Why Mining Suppliers Are Betting on AI and Diversification Together

Chile's US$104.549 billion mining pipeline is stalling on environmental approvals, and Latin American mining technology suppliers are answering with AI, autonomy and diversification into adjacent industries.
By Muflih Hidayat -
Autonomous haul truck at a Chilean copper mine with Digital Cognition display, illustrating Latin American mining technology
  • Cochilco valued Chile's 2025-2034 mining investment portfolio at US$104.549 billion, up 25.7% (US$21.369 billion) on the prior edition, yet much of that growth depends on approvals not yet granted.
  • The Rosario concentrator at Collahuasi and the Los Colorados concentrator at Escondida are in pre-feasibility without environmental qualification, which pushes miners toward extracting more from existing plants.
  • Honeywell's summit theme moved from digital and cloud in 2024 to AI in 2025 and autonomy in 2026, but its claims of 45% of global copper production on APC and 600-plus computer-vision deployments are vendor-reported.
  • TAKRAF Mexico's Diego Torroella urged suppliers to apply engineering skills in material handling, water recovery and energy efficiency during delays, pointing to ports and petrochemicals as adjacent markets.
  • Adoption pace will track permitting delays and proof of return as much as technical capability, and no consolidated Latin America-wide capex figure or non-mining revenue data was found to confirm the thesis.
Summarise with AI:

Mining equipment and service suppliers are often assumed to follow a simple rule in a downturn: cut back, wait, then ride the next upswing. The third Santiago Mining Summit, held on 24 September 2026, suggested a different approach. In Latin American mining technology, the push into AI and autonomy and the advice to diversify beyond mining turned out to be the same strategy.

Chile’s project pipeline gives the timing its urgency. Cochilco, the Chilean Copper Commission, valued the country’s 2025-2034 mining investment portfolio at US$104.549 billion. Several of the largest projects in it are still waiting on environmental approval.

That gap between planned investment and approved projects shapes where suppliers are placing their bets. If you follow mining equipment makers, automation vendors or the miners that buy from them, it affects how you judge growth claims.

Here is which technologies are already deployed at scale, which remain vendor ambition, and how suppliers are positioning to absorb the next delay in the cycle.

What is Honeywell’s “Digital Cognition,” and why does it matter for mining?

Picture a concentrator control room today. An operator watches grinding and flotation data on screen while software adjusts setpoints in real time to keep throughput steady. That software layer is advanced process control (APC), a system that uses process models to automatically tune plant variables so output stays stable and efficient.

Honeywell used the summit, organised with AmCham Chile and with Microsoft participating, to pitch what sits on top of that screen. Leaders from Codelco, BHP, Rio Tinto and Albemarle were among the participants. The company calls the concept “Digital Cognition.”

José Fernandes, Honeywell’s Latin America President, framed blending AI with advanced automation as the way to speed up production efficiency in the region. Jason Urso, Technology Director for Process Automation and Industrial Automation, described Digital Cognition as sensors, process models and AI combined to interpret operating conditions and advise operators on what to do next.

Both sit inside a wider idea Honeywell calls Mining 5.0. It is a human-centred model that combines AI, advanced automation and industrial expertise, with the aim of giving workers more analytical capability rather than removing them. The layers build in sequence:

  1. Sensors and process models that measure and describe the plant
  2. APC and operator training simulators
  3. Remote operation centres and asset performance management (software that tracks equipment health to predict failures)
  4. AI-enabled recommendations to operators
  5. Autonomous operation

Company claims, not independently verified Honeywell states that more than 45% of global copper production uses its APC solutions, and that it has over 600 computer-vision solutions deployed in mining worldwide. Neither figure is broken out by country.

The pitch has also moved year by year. The 2024 summit centred on digital technologies, data and cloud. The 2025 edition focused on digitalisation and AI. In 2026, the theme was autonomy.

From automated to autonomous: what actually changes

Steps one to four are decision support: the system recommends and a person decides. Step five is where the system acts. Honeywell frames that step as “autonomy connected with people,” and José Simon, its VP and GM of Industrial Automation for Latin America, has argued that AI “agents” should work alongside staff rather than replace them.

The idea of AI agents working alongside staff reflects a wider shift toward agentic AI, where software does not just flag anomalies but plans and executes tasks within defined limits set by operators.

Summit commentary projected that Chile’s autonomous fleet could triple this decade. Treat that as a forecast from interested parties, not a measured trend.

The read for you is that AI in mining is being sold as an add-on to infrastructure that must already exist. When you assess any AI claim, the control and data systems underneath it are the real test of credibility.

Why is the technology push accelerating while projects stall?

The headline numbers suggest a sector flush with new capacity. Cochilco’s portfolio, published on 11 December 2025, rose 25.7%, or US$21.369 billion, on the prior edition.

Look closer and much of that growth depends on approvals not yet granted. The new Rosario concentrator, a fourth line at Collahuasi, and the new Los Colorados concentrator at Escondida are both in pre-feasibility. Neither holds environmental qualification, yet both owners describe them as central to future growth and operational continuity.

Chile's Investment Gap: Capital vs. Approvals

That leaves miners with a timing problem.

Summit speakers tied AI and autonomy directly to closing the gap between current production and rising demand for critical minerals such as copper and lithium. When new concentrators are years and permits away, extracting more from existing plants becomes the faster lever. Technology spending, in other words, is partly a response to constrained supply growth.

The evidence base has limits worth stating plainly. No consolidated Latin America-wide capex figure was found, and country-level investment or deployment data for Peru, Brazil and Mexico was not available. Chile carries almost the entire quantitative argument.

The caveats vendors rarely lead with

The productivity case comes with friction that slows rollout. Simon has said near-autonomous operations need cybersecurity, AI and the Internet of Things (IoT, networks of connected sensors and devices) working together, which also signals how much more connected, and exposed, these sites become.

Risk Why it matters How the Mining 5.0 pitch responds
Skills gaps AI tools need trained operators and data staff Positions AI as augmenting workers, implying upskilling
Cybersecurity Remote operations and AI agents widen the attack surface Treats cybersecurity as a core requirement alongside AI and IoT
Integration cost APC, simulators and remote centres must come first Frames existing control systems as the foundation for AI
Labour and social licence Displacement fears can trigger union opposition “Autonomy connected with people” messaging
ROI doubts Upfront infrastructure spend delays payback Cites deployed APC and vision systems as proof of readiness

Honeywell’s deployment figures do push back against the idea that this is all hype. They are, however, vendor-reported. For you, the practical signal is that adoption pace will track permitting delays and proof of return as much as technical capability.

How are suppliers hedging the next cycle?

If miners are buying technology to work around stalled projects, suppliers face the mirror image: their own order books depend on those same projects. Diego Torroella, Managing Director of TAKRAF Mexico, offered a blunt answer.

Diego Torroella, Managing Director, TAKRAF Mexico Firms should innovate actively rather than idly wait for the next mining cycle, applying core engineering skills during project delays.

His targets are specific: material handling, water recovery and energy efficiency. Those problems are not unique to mines, and Torroella pointed to ports and petrochemical facilities as neighbouring sectors where the same engineering applies.

Honeywell’s version of the hedge looks different on the surface. Its core platforms are positioned across mining, energy and process industries:

  • APC: process optimisation in mining, energy and petrochemical plants
  • Computer vision: safety and equipment monitoring across industrial sites
  • Remote operation centres: centralised control for mines, ports and logistics hubs
  • Asset performance management: equipment health tracking in any capital-heavy process industry

Put the two side by side and the logic converges. TAKRAF redeploys engineering skill into adjacent sectors; Honeywell builds platforms that already serve them. The 45% copper APC share and 600-plus vision deployments show how widely one platform can be stretched.

Cross-Sector Transferability of Mining Tech

One caution applies. This cross-sector pattern is inferred from how suppliers position themselves, and no revenue-mix data was found to confirm how much non-mining income either company actually earns.

The lens for you is transferability. When you evaluate a mining supplier, ask how easily its core technology moves into other process industries, because that determines how well it can absorb a delay in mining spend.

What the summit signals, and what to watch before the next cycle

The summit’s message was that technology adoption and supplier diversification form one strategy, and both rest on control infrastructure that is already deployed rather than on AI alone. Three variables will show whether it holds:

  1. Permitting progress on Rosario and Los Colorados, which sets how long miners lean on efficiency over expansion
  2. Evidence of autonomy returns from miners themselves, beyond vendor claims
  3. Signs that suppliers’ non-mining revenue is growing in reported results

If the first stalls while the second and third strengthen, the suppliers with the most transferable platforms are best placed to absorb the wait.

Investors tracking autonomy returns beyond vendor claims can use our full explainer on autonomous mining adoption barriers, which examines how integration cost and workforce readiness shape deployment.

Past performance does not guarantee future results. Projections cited are subject to market conditions and various risk factors, and forward-looking statements are speculative and subject to change.

This article is for informational purposes only and should not be considered financial advice. Investors should conduct their own research and consult with financial professionals before making investment decisions.

Frequently Asked Questions

What is Honeywell's Digital Cognition in mining?

Digital Cognition is Honeywell's concept combining sensors, process models and AI to interpret operating conditions and advise operators on what to do next. It sits on top of existing control systems such as advanced process control, so it only works where that infrastructure is already in place.

What is advanced process control (APC) in a mine concentrator?

APC is a system that uses process models to automatically tune plant variables such as grinding and flotation setpoints, keeping output stable and efficient. Honeywell claims more than 45% of global copper production uses its APC solutions, a vendor figure that is not independently verified.

Why are Chilean mining projects delayed despite a record investment pipeline?

Cochilco valued the 2025-2034 portfolio at US$104.549 billion, but major projects such as the Rosario concentrator at Collahuasi and Los Colorados at Escondida are in pre-feasibility without environmental qualification. That approval gap pushes miners to extract more from existing plants using AI and autonomy.

How are mining equipment suppliers protecting themselves from the next downturn?

Suppliers are redeploying core skills into adjacent sectors such as ports and petrochemicals, as TAKRAF Mexico targets material handling, water recovery and energy efficiency. Honeywell takes a similar path with platforms that already serve mining, energy and process industries.

What should investors watch to judge autonomy and supplier diversification in mining?

Three signals matter: permitting progress on Rosario and Los Colorados, autonomy returns reported by miners rather than vendors, and growth in suppliers' non-mining revenue. No revenue-mix data was found to confirm how much non-mining income either company earns today.

Muflih Hidayat
By Muflih Hidayat
Mining & Energy Journalist
Muflih Hidayat is a Mining and Energy Journalist at Discovery Alert with over nine years in mining journalism and strategic communications. Winner of the 2025 Champion of Journalism award (PT Agincourt Resources, ASTRA Group) and the 2022 Subroto Award in Energy Journalism from Indonesia's Ministry of Energy and Mineral Resources, he is a member of the Association of Indonesian Mining Professionals (PERHAPI).
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