Systems only deliver when they are built around how processes run.
What matters: Domain expertise determines whether AI delivers outcomes or remains theoretical.
The most pragmatic operators are moving beyond strategy discussions and into execution.
What matters: Structured execution frameworks are replacing abstract strategy.
Despite momentum around language models (small and large), most companies are intentionally keeping them out of control loops.
In environments where failure is not an option, physics-based and deterministic systems remain foundational.
What matters: Reliability and predictability outweigh novelty in production environments.
Collaborative and humanoid robotics continue to improve, and investment levels remain high. But productivity gains remain uneven, particularly in environments where humans and machines must operate together. Many deployments still rely on supervision, and training models for human robot collaboration are not yet standardized.
What matters: Performance is no longer the bottleneck. Integration into real workflows and coordination at the system level is.
Hannover Messe, once again, showed plenty of innovation.
More importantly, it demonstrated where innovation often stalls.
Across sectors, a similar pattern: strong technology, early traction, and friction as systems move into production environments.
The next phase of industrial AI will not be defined by better models or more advanced demonstrations, but by systems that deploy cleanly, integrate into existing environments, and run without interruption.
In the end, only what deploys at scale will matter.
Strong pilots are not the problem. Scaling them is.
In industrial environments, many initiatives stall after proven results, when ownership, risk, and decision‑making change. This session focuses on what actually determines whether pilots turn into production.
In this session, we will cover:
Speakers:
A candid, practitioner‑led discussion grounded in real deployment experience.
Agtonomy > Kubota Corporation invested in Agtonomy, accelerating collaboration on physical AI-driven automation for specialty crops and expanding commercial deployment in the US and Australia.
AICA > CEO Baptiste Busch spoke at the Swiss Cobotics Competence Center’s “Industry-Ready Physical AI” event, sharing insights on deploying physical AI and the importance of real-time adaptability in industrial settings.
HighByte > HighByte named a Leader in the IDC MarketScape: Worldwide Industrial DataOps Platforms 2026 Vendor Assessment.
Litmus > At Hannover Messe, Litmus highlighted how industrial AI is maturing as teams recognize that nothing scales without the right data foundation. Watch their recap video here.
MatAlytics > A deep dive into Momenta’s recent investment in MatAlytics, where engineering models are moving beyond simulation and into live operations.
Surveily > Surveily is seeking a Marketing Manager to lead campaigns and drive growth for their AI-powered industrial safety platform, based in Wroclaw.
Advanced Manufacturing Executive Intelligence - The Intelligence Council A weekly research driven perspective on industrial transformation from the Intelligence Council and Emerging Strategy.
Automating Aggregation Strategy Selection in Federated Learning - ArXiv A concise paper on making federated learning more adaptive with direct relevance for industrial and edge AI deployments. Lead author Dian Pang of Momenta portfolio company OctaiPipe.
📬 Stay Ahead
Subscribe to receive future editions directly to your inbox.
Momenta is the leading Industrial Impact® venture capital firm, accelerating industrial innovators across energy, manufacturing, smart spaces, and the supply chain. Our team of deep industry operators has helped scale industry leaders and innovators to improve critical industries, the environment, and people's quality of life for over a decade. PitchBook recognized Momenta as a Top VC Fund Manager from 2023 through 2026 in its Global Manager Performance Score League Tables. For more information, please visit http://www.momenta.vc
Schedule a call to learn more about our Industrial Impact investments.