InfoREGULATION2026-08-02
From 2 August 2026, the European Commission’s AI Office and national authorities begin enforcing applicable provisions of the
EU AI Act. Article 50 transparency obligations also start to apply to covered providers and deployers, including duties to inform people when they interact directly with certain AI systems and, where applicable, to mark or label AI-generated or manipulated content.
For Supply Chain organizations, the immediate exposure may sit less in a conventional forecasting or optimization engine than in the generative layer surrounding it: planning copilots, supplier-facing agents, automatically drafted exception narratives and synthetic operational communications. Teams should map each AI-enabled workflow to its provider, deployer, output type and accountable owner rather than treating compliance as a model-only exercise.
The Dataleo angle
The regulatory boundary increasingly follows the decision interface, not only the planning algorithm. A forecasting model may remain outside the most sensitive categories while the
AI agent that explains its recommendation, communicates with a supplier or generates operational content creates a separate transparency obligation. Value and trust depend on mapping the complete decision flow—from model output to human or external communication—and assigning ownership at each handoff. The main failure mode is treating delayed obligations elsewhere in the Act as permission to defer the entire control architecture.
NominationNOMINATION2026-07-28
Kinaxis has appointed Herb Yeh as Chief Financial Officer and Chief Strategy Officer. The combined mandate brings financial discipline and corporate strategy under one executive as the company expands its AI and Supply Chain orchestration positioning.
The Dataleo angle
The appointment signals that Kinaxis wants product strategy and financial-value discipline to operate within the same executive mandate. Value depends on whether investment choices remain anchored to customer planning outcomes rather than AI market narratives. The failure mode is using ROI language primarily to support positioning while product complexity and implementation economics remain unchanged.
EventEVENT2026-07-27
Supply Chain Digital has announced a London panel focused on orchestration, agentic AI, analytics and the balance between automated execution and human oversight. The discussion is relevant to organisations defining which Supply Chain decisions may be automated and where accountability must remain explicit.
The Dataleo angle
The event is useful only if it distinguishes orchestration from interface-level AI and identifies which decisions may be automated. The principal limitation is that conference discussion can remain conceptual without producing operating evidence.
EventTraining2026-07-24
The Dataleo angle
The event is useful as a market signal: AI Supply Chain education is moving from awareness to leadership capability-building. The affected layer is not software selection, but management readiness: how leaders define use cases, adoption paths, risks and operating-model change. The limitation is that training only matters if it translates into deployment discipline and measurable operational outcomes.
EventEVENT2026-07-23
The event offers practitioners a live view of warehouse robotics in an operating distribution centre rather than a trade-show demonstration. It is potentially useful for evaluating how automation affects throughput, labour allocation and scalability.
The Dataleo angle
A site visit is informative only when visitors can examine exceptions, maintenance, peak volumes and integration—not just average throughput. The principal limitation is selection bias: a curated tour may conceal the conditions under which the operating model becomes fragile.
InfoSECURITY2026-07-23
Bitsight is framing AI-enabled supply-chain attacks as a timing problem for third-party risk management. Static annual reviews cannot respond when vulnerability discovery, exploitation and vendor exposure change faster than the assessment cycle.
The Dataleo angle
The affected decision is which supplier risk requires action now. Value depends on joining cyber signals with supplier criticality and operational dependency. The main failure mode is continuous monitoring that creates more alerts but does not improve prioritization, escalation or sourcing decisions.
EventEVENT2026-07-23
Bosch is presenting an inventory-intelligence approach designed to move MRO and production-material planning from reactive reorder-point management toward predictive replenishment recommendations. The operational question is whether those recommendations reduce both excess stock and line-stoppage risk.
The Dataleo angle
MRO forecasting is valuable only when criticality, intermittency and substitution are represented—not merely historical consumption. The failure mode is an apparently optimized inventory position that underweights rare but operationally severe stockouts.
EventEVENT2026-07-22
Trade Compliance Tech brings operational AI questions into export and customs workflows: how to map ERP data, automate classification, maintain audit trails and decide where expert validation remains mandatory. The agenda is unusually explicit about implementation failures rather than treating AI adoption as a software-selection exercise.
The Dataleo angle
Trade compliance shows why a recommendation’s consequence determines its architecture. Value requires standardized product data, traceable evidence and decision rights aligned with legal accountability. The main failure mode is embedding probabilistic classifications into shipping workflows without a defensible escalation and audit process.
EventREGULATION2026-07-22
A new 25% US tariff on a broad set of Brazilian imports became effective July 22, with exemptions and shipment-timing provisions that vary by product. Companies sourcing from Brazil need to update landed-cost calculations and validate tariff treatment at item and shipment level rather than applying a blanket rate.
The Dataleo angle
This is a planning-parameter change, not simply a policy headline. Value depends on item-level classification, exemption mapping and correct treatment of in-transit inventory in sourcing and margin scenarios. The failure mode is updating a country-level assumption while leaving purchasing, inventory valuation and customer-pricing logic inconsistent.
NominationNOMINATION2026-07-21
Crompton Greaves Consumer Electricals has appointed Anuj Lall as Head of Integrated Supply Chain, effective July 21, 2026, and designated the role as part of senior management. Lall brings more than 35 years of experience across Whirlpool and Procter & Gamble, including responsibility for manufacturing, quality, logistics and distribution operations.
The Dataleo angle
The appointment signals an attempt to place end-to-end supply-chain accountability at senior-management level rather than separating manufacturing, quality and distribution into independent operating silos. Value depends on whether the role has authority across planning, capacity, inventory, service and working-capital trade-offs. The main failure mode is integration in title only, with functional targets and decision rights remaining fragmented.
NominationNOMINATION2026-07-20
J.M. Smucker has appointed Douglas Guilherme Senior Vice President, Operations and Supply Chain, effective July 29. The role will support operational and Supply Chain performance across the company and reports to its Chief Product Supply Officer.
The Dataleo angle
The reporting structure places the role within a broader product-supply model rather than establishing a standalone CSCO position. Value depends on whether responsibility for operations and Supply Chain includes authority over planning, manufacturing and inventory trade-offs. The limitation is that an additional senior layer can clarify execution ownership while leaving enterprise decision rights fragmented.
EventREGULATION2026-07-20
A new US executive order expands the due-diligence expectations applied to defence contractors and their critical suppliers. Contractors must establish documented supplier-risk procedures and screen subcontractors across defined risk dimensions, while agencies increase attention to domestic acquisition of critical materials.
The Dataleo angle
The affected operating model is multi-tier supplier qualification, not annual compliance reporting. Value requires mapping which suppliers support critical programmes and joining financial, ownership, location and material-dependency signals to procurement decisions. The failure mode is collecting more supplier declarations without identifying the dependencies that can interrupt production or compromise compliance.
EventEVENT2026-07-20
Farnborough opens with attention shifting toward AI-enabled defence systems and unresolved aerospace production constraints, especially critical components, engines, interiors and rate-readiness.
The Dataleo angle
The affected decision is how aerospace manufacturers allocate scarce qualified capacity across civil production recovery and defence demand acceleration. Value requires production-rate plans to reflect supplier qualification, tooling, labour and component bottlenecks. The failure mode is treating new orders or defence demand as executable demand when the constrained supply base cannot support the required rate.
EventEVENT2026-07-20
MIT CTL’s AI-driven Supply Chain programme opens, focusing on how leaders integrate machine learning, deep learning and predictive analytics into logistics-network and operational decision-making.
The Dataleo angle
The affected decision is which AI capabilities should be deployed into production planning, logistics or risk workflows. Value requires the training to connect analytics methods to decision rights, operating metrics and implementation constraints. The failure mode is developing AI literacy without changing how leaders prioritise, approve or govern operational decisions.
EventEVENT2026-07-19
A manufacturing-focused AI demand-forecasting course opens, covering demand sensing, deep-learning forecasting, deployment challenges, inventory optimisation and demand-planning automation.
The Dataleo angle
The affected decision is whether an AI-generated forecast changes production, inventory or procurement commitments. Value requires training to cover forecast review, confidence, exception ownership and downstream constraints, not only model techniques. The failure mode is improving modelling literacy without changing how planners approve or challenge forecast-driven actions.
EventEVENT2026-07-19
Gartner Supply Chain Leaders Forum opens in Windsor, with themes around antifragile supply-chain ecosystems, human-machine intelligence, autonomous orchestration and predictive analytics.
The Dataleo angle
The affected decision is how CSCOs decide which planning, risk and orchestration capabilities deserve production investment. Value requires separating executive AI strategy from deployable decision workflows with authority, metrics and recovery rules. The failure mode is treating antifragile and autonomous as event themes rather than as operating-model commitments.
InfoWARNING2026-07-17
Retailers and manufacturers are frontloading ocean shipments and breaking normal seasonal patterns, making late-summer demand, inventory and logistics signals harder to interpret.
The Dataleo angle
The affected decision is whether higher import volumes represent real demand, precautionary inventory or tariff-driven timing shifts. Value requires planning systems to separate consumption signals from frontloading behaviour before updating forecasts, inventory policies or supplier orders. The failure mode is treating defensive import timing as durable demand and amplifying inventory distortion.
EventEVENT2026-07-17
Chain Reaction’s July 17 New Delhi session is framed around the reality of AI in Supply Chain decision-making, covering demand forecasting, inventory optimisation, procurement, logistics and end-to-end decision intelligence.
The Dataleo angle
The affected decision is where Supply Chain leaders draw the line between AI support and AI execution. Value requires decision boundaries to be explicit by workflow: forecast enrichment, inventory action, procurement commitment or logistics execution. The failure mode is declaring the organisation agentic before defining which decisions remain human-owned.
EventEVENT2026-07-17
SAP Ariba Customer Success Day 2026 is positioned around unlocking smarter supply chains and procurement with SAP Joule, with sessions on autonomous spend, AI-native procurement, sourcing, supplier management, contracting, invoicing and connected decisions.
The Dataleo angle
The affected decision is whether procurement assistants can move from productivity support to controlled spend decisions. Value requires Joule and Ariba workflows to preserve sourcing rules, supplier context, contract obligations and approval authority. The failure mode is faster procurement execution without stronger control over who may commit spend and under which constraints.
EventEVENT2026-07-15
A listed International Conference on Artificial Intelligence in Logistics and Business Applications runs in Amsterdam on July 15–16, covering AI-driven Supply Chain optimisation and predictive analytics in logistics.
The Dataleo angle
The affected decision is whether AI methods in logistics move from academic or vendor framing into operating decisions. Value requires evidence of real-world planning, routing or inventory impact. The failure mode is broad AI conference coverage without operational adoption evidence.
EventEVENT2026-07-15
Mannheim Business School held a masterclass on the State of Procurement and Supply Chains 2026, using global CPO survey evidence to examine AI, resilience, sustainability, cost priorities and the gap between executive ambition and procurement execution.
The Dataleo angle
The affected decision is whether procurement AI and resilience initiatives are translated into sourcing, supplier and contract choices. Value requires benchmark evidence to change category strategy, supplier segmentation and operating-model design. The failure mode is treating AI maturity as a survey score rather than a changed procurement decision.
EventEVENT2026-07-15
The Supply Chain AI Symposium is promoted as taking place in Chicago on July 15, with a focus on where AI delivers and where it fails in Supply Chain use cases.
The Dataleo angle
The affected decision is which AI use cases deserve production investment. Value requires separating high-frequency, data-rich workflows from ambiguous strategic decisions where AI may only support analysis. The failure mode is applying the same AI adoption playbook to demand planning, procurement, logistics execution and executive trade-offs.
NominationExecutive appointment2026-07-13
The Dataleo angle
This appointment signals that o9 is treating AI planning adoption as an operating-model challenge, not only a product roadmap issue. The affected decision layer is enterprise planning transformation: how APEX is translated into roles, processes, data governance, decision ownership and user adoption. The condition for value is whether o9 can turn autonomous planning and execution into deployable client practices. The main risk is that the ambition remains positioning if decision accountability and human controls are not clarified inside real planning cycles.
EventEVENT2026-07-12
A professional training programme opens on advanced demand planning, machine learning, analytics and integrated Supply Chain processes.
The Dataleo angle
The affected decision is how forecast signals are converted into inventory, capacity and supply commitments. Value requires training to include forecast-value-added measurement, exception ownership and planning-policy consequences. The failure mode is improving modelling skills without changing how organisations challenge or act on forecasts.
EventEVENT2026-07-11
A Delhi summit focuses specifically on agentic AI in Supply Chain management, including decision authority, workflow orchestration and operational execution.
The Dataleo angle
The affected decision is where agents are permitted to progress from analysis into execution. Value requires explicit authority boundaries, current operational context and recovery paths. The failure mode is autonomous activity that crosses procurement, planning or logistics workflows without a shared transaction state.
EventEVENT2026-07-11
A Melbourne conference programme covers warehousing automation, robotics, AI, inventory management and order fulfilment.
The Dataleo angle
The affected decision is whether warehouse automation changes inventory flow and service outcomes. The failure mode is automating local handling while upstream replenishment continues generating congestion.
EventEVENT2026-07-11
A three-day conference in Niagara Falls addresses procurement, logistics, warehousing, operations and Supply Chain management.
The Dataleo angle
Its value depends on whether sessions produce evidence, operating frameworks or measurable decision improvements rather than general professional networking. The failure mode is broad topic coverage without actionable implications for planning or execution.
EventEVENT2026-07-10
ISS Japan concludes after a programme covering semiconductor economic security, geopolitical disruption, innovation strategy and Japan’s AI and semiconductor policy.
The Dataleo angle
The affected decision is how governments and companies allocate semiconductor investment under security and capacity constraints. The failure mode is policy-led capacity expansion without corresponding materials, equipment, talent and qualification plans.
EventEVENT2026-07-10
TSMC releases its June 2026 monthly sales, providing a market signal for semiconductor demand across AI, automotive and industrial electronics.
The Dataleo angle
The affected decision is how customers and suppliers interpret current demand against future wafer and packaging capacity. The failure mode is treating aggregate revenue growth as proof that every product family and node has available supply.
EventEVENT2026-07-10
The Delhi summit brings together inventory, warehousing and Supply Chain practitioners around current operational and technology issues.
The Dataleo angle
The affected decisions are inventory positioning, warehouse capacity and fulfilment execution. Value requires technology discussions to connect inventory policy with physical space, labour and service constraints. The failure mode is optimising warehouse activity without changing the inventory decisions creating congestion.
EventEVENT2026-07-10
ARC’s India forum concludes after a programme focused on how AI is changing industrial operations and Supply Chain management.
The Dataleo angle
The value test is whether industrial-AI cases reach production, planning and execution systems with measurable operating consequences. The failure mode is a portfolio of demonstrations without shared architecture or accountable decision ownership.
EventEVENT2026-07-10
The Advanced Manufacturing Summit programme covers smart factories, automation, materials and Supply Chain resilience across its July 9–11 schedule.
The Dataleo angle
The value test is whether manufacturing technologies resolve a defined constraint in throughput, quality or changeover. The failure mode is selecting automation by feature set rather than production-flow consequence.
EventEVENT2026-07-10
Nominations close for a FreightWaves award programme recognising AI applications in logistics and Supply Chain operations.
The Dataleo angle
Awards provide weak evidence unless the underlying operational decision, baseline and measured improvement are disclosed. The failure mode is equating vendor recognition with production-proven capability.
EventEVENT2026-07-10
The World Congress on Artificial Intelligence in Materials and Manufacturing concludes in Anaheim after bringing together industry, research and government participants around AI-enabled materials discovery and manufacturing processes.
The Dataleo angle
The affected decision is when an AI-proposed material or process is ready to enter industrial qualification. Value requires experimental evidence, manufacturability and Supply Chain availability—not prediction quality alone. The failure mode is accelerating discovery while leaving synthesis, scale-up and qualification as unchanged bottlenecks.
EventWebinar2026-07-09
Sunstice will host a live webinar on July 9, 2026, examining how touchless demand planning, advanced forecasting and Agentic AI can reduce manual forecast maintenance and help planners focus on higher-value decisions.
The session will cover automated demand-shift detection, anomaly identification, corrective-action triggers, the use of external signals such as weather and events, and analysis of forecast overrides. Speakers are Pierre-Julien Buard, Global Presales Director, and Jason Albrecht, Director, North America.
The Dataleo angle
The operational issue is not simply forecast automation, but deciding which forecast series can run with limited intervention and which require planner review. A controlled demand planning model needs governed sales history, promotions, product hierarchies, weather or event signals, override records and agreed exception thresholds.
Planning teams should assign ownership for model selection, anomaly validation and override approval, while measuring forecast value add rather than assuming every manual adjustment improves the result. Before scaling toward touchless planning, organizations should define fallback rules, manual overrides and integration controls with APS, ERP and downstream inventory or supply-planning processes.
EventEVENT2026-07-08
Aluminium China opens with a programme focused on intelligent manufacturing, low-carbon production and structural change across the non-ferrous metals Supply Chain.
The Dataleo angle
The affected decision is how producers adapt capacity, recycling and product mix as demand and trade patterns change. The failure mode is investing in smart-manufacturing equipment without securing feedstock, energy and qualified demand for the resulting capacity.
EventWARNING2026-07-08
Ti Insight’s July risk monitor warns that companies failing to align with emerging customs-data requirements may face cargo holds, border delays and increased scrutiny.
The Dataleo angle
The affected workflow is shipment release and customs preparation. Value depends on data standards being translated into executable master-data and broker controls. The failure mode is recognising the regulatory risk while shipment systems continue generating incomplete or inconsistent declarations.
EventEVENT2026-07-08
A Richmond-region programme launches an AI cohort focused on advanced manufacturing, logistics and Supply Chain management.
The Dataleo angle
The affected operating model is capability development inside regional manufacturers and logistics companies. Value requires participants to apply AI to a defined operational decision with ownership and measurable outcomes. The failure mode is generic AI training disconnected from production, inventory or logistics workflows.
EventEVENT2026-07-08
FERC’s technical conference examines software and research intended to improve market and planning efficiency in the US power system.
The Dataleo angle
This matters to industrial and AI-infrastructure planning because power availability is becoming a production-capacity constraint. Value requires software outputs to influence executable grid and investment decisions. The failure mode is improved modelling without faster permitting, interconnection or infrastructure delivery.
EventEVENT2026-07-08
AMTS 2026 opens in Shanghai with more than 850 exhibitors focused on automotive manufacturing, new-energy vehicles, production technology and Supply Chain resilience.
The Dataleo angle
The value test is whether new manufacturing technologies reduce actual production constraints, qualification time or changeover complexity. The failure mode is selecting automation based on equipment capability without modelling its effect on the full production flow.
EventEVENT2026-07-07
The Stimson Center is convening a programme on Supply Chain traceability as an instrument for global-trade enforcement.
The Dataleo angle
The affected decision is whether origin and transformation evidence is strong enough to permit trade. The failure mode is traceability that records declarations but cannot validate material genealogy.
EventEVENT2026-07-07
Brightlands Smart Manufacturing Day convenes practitioners around connected-data intelligence, industrial automation and factory transformation.
The Dataleo angle
Connected factory data creates value only when it changes scheduling, quality or maintenance decisions. The failure mode is connectivity without decision ownership.
InfoREGULATION2026-07-07
US Customs and Border Protection will no longer accept bonded-warehouse entry types 21 and 22 on a CAPE Declaration from July 7.
The Dataleo angle
The affected workflow is customs-entry preparation. Value requires configuration and broker procedures to be updated before transactions arrive. The failure mode is treating a regulatory code change as a documentation issue until cargo is delayed.
InfoREGULATION2026-07-07
USTR public hearings begin after the July 6 written-comment deadline on potential Section 301 measures affecting sourcing exposure across numerous economies.
The Dataleo angle
The affected decision is supplier and product allocation under uncertain future duties. The failure mode is modelling exposure using only the final assembly country while high-risk materials move through intermediate processors.
EventEVENT2026-07-07
ARC’s Tokyo forum opens with a programme covering industrial AI, automation, digital transformation, simulation and manufacturing execution.
The Dataleo angle
The value test is whether industrial-AI cases reach execution systems and production KPIs. The failure mode is a portfolio of disconnected demonstrations without a common decision architecture.
EventEVENT2026-07-07
The American Bar Association is holding a programme on government AI procurement, intellectual-property clauses and Supply Chain designations.
The Dataleo angle
The affected decision is how AI suppliers and dependencies are represented contractually. The failure mode is procuring model access without controlling downstream components, data rights or substitution risk.
EventEVENT2026-07-07
SAP is hosting a session describing a Supply Chain operating model in which AI handles routine work while planners focus on strategy and exceptions.
The Dataleo angle
The affected decision is which planning activities are delegated and under what thresholds. The failure mode is removing routine planner work before the organisation has defined ownership for abnormal recommendations.
EventEVENT2026-07-07
EcoVadis Catalyst 2026 convenes EMEA, India and APAC supply-chain leaders around resilience, supplier collaboration, trusted intelligence and AI-supported sustainability.
The Dataleo angle
The affected decision is whether sustainability evidence changes supplier selection and allocation. The failure mode is a supplier-rating programme that remains reporting-oriented and disconnected from procurement authority.
EventEVENT2026-07-07
MACHINA opens in Paris with a focus on humanoids, industrial robotics, embodied intelligence and simulation-to-reality deployment.
The Dataleo angle
Value requires repeatability, uptime and exception recovery in operational environments. The failure mode is impressive autonomous behaviour that cannot survive variable products, layouts or safety constraints.
InfoREGULATION2026-07-06
EU member states are seeking greater national control over proposed rules governing cybersecurity risks in ICT supply chains.
The Dataleo angle
The affected decision is how technology suppliers are approved across jurisdictions. The failure mode is a fragmented compliance architecture in which the same supplier receives different risk treatment by country.
EventEVENT2026-07-06
RAISE 2026 is a relevant ecosystem event for enterprise AI adoption because the conversation is shifting from model capability to operating-model deployment. For supply-chain leaders, the event is not material as a general AI gathering, but as a marker of how European organizations are framing enterprise AI industrialization, governance and business-process redesign. The useful question is whether AI programs can move from pilots and copilots into trusted decision flows across planning, logistics, procurement and operations.
The Dataleo angle
The signal is not the conference itself; it is the enterprise AI operating-model agenda around deployment, trust and process redesign. The affected decision is how supply-chain organizations decide where AI belongs: planning system, workflow layer, analytics layer or local app. Value depends on translating AI strategy into controlled decision flows. The failure mode is event-driven AI enthusiasm that leaves ownership, validation and exception handling unresolved.
InfoWARNING2026-07-06
A July 6, 2026 Supply Chain 24/7 analysis warns that AI adoption in global supply chains creates new operational risks when automated recommendations, agents and decision flows lack clear governance. The signal matters because supply-chain AI is moving from analytics and copilots toward actions that influence sourcing, planning, logistics and disruption response. For leaders deploying AI across planning and execution processes, the issue is no longer whether automation can accelerate work, but whether accountability, exception handling and auditability are designed into the decision flow.
The Dataleo angle
Autonomy without decision ownership creates brittle supply chains. The affected workflow is AI-enabled planning and disruption response, where recommendations can move faster than escalation and accountability structures. Trust requires explicit ownership boundaries, exception paths and audit trails before automated actions scale. The failure mode is an agentic supply chain that appears efficient until a wrong recommendation propagates without a responsible decision owner.
NominationNOMINATION2026-07-06
Flipkart's appointment of Vinay Vaidya as Senior Vice President for Technology is a talent signal for e-commerce supply-chain execution. The role is tied to supply-chain technology, logistics innovation and AI-led capability building. For retailers and marketplace operators, the move reinforces how competitive advantage is shifting from fulfillment scale alone toward technology architecture, automation and decision speed across the supply-chain network.
The Dataleo angle
This is a talent signal, not just an executive appointment. The affected operating model is e-commerce supply-chain execution, where AI-enabled routing, inventory visibility and logistics orchestration increasingly define service performance. Value depends on whether technology leadership can connect AI capabilities to measurable fulfillment decisions. The failure mode is treating AI as isolated experimentation while the core logistics architecture remains fragmented.
EventWARNING2026-07-06
The July 6 reopening concentrates delayed pickups, deliveries and appointment demand into a compressed operating window following the US holiday weekend, increasing the likelihood of capacity, dock and service exceptions.
The Dataleo angle
The affected decision is which orders and loads receive scarce post-holiday capacity first. Value depends on prioritising by customer consequence, inventory exposure and feasible dock appointments. The failure mode is releasing the entire backlog simultaneously and allowing carrier or warehouse queues—not business priority—to determine service.
EventEVENT2026-07-06
BSR is convening Supply Chain sustainability and sourcing practitioners to examine how the EU Forced Labour Regulation changes supplier due diligence, evidence requirements and escalation processes.
The Dataleo angle
The affected workflow is supplier approval and ongoing purchasing authority. Value requires risk evidence to alter sourcing decisions, not merely produce compliance reports. The failure mode is creating a parallel due-diligence database that is disconnected from supplier onboarding, contracts, purchase orders and allocation decisions.
EventEVENT2026-07-06
CARISCA’s 2026 summit opens in Accra with an international programme focused on Supply Chain research, procurement practice and the development of stronger African Supply Chain institutions.
The Dataleo angle
The value of the summit is not general networking but whether regional research is converted into operating models that reflect African infrastructure, data and supplier-market conditions. The failure mode is importing planning and procurement frameworks whose assumptions about transport reliability, supplier depth or data availability do not hold locally.
InfoREGULATION2026-07-06
The USTR comment period closes on proposed Section 301 tariffs linked to forced-labour enforcement in approximately 60 economies. Companies need to identify affected countries, suppliers, materials and customs classifications before potential duties are finalised.
The Dataleo angle
The affected decision is not simply customs classification; it is whether sourcing, supplier approval and landed-cost plans remain viable under a country-level tariff overlay. Value requires linking customs exposure to supplier and product genealogy. The failure mode is calculating tariff impact at country level while forced-labour exposure enters through intermediary processors and multi-tier material flows.
NominationNOMINATION2026-07-06
Digimarc has appointed Paul Carreiro as chief executive effective July 6. Carreiro brings experience scaling enterprise and Supply Chain software businesses, including Elemica and Kinaxis, as Digimarc seeks broader adoption of its digital-identity and product-trust platform.
The Dataleo angle
The affected decision is whether product identity becomes operational data for traceability, authentication, recalls and inventory workflows rather than a separate brand-protection layer. Value requires Digimarc identifiers to remain persistent and usable across suppliers, packaging, logistics and enterprise systems. The failure mode is a technically strong identity platform whose data never enters the decisions made in ERP, WMS, quality or recall processes.
EventEVENT2026-07-05
RoboCup 2026 concludes in Incheon with South Korea positioning robotics research and talent development as part of a broader industrial-AI strategy spanning factory operations, planning, supply-chain management and safety.
The Dataleo angle
The event matters only if robotics capability transfers from competition environments into repeatable industrial tasks. Value depends on industrial datasets, safety validation, integration with production systems and maintainability. The failure mode is strong laboratory autonomy without the reliability and exception recovery required for factory operation.
EventWARNING2026-07-04
Shippers entering the second half of 2026 face a combined exposure to elevated freight rates, constrained capacity, port and drayage fuel pressure and persistent freight fraud. Flat year-over-year transport budgets may no longer reflect the operating environment.
The Dataleo angle
The affected decision is when to reforecast transport cost and secure capacity before seasonal demand tightens the market further. Value depends on lane-level assumptions for fuel, spot exposure, drayage and contracted capacity. The failure mode is applying a single inflation factor across the network while specific lanes and modes experience materially different pressure.
EventEVENT2026-07-03
Dematic is presenting intelligent warehouse-automation technologies at CeMAT Australia, with emphasis on integrated automation and fulfilment systems.
The Dataleo angle
Warehouse automation should be selected against order profiles, labour constraints, replenishment rules and recovery requirements—not equipment capability alone. The failure mode is purchasing a high-throughput subsystem whose upstream and downstream processes cannot sustain its designed rate.
EventEVENT2026-07-03
Alteryx is hosting a session focused on preparing data for AI-supported demand forecasting, inventory planning and disruption decisions.
The Dataleo angle
The useful question is not whether data is broadly AI-ready, but which missing attributes materially prevent a specific planning decision. Value depends on bounded remediation around demand, inventory and lead-time decisions. The failure mode is launching an indefinite data-foundation programme without a decision-level acceptance test.
EventSECURITY2026-07-03
A logistics-industry analysis highlights the operational consequences of a technology provider or logistics backbone being compromised without customers being informed for several days.
The Dataleo angle
The affected decision is whether operational recommendations and shipment data can still be trusted after a supplier-system compromise. Value requires contractual notification thresholds, fallback data sources and the ability to isolate affected integrations. The failure mode is treating vendor cybersecurity as an IT issue while compromised data continues to drive transport and inventory decisions.
EventSECURITY2026-07-03
Cargo-theft specialists are warning that reduced staffing, facility closures and parked freight during the United States Independence Day weekend create increased opportunity for organised theft.
The Dataleo angle
The relevant workflow is exception-based security planning: which loads, yards and hand-offs receive enhanced controls during predictable exposure windows. Value depends on combining shipment value, location, dwell time and operating calendars. The failure mode is applying uniform security measures while the highest-risk freight remains identifiable and exposed.
EventWARNING2026-07-03
Indian exporters and forwarders moving cargo to Latin America are facing limited vessel space and rising freight rates, creating a lane-specific availability and cost risk.
The Dataleo angle
The affected decisions are booking timing, customer allocation and route selection. Value depends on lane-level capacity signals entering order promising and transport procurement early enough to protect service. The failure mode is reacting through blanket surcharges after customer commitments have already been made.
EventEVENT2026-07-03
Gati Shakti Vishwavidyalaya has completed a five-day programme on AI in military logistics and sustainment for the Indian Army Service Corps.
The Dataleo angle
Military logistics is a useful stress test for agentic systems because availability, disruption and fallback decisions have explicit consequences. Value depends on scenario validation, traceable recommendations and clear authority boundaries. The failure mode is automation that cannot operate safely under degraded information.
EventEVENT2026-07-03
RailTrans Expo has opened in New Delhi with rail-control, rolling-stock, depot, signalling and logistics-automation technologies on display.
The Dataleo angle
The relevant decision layer is asset, capacity and maintenance planning across a network with long lead times and safety constraints. AI creates value only when connected to operational asset state and regulated maintenance decisions. The failure mode is predictive insight that cannot enter an accountable maintenance or capacity workflow.
EventEVENT2026-07-03
Manufacturing NEXT Tokyo is closing with production-management systems, procurement and warehouse automation, demand forecasting, anomaly detection, simulation, AI agents and RPA among the technologies presented.
The Dataleo angle
The architectural question is where each capability belongs: production planning, MES, WMS, quality or a lightweight agent layer. Value depends on coherent decision ownership across those systems. The failure mode is fragmented automation that speeds individual tasks but increases cross-system inconsistency.
InfoWARNING2026-07-02
A July 2, 2026 analysis by Eve Chapman highlights two Paris Court of Appeal rulings dated May 21, 2026 concerning Groupe Moniteur. The court confirmed the suspension of ChatGPT and an internal AI assistant until completion of the CSE consultation process, with a reported €1,000-per-day penalty. For enterprise AI programs, the signal is not limited to media or HR: when an AI tool is officially authorized, facilitated or embedded into work processes, the deployment calendar may become dependent on local worker-representation procedures. For supply chain and operations leaders rolling out planning copilots, workflow assistants or AI-enabled decision tools across French or European sites, consultation mapping should happen before go-live, not after adoption starts.
The Dataleo angle
The risk is not that every AI pilot needs to stop; it is that AI tools crossing from optional experiment to official work process can become a labor-consultation event. In supply chain, the affected operating model is the rollout of planning copilots, warehouse assistants or decision-support tools that reshape tasks across sites. Value and trust require a country-by-country consultation map before production deployment. The failure mode is a technically ready system that is legally frozen because the social-governance step was treated as post-launch change management.
EventEVENT2026-07-02
ABB Robotics, Concept Robotics and Alca Technologies held a live session on deploying a reusable palletising software template and shared practical implementation feedback.
The Dataleo angle
The value claim is reduced engineering time, not autonomous palletising itself. Trust requires validation across product variation, safety conditions, line rates and recovery scenarios. The failure mode is mistaking a reusable template for a production-ready operating design.
EventWARNING2026-07-02
Canada’s manufacturing PMI remained expansionary in June, but supplier delivery times deteriorated to their worst level since September 2022. Manufacturers reported stockpiling, higher oil and transport costs and intensifying supply shortages.
The Dataleo angle
Rising inventory is not necessarily evidence of confidence; it may reflect defensive purchasing against uncertain lead times. The affected decisions are safety-stock and purchase-order planning. Value depends on separating strategic buffers from uncontrolled order amplification. The failure mode is treating stockpiling as sustained demand and embedding it into forecasts.
NominationNOMINATION2026-07-02
Flipkart announced on July 2, 2026 that Vinay Vaidya has been appointed Senior Vice President of Technology for Supply Chain. The role covers technology and platform development across fulfillment services, seller experience, trust and safety, and marketplace operations.
For Supply Chain and retail operations leaders, this is a useful market signal because the appointment connects supply chain leadership with platform engineering and AI-led operational improvement. In a high-volume marketplace model, supply chain performance increasingly depends on the technology layer that coordinates fulfillment, seller reliability, risk controls and customer promise execution.
The operational question is whether AI improves core decisions such as fulfillment prioritization, seller-service reliability, exception handling and logistics capacity use, or simply adds optimization claims around existing workflows.
The Dataleo angle
Flipkart’s appointment signals that e-commerce supply chain leadership is becoming a platform-engineering problem, not only an operations problem. The affected operating model spans fulfillment, seller reliability, marketplace controls and logistics execution. The condition for value is that AI recommendations must be tied to service-level, capacity and risk constraints across the marketplace. The failure mode is local automation that improves individual workflows while creating inconsistent decisions across sellers, fulfillment nodes and customer promises.
NominationNOMINATION2026-07-02
o9 Solutions announced on July 2, 2026 that Dr. Ashwin Rao has been promoted to Chief Technology Officer. Rao joined o9 in November 2025 as Executive Vice President, Next-Gen AI and Technology, and the company says his work on neuro-symbolic AI combines neural pattern recognition with the structured intelligence of o9’s Enterprise Knowledge Graph.
For Supply Chain and planning leaders, the appointment matters because o9 is explicitly tying its executive technology leadership to APEX, its Agile, Adaptive and Autonomous Planning & Execution model. The promise is faster detection of risks and opportunities, more automated routine analysis and stronger decision support across forecasting, demand/supply balancing, scenario planning and execution.
The practical test will be whether APEX improves planning-cycle decisions, not only the user interface around them. Value depends on turning enterprise knowledge models into recommendations that planners can validate, trace and adapt when constraints, master data or operating rules change.
The Dataleo angle
o9’s CTO promotion is a signal that agentic planning is moving from product narrative into core platform leadership. The affected operating model is enterprise planning across forecast, supply-demand balancing, scenario management and execution. The condition for value is that neuro-symbolic recommendations remain traceable to enterprise constraints and planning logic. The failure mode is an autonomous-planning layer that accelerates analysis but obscures why a recommendation is valid, leaving planners with faster answers but weaker accountability.
EventWebinar2026-07-02
Nicolas Vandeput will host a live webinar with Knut Alicke and Alain Matar on building supply-chain applications with AI coding agents.
The session will compare two independently developed applications. Knut Alicke created a synthetic company with bills of materials, suppliers and two years of history, then built an Advanced Planning System within hours. Alain Matar extended the approach to an industrial-scale, planner-facing application with a backend and security controls.
The discussion will examine where vibe coding can accelerate supply-chain work, where it falls short, how custom applications can complement existing APS platforms, and why mathematical validation, professional judgment and human oversight remain necessary.
The Dataleo angle
AI coding agents can reduce the effort required to prototype specialized planning workflows, especially where standard APS capabilities do not fully cover business-specific needs. The operational value depends on whether the application supports a defined decision and uses controlled master data, planning parameters and transaction history.
Before such an application influences forecasts, inventory, sourcing or production decisions, teams should establish ownership of the planning logic, testing procedures, version control, access management, auditability and manual override mechanisms. Planner-facing tools also need validated interfaces with ERP and APS systems, clear failure modes and controls preventing experimental code from becoming an unmanaged system of record.
EventEVENT2026-07-01
The
Logistics Automation Expo has opened in Bangkok, bringing together warehouse infrastructure, robotics, intelligent storage, AI-driven transport planning and supply-chain technology providers from 1 to 3 July 2026.
The Dataleo angle
The decision is not which robot produces the strongest demonstration, but which automation architecture fits real volume variability, labour availability and WMS execution. Value requires credible throughput, exception-recovery and integration evidence. The failure mode is selecting equipment before defining the operating model and orchestration layer.
EventEVENT2026-07-01
SAP is presenting its Q2 2026 Revenue Growth Management updates, including how promotion planning connects with finance, demand planning and supply-chain processes, alongside new AI-assisted capabilities and roadmap items.
The Dataleo angle
Promotion planning is a decision workflow where commercial targets, forecast uplift, funding and execution constraints must remain consistent. Value depends on promotion-level baseline and outcome data. The failure mode is an AI-assisted interface that accelerates deal creation without improving uplift assumptions or trade-spend allocation.
EventREGULATION2026-07-01
The United States, Mexico and Canada have entered the formal six-year USMCA review process. Proposed changes—particularly around automotive rules of origin and domestic-content thresholds—could alter sourcing economics and investment decisions across integrated North American supply networks, while existing rules remain in force during negotiations.
The Dataleo angle
The immediate planning requirement is not to predict the final treaty text but to model alternative origin-rule and tariff scenarios. The affected decisions are sourcing, network investment and product-cost planning. Value depends on bill-of-material origin data, supplier-country traceability and the ability to recalculate landed cost. The failure mode is prematurely restructuring the network around negotiating positions that may never become enforceable rules.
EventREGULATION2026-07-01
The Netherlands has introduced a distance-based truck toll for domestic and international vehicles over 3,500 kg on covered roads. The measure changes the cost of both loaded and empty movements and requires transport operators to incorporate vehicle, route and distance attributes into pricing and execution.
The Dataleo angle
The toll makes route, vehicle class, empty running and emissions characteristics explicit planning variables. The affected workflow is lane costing and transport sourcing. Value depends on updating TMS costing and scenarios at lane level. The failure mode is applying a blanket surcharge that conceals which routes, customers and fleet choices are causing the additional cost.
EventALERT2026-07-01
APM Terminals Maasvlakte II and Antwerp terminals continue to face heat-related productivity and capacity constraints. A 1 July carrier update adds evidence of operational stoppages, pilot restrictions and pressure on inland-vessel access, indicating that recovery remains capacity-constrained rather than an immediate return to normal throughput.
The Dataleo angle
The affected decision is how shippers prioritise containers, update terminal cut-offs and allocate alternative inland capacity during a gradual recovery. Value depends on current terminal and carrier status entering transport plans, with customer-priority and demurrage rules defined in advance. The failure mode is assuming that reopened gates mean normal throughput.
EventEVENT2026-06-30
Optilogic and
Gavin Schwarzenbach are examining how supply-chain design, scenario modeling and AI-supported decision intelligence can reduce the gap between analysis and action. The discussion focuses on faster evaluation of network alternatives and the organizational barriers that delay execution.
The Dataleo angle
Faster scenario generation only matters when decision owners can compare assumptions, understand constraints and move an approved option into execution. Otherwise, the organization creates more scenarios without reducing decision latency. Governance should define baseline models, scenario ownership, approval thresholds and how selected decisions are transferred into planning and execution systems.
EventEVENT2026-06-30
RELEX Solutions scheduled a 30 June fireside discussion with
Blackstone CTO
John Stecher on how companies can capture AI value while operating with legacy systems and complex real-world execution constraints. The discussion also involves RELEX leaders Mateo Beacco and Rohit Tripathi.
The Dataleo angle
The affected decision is where AI capability should live during transition: inside the planning platform, beside legacy systems or in a temporary workflow layer. The main risk is creating a fast analytical interface over a slow and unreconciled operating model. Teams should define data ownership, integration boundaries, approval rights and the conditions for retiring transitional architecture.
NominationNOMINATION2026-06-29
Schneider National has announced that
Jim Filter will succeed Mark Rourke as President and CEO, while
Michael Baumgardt has been named Executive Vice President for the intermodal and logistics businesses.
The Dataleo angle
The transition places network, intermodal and logistics execution under leaders with direct operating experience. The key issue is whether leadership changes alter capacity allocation, technology investment, pricing discipline or integration between brokerage, intermodal and asset-based operations.
NominationNOMINATION2026-06-29
Debbie Murray has been appointed President and CEO of Canada’s
National Maritime Group. Her remit includes policy priorities related to supply-chain stability, port competitiveness, trade infrastructure and the use of data and technology across the maritime sector.
The Dataleo angle
The appointment matters because Canadian maritime resilience increasingly depends on coordination between private operators, ports and federal policy. The practical test will be whether data, infrastructure and regulatory priorities translate into faster capacity, continuity and investment decisions.
EventEVENT2026-06-29
CILT Hong Kong is hosting a 29 June webinar on practical AI applications across forecasting, automation, operational efficiency and sustainability. The session is relevant to
Supply Chain AI, decision support and the governance required to move from experimentation to operational use.
The Dataleo angle
Practical adoption should identify the decision being changed, the data required, the accountable owner and the fallback process when recommendations cannot be trusted. Teams should distinguish automation of routine tasks from decisions that affect inventory, capacity, service or financial commitments.
EventEVENT2026-06-29
The
WHU Supply Chain Thought Leaders Roundtable opened in Munich on 29 June with a focus on AI in manufacturing innovation and systemic resilience. The programme includes industrial visits involving
BMW,
AGCO and Fendt, and
DMG Mori.
The Dataleo angle
The useful output will be evidence connecting AI methods with real manufacturing decisions, qualified capacity, operational data and resilience outcomes rather than demonstrations alone. Participants should distinguish proven production use from exploratory technology and identify the owners, data and validation required for scaling.
EventALERT2026-06-29
A new index from
U.S. Bank and
DAT Freight & Analytics reports May spot truckload rates up 31.29% year over year and contract rates up 9%, while both spot and contract shipment volumes declined. The divergence indicates tightening capacity and a higher freight-cost baseline rather than demand-led growth.
The Dataleo angle
Transport budgets and sourcing scenarios should not assume that weaker volumes guarantee lower rates. Planners need lane-level capacity signals, updated rate baselines and escalation rules when spot exposure exceeds budget, service or customer-commitment thresholds.
EventEVENT2026-06-29
o9 Solutions is participating in an executive meeting in London focused on how Revenue Growth Management should respond to persistent demand volatility, retailer power, private-label pressure and increasingly complex shopper journeys. The discussion is relevant to
Revenue Growth Management, demand planning, promotion planning, pricing and Integrated Business Planning.
The Dataleo angle
Revenue Growth Management should not remain disconnected from demand, supply and financial planning. Price, promotion and assortment recommendations need to reflect available inventory, constrained supply, forecast elasticity, cannibalization, production and replenishment lead times, customer and channel priorities, and margin, service and working-capital trade-offs. Ownership must be explicit when the commercial optimum conflicts with operational capacity.
EventEVENT2026-06-28
The
International Institute of Forecasters is hosting the 46th International Symposium on Forecasting in Montreal from 28 June to 1 July 2026. The associated summer school on 27–28 June focuses on forecast risk under
Domenico Giannone. The event is relevant to
demand forecasting, forecast risk and planning decisions.
The Dataleo angle
The operational value will depend on whether new forecasting methods improve decisions rather than only statistical accuracy. Planning teams should assess forecast value added versus established baselines, performance by demand pattern, uncertainty intervals, planner overrides and how forecasts influence inventory, capacity and financial plans.
EventEVENT2026-06-27
EurOMA 2026 begins in Vienna and runs through 2 July. Its programme covers AI and big-data analytics in operations, digital transformation, inventory management, logistics, production planning and scheduling, S&OP, supply-chain risk and network design.
The Dataleo angle
The most relevant contributions will connect research methods to operational decisions, validated datasets, accountable owners and implementation constraints rather than treating model performance as sufficient evidence of business value.
EventALERT2026-06-26
New bankruptcy filings and US WARN notices indicate continued pressure across trucking, warehousing, cold storage and contract logistics. The reported actions include operations linked to
Humano,
SIMOS,
Radial,
Ryder Integrated Logistics,
Tucker Boyz Transportation,
Travelers Xpress Services,
Navstar Express,
Touchstone Logistics,
Power Lane Logistics and
Azhderian Cold Storage.
The Dataleo angle
Shippers should review exposure by carrier, warehouse, customer-operated site and region. Response plans should define alternate capacity, inventory transfers, carrier-credit thresholds and escalation when a provider shows operational or financial distress.
EventEvent2026-06-25
Intuiflow is exhibiting at the Procurement Summit in Hamburg on June 24–25, 2026, alongside partner Process.Science at booth D06.
The team is presenting applications of Demand Driven planning across material planning, S&OP, production scheduling and execution, demand planning, and business intelligence. The stated focus is helping manufacturers improve service, inventory, production flow and operational visibility.
Attendees can meet Thomas Barciet and the Intuiflow team to review planning challenges and see the platform demonstrated live.
The Dataleo angle
The operational value of Demand Driven methods depends on more than buffer calculations. Manufacturers need reliable demand, inventory, lead-time and bill-of-material data, along with clear ownership of buffer settings and exception rules.
A lightweight deployment may support visibility and parameter recommendations, while broader use requires integration with ERP, APS and execution systems. Before scaling, teams should define who validates recommendations, how overrides are recorded and what happens when demand signals or master data are unreliable.
EventEVENT2026-06-25
Manufacturers’ Association is hosting a session on forecasting, inventory, risk management and technology for manufacturing supply chains. The event is relevant to
supply-chain resilience and inventory planning.
The Dataleo angle
The practical value depends on translating general resilience principles into decision rules for forecast updates, safety stock, supplier escalation and production recovery.
EventEVENT2026-06-25
Intelligence and National Security Alliance is hosting a programme focused on third-party and supply-chain resilience. The event is relevant to
third-party risk, continuity planning and supplier governance.
The Dataleo angle
Resilience programmes should connect risk signals to sourcing, inventory, continuity and escalation decisions. Ownership and response thresholds must be clear before a disruption occurs.
EventEVENT2026-06-25
4flow and
Mars are presenting how AI can support logistics decisions in fragmented planning environments. The event is relevant to
logistics optimization, transport planning and decision orchestration.
The Dataleo angle
Optimization should expose objectives, constraints and trade-offs. Teams need a defined process for validating recommendations and escalating cases where the mathematical result conflicts with operational priorities.
EventEVENT2026-06-25
SAP is hosting a session on business AI across supply-chain planning and shop-floor execution. The event is relevant to
supply chain planning, manufacturing execution and ERP-integrated AI.
The Dataleo angle
The important question is whether recommendations remain consistent between planning and execution systems. Data lineage, authorization, exception ownership and rollback procedures should be explicit.
EventEVENT2026-06-25
Citwell and
RapidCanvas are hosting a session on AI-supported supply-chain decisions, including priorities, constraints, trade-offs, governance and a control-tower demonstration. The event is relevant to
decision intelligence and planning governance.
The Dataleo angle
The key control point is how recommendations move from analysis to action. Teams should define thresholds, accountable owners, audit trails and override rules before AI changes priorities or execution plans.
EventEVENT2026-06-25
France Supply Chain is hosting a LAB Digital & Tech session focused on applied AI in supply chains. The event is relevant to
supply chain AI, digital transformation and decision governance.
The Dataleo angle
Useful evidence should identify the decision affected, the data used, the accountable owner and how recommendations are validated before operational use.
EventWebinar2026-06-25
Algo is hosting a live webinar titled “The Trillion-Dollar Forecast.” The session challenges the use of a single forecast as an operational master plan and instead presents forecasting as a simulation tool for testing inventory and operating-model decisions across future scenarios. Algo names Erik Bush and Wally Leasure as speakers and states that more than 500 people have registered. These attendance and positioning statements are vendor claims. Related topics:
Algo,
Demand Forecasting,
Scenario Planning,
Inventory Planning, and
Decision Governance.
The Dataleo angle
A forecast should not become an unquestioned execution signal. Its value lies in exposing how demand assumptions interact with replenishment rules, lead times, capacity, service targets and inventory risk. The relevant governance questions are which scenarios planners test, who owns assumptions, when recommendations may change orders or buffers, and how manual overrides are recorded and reviewed. See
Demand Forecasting,
Scenario Planning, and
Decision Governance.
NominationNOMINATION2026-06-24
LOTS Group, the Scania-owned logistics company, has appointed Evalena Falck, Lars Gustafsson, Jeanna Tällberg, Roberto Barral and Gerhard Waser to its Board of Directors. The company says the appointments bring experience from across the
Scania ecosystem to support the next phase of collaborative, low-emission freight as logistics becomes more electrified, digital and operationally complex.
The Dataleo angle
The signal is not the board expansion itself but the move from pilots to a governed operating model for
electric freight. Value will depend on aligning shipper demand, carrier capacity, charging infrastructure, route economics and data-sharing rules; the main failure mode is scaling technology without securing cross-party commitments and accountable decision rights.
EventEVENT2026-06-24
Anaplan is demonstrating CoModeler capabilities intended to optimize model performance and extend planning models through natural-language interaction and
AI-assisted planning.
The Dataleo angle
The affected decision is how planning models are changed. Value requires testable dimensional logic, traceable calculations and a named model owner; the principal failure mode is accelerating technical debt by generating structures faster than teams can govern them.
