Blog
Notes from the front lines of agentic asset operations.
October 16, 2026 · UniEAM Editorial
The OT Asset Inventory Your Security Team Needs Requires Two Different Data Models
CISA and DOD guidance makes OT asset inventories the security baseline. Mixed portfolios need both network and hierarchy data models to meet it.
October 13, 2026 · UniEAM Editorial
Prescriptive Maintenance Has Arrived. The Bottleneck Is Now the Asset Model.
As EAM AI moves from predictive to prescriptive, the bottleneck isn't the algorithm—it's whether your system can model consequences across both linear and discrete assets.
October 10, 2026 · UniEAM Editorial
When the Expert Retires, the Asset Model Breaks
As utilities face an accelerating retirement wave, the real risk is that institutional knowledge of how linear and discrete assets interact disappears. Most EAM architectures can't capture it.
October 7, 2026 · UniEAM Editorial
Lenders and Insurers Are Pricing Physical Climate Risk by Asset. Mixed Portfolios Need Both Data Models.
GRESB 2026 demands asset-level climate risk scores with financial translation. For mixed-asset portfolios, that requires network-level and facility-level data models — which most EAM architectures can't combine.
October 4, 2026 · UniEAM Editorial
The Offshore Life Extension Question Your EAM Can't Answer
Extending an offshore platform's life demands integrated reasoning across subsea linear networks and topsides discrete equipment. Most EAM platforms only do one.
October 1, 2026 · UniEAM Editorial
ISO 20815:2026 Expanded to Hydrogen, Wind, and CCS. Now Try Applying It to a Mixed-Asset Energy Portfolio.
ISO 20815:2026 now covers hydrogen, wind, and CCS. Here's why the new scope exposes a structural EAM gap for mixed-energy portfolio operators.
September 28, 2026 · UniEAM Editorial
Grid-Scale Battery Warranties Are Expiring. The Lifecycle Decision Needs Two Data Models.
The first generation of utility-scale BESS hits the warranty cliff in 2026. Making the right remediate-or-replace decision requires asset data that most EAMs can't connect.
September 25, 2026 · UniEAM Editorial
Rail Is Inherently a Mixed-Asset Problem. EAM Vendors Haven't Caught Up.
Rail operators manage two fundamentally different asset types — linear track networks and discrete rolling stock — yet most EAM platforms are built for only one. Here's why that matters.
September 22, 2026 · UniEAM Editorial
ISO 55013 Changed the Rules on Asset Data Quality. Most EAM Architectures Aren't Ready.
ISO 55013:2024 set a formal data quality baseline for asset management. For operators running split linear and discrete EAM systems, the governance gap it exposes is structural.
September 20, 2026 · UniEAM Editorial
Agentic EAM Is Here. Mixed-Portfolio Operators, Here's the Trap.
With 40% of enterprise apps gaining AI agents by year-end, EAM vendors are selling agentic upgrades fast. Mixed-portfolio operators face a hidden procurement trap.
September 19, 2026 · UniEAM Editorial
The 3-Million-Kilometre Problem: Why AI Can't Fix Aging Pipelines Alone
3 million km of pipelines are past their design life. Regulators now demand measurable outcomes. Here's why siloed EAM tools make both harder to solve.
September 17, 2026 · UniEAM Editorial
Why Grid Operators' AI Investments Keep Hitting the Same Data Wall
Physics-based digital twins for the grid are impressive. But the asset data feeding them is split across two systems — and that gap is where AI stalls.
September 15, 2026 · UniEAM Editorial
New Pipeline Repair Rules Expose the Hidden Cost of Siloed EAM
PHMSA's first major pipeline repair rule update in 20+ years tightens timelines for operators who also run compressor stations and plants—on two separate EAM systems.
September 14, 2026 · UniEAM Editorial
The Grid Security Emergency Order Has an Asset Management Problem
EO 14421 gives DOE 120 days to issue rules on foreign-sourced bulk-power equipment. Most grid operators can't produce that inventory from two siloed EAM systems.
September 13, 2026 · UniEAM Editorial
Two Systems, One Audit: Why 2026's Compliance Wave Is Exposing Siloed EAM
NERC CIP-003-9 and EPA's 2026 asset management mandates require a unified audit trail spanning linear and discrete assets. Running two EAM systems makes that structurally impossible.
September 11, 2026 · UniEAM Editorial
The Regulatory Squeeze Is Here. Your Two-System EAM Setup Isn't Ready.
New NERC CIP enforcement, ISO 18379-1:2026 for rail, and surging smart water mandates are exposing the hidden cost of running separate EAM platforms for linear and discrete assets.
September 10, 2026 · UniEAM Editorial
The Silo Problem Quietly Undermining Industrial AI in Asset Management
EAM platforms are absorbing record AI investment in 2026, yet mixed-portfolio operators keep hitting the same wall: two asset systems, zero shared intelligence.
September 9, 2026 · UniEAM Editorial
GIS Is Eating Asset Management — and Discrete Assets Have a Problem
GIS is becoming the authoritative spatial layer for utilities, connecting SCADA, ADMS, and work management. But spatial logic alone can't manage what lives inside the fence.
September 8, 2026 · UniEAM Editorial
The $625 Billion Decision Water Utilities Are Getting Wrong
Water utilities face $625B in renewal needs and new EPA mandates — but managing networks and facilities in separate EAM systems guarantees they'll spend it poorly.
September 7, 2026 · UniEAM Editorial
AI Agents Are Coming to EAM. Most Platforms Aren't Built for Them.
Gartner predicts 40% of enterprise apps will feature AI agents by end of 2026. For EAM, the bottleneck isn't the AI model — it's the fragmented data architecture underneath it.
September 5, 2026 · UniEAM Editorial
EAM Vendors Are Shipping AI. Most of It Isn't Agentic.
Gartner predicts 40% of enterprise apps will feature AI agents by end of 2026. In EAM, most of what's shipping is a chatbot. Here's why the difference matters.
September 4, 2026 · UniEAM Editorial
The Hidden Cost Killing Your AI Rollout: Integration Debt in Mixed-Asset Operations
Utilities and transit agencies running separate EAM systems for linear and discrete assets are accumulating 'integration debt' that makes AI promises impossible to keep.
September 3, 2026 · UniEAM Editorial
Water Is a Strategic Asset Now. Is Your EAM Treating It Like One?
As water scarcity drives infrastructure investment, utilities managing networks and treatment plants in separate EAM systems face a critical blind spot.
September 2, 2026 · UniEAM Editorial
The AI ROI Gap: Why Mixed-Portfolio Operators Are Getting Half the Value from EAM Modernisation
The EAM market is doubling to $16B by 2034, but operators with both linear networks and discrete assets capture a fraction of AI's potential when data stays siloed.
September 1, 2026 · UniEAM Editorial
The Digital Twin That Can't See Your Pumps
Digital twins are transforming water network management. But without pumping station data, even AI-powered EAM produces wrong maintenance recommendations.
August 30, 2026 · UniEAM Editorial
Why Utilities Are Right to Be Skeptical of AI in Asset Management
A 2026 benchmark finds AI adoption near zero in water utilities despite booming market hype. The cause is an architecture problem EAM vendors rarely admit.
August 28, 2026 · UniEAM Editorial
The Triple Threat Water Utilities Can't Fix With Two Separate EAM Systems
In 2026, water utilities face aging pipes, tightening regulation, and climate stress simultaneously. Most are running EAM software that can only see half the problem.
August 27, 2026 · UniEAM Editorial
The IIJA Funding Cliff: Why Asset Prioritization Now Demands a Unified EAM
Federal water infrastructure funding expires 30 September 2026. With $423 billion in aging pipe replacements ahead, siloed EAM tools make prioritization impossible.
August 26, 2026 · UniEAM Editorial
The Node Nobody Watches: Why AI Pipeline Risk Models Fail at the Facility Edge
AI can now predict cascade failures in linear networks weeks in advance. But that intelligence stops at the facility boundary when your EAM tools don't share a data model.
August 25, 2026 · UniEAM Editorial
Why AI Agents Break Down at the Asset Boundary
Gartner predicts 40% of enterprise apps will have task-specific AI agents by end of 2026. In EAM, that deadline is exposing a structural problem most vendors hoped to hide.
August 22, 2026 · UniEAM Editorial
Buried Assets, Blind AI: Why Predictive Maintenance Works Differently for Linear Infrastructure
AI can predict discrete equipment failure with 85%+ accuracy — but most of your pipeline network has no sensors. Here's what that means for your EAM strategy.
August 21, 2026 · UniEAM Editorial
The Transmission Capacity Question FERC Just Made Impossible to Dodge
FERC's June 2026 orders to six grid operators reveal why utilities need unified visibility across linear and discrete assets — before the auditor arrives.
August 20, 2026 · UniEAM Editorial
Grid Volatility Is a Maintenance Problem. Most EAMs Don't Know That.
AI data centers are destabilising power grids, putting hidden mechanical stress on plant assets. EAMs that can't see both network and facility are flying blind.
August 19, 2026 · UniEAM Editorial
Mixed Portfolios, Single Brain: The Argument for Unified EAM in 2026
With $625B in aging infrastructure needs and new compliance mandates, utilities managing both linear and discrete assets can no longer afford two separate EAM tools.
August 18, 2026 · UniEAM Editorial
AI Agents Are Coming to Every EAM Platform. Most of Them Can't Cross the Linear-Discrete Divide.
Gartner says 40% of enterprise apps will have AI agents by end of 2026. In EAM, that promise breaks when the agent only understands one asset topology.
August 17, 2026 · UniEAM Editorial
The Integration Debt Keeping Utilities Reactive
44% of water utilities still manage assets reactively despite proven AI that cuts unplanned downtime by 34%. The root cause is the two-system trap — and it's fixable.
August 16, 2026 · UniEAM Editorial
89% of Utilities Have Deployed AI. Only 3 in 10 Are Happy With the Results.
Water utilities are investing heavily in AI asset management but satisfaction remains low. The culprit: a data boundary between network and plant EAM systems.
August 15, 2026 · UniEAM Editorial
Thirty Utilities, Seven States, One EAM Flaw
After the July 2026 water utility attacks, one EAM lesson stands out: siloed network and facility data hides cascade exposure until it's too late.
August 14, 2026 · UniEAM Editorial
What Puerto Rico's Pipeline Crisis Reveals About the Intelligence Gap in Utility Asset Management
The Puerto Rico water crisis exposes a flaw in EAM: network assets fail in chains, but most platforms are built for hierarchies. Here's what needs to change.
August 12, 2026 · UniEAM Editorial
When the Pipes Go Silent: What the July 2026 Attacks Reveal About EAM Blind Spots
Hackers locked operators out of 30+ U.S. water systems last month. The real lesson isn't cybersecurity — it's that siloed EAM left operators flying blind during the response.
August 11, 2026 · UniEAM Editorial
What Two Landmark EAM Acquisitions Tell Us About the Linear-Discrete Problem
MaintainX/Autodesk and TwinThread/AVEVA are the biggest structural moves in operations software in years. They expose a gap the industry is still struggling to close.
August 10, 2026 · UniEAM Editorial
The Carbon Register Your EAM Can't Build
ESG reporting now demands asset-level carbon data — but siloed EAM tools can't reconcile linear network emissions with discrete facility energy intensity.
August 9, 2026 · UniEAM Editorial
Why AI Adoption Has Stalled in Water Utilities — And It's Not the Budget
AWWA's 2026 report shows AI adoption in water utilities is near zero despite surging investment intent. The blocker isn't money. It's fragmented EAM architecture.
August 7, 2026 · UniEAM Editorial
AI-Guided Capital Allocation Has a Blind Spot — and It's Getting More Expensive
AI capital allocation tools for utilities are accurate — but only over the asset types they can see. Mixed-portfolio operators are misallocating billions as a result.
August 6, 2026 · UniEAM Editorial
Critical Infrastructure Regulations Are Demanding One Risk Picture. Two EAM Systems Can't Provide It.
New SOCI and CIRCIA rules require a unified, auditable asset risk register — but mixed-portfolio operators managing both linear networks and discrete facilities are working from two incompatible databases.
August 3, 2026 · UniEAM Editorial
More Pipeline Data, Same Reactive Decisions
Sensor density in water networks keeps rising, but reactive maintenance persists. The gap between data and decisions sits in the EAM reasoning layer.
August 2, 2026 · UniEAM Editorial
Twenty Years of Pipeline Repair Rules Just Changed. Your EAM Probably Hasn't.
PHMSA's July 2026 proposed rule replaces fixed repair timelines with risk-based engineering criteria — and exposes why siloed EAM architectures can't support the new compliance model.
July 31, 2026 · UniEAM Editorial
The 70% Problem: Why AI in Asset Management Gets Stuck Before It Starts
70% of machine learning effort in asset management goes to data prep, not models. For mixed-portfolio operators, this is a structural problem integration projects cannot fix.
July 29, 2026 · UniEAM Editorial
Gartner Forecasts 40% AI-Agent Adoption by Year-End. EAM Is Running Behind.
Gartner's 40% AI-agent threshold is arriving. EAM has been late to every previous shift. For mixed-portfolio operators, the lag is measurable.
July 28, 2026 · UniEAM Editorial
The Two-System Trap: Why Mixed-Portfolio Operators Are Losing the AI Race
Running separate EAMs for linear and discrete assets creates data silos, compliance blind spots, and failed predictive models. Here's what unified asset reasoning actually looks like.
July 25, 2026 · UniEAM Editorial
The 216% Problem: Why Siloed EAM Amplifies Infrastructure Cascade Failures
Research shows a single network failure can cause a 216% increase in total service disruption. The root cause isn't the failure itself — it's the platform that can't see it coming.
July 24, 2026 · UniEAM Editorial
The Agent Is Ready. The Asset Graph Isn't.
Gartner projects 40% of enterprise apps will have AI agents by end of 2026. In EAM, the bottleneck isn't the agent — it's the fragmented data model underneath it.
July 23, 2026 · UniEAM Editorial
Regulatory Auditors Now Expect Explainable AI. Is Your EAM Ready?
New 2026 rules demand demonstrable risk management, not just good intentions. If your EAM can't log the reasoning behind every AI recommendation, you have a compliance gap.
July 22, 2026 · UniEAM Editorial
Your AI Can Only Reason Over the Data It Can See
Predictive maintenance AI promises 85%+ accuracy — but only with complete asset data. Split EAM architectures undermine AI before it even starts.
July 21, 2026 · UniEAM Editorial
The Pipeline-to-Plant Problem: When Asset Failure Propagates Across System Boundaries
A compressor station's degradation can kill a downstream pipeline—but most EAM tools can't see both. Here's why the linear/discrete boundary is where risk hides.
July 20, 2026 · UniEAM Editorial
Regulators Want One Asset Risk Register. Your Two EAM Systems Can't Deliver It.
New critical infrastructure rules in Australia and the US demand unified asset visibility. For mixed-portfolio operators running two EAM systems, that's a structural problem.
July 18, 2026 · UniEAM Editorial
Three Curves Are Converging on Asset Management. Siloed EAM Can't Handle Any of Them.
Aging infrastructure, a workforce crisis, and proven AI are hitting asset-intensive industries simultaneously. Siloed EAM tools leave organisations unable to capitalise on any of it.
July 17, 2026 · UniEAM Editorial
Real-Time Sensors, Delayed Insight: Why Continuous Monitoring Fails Without Unified Asset Intelligence
IoT is turning periodic inspection into continuous monitoring. But real-time signals across split EAM systems still produce delayed, siloed insight.
July 15, 2026 · UniEAM Editorial
Inverter-Based Resources Are Neither Linear Nor Discrete. Your EAM Needs to Handle Both.
FERC's April 2026 IBR standards expose a structural EAM gap: solar, wind, and battery assets require network-aware and hierarchy-aware management in one system.
July 14, 2026 · UniEAM Editorial
Grid Modernisation With a Split Asset Model: Why Capital Spend Decisions Keep Getting Made With Half the Picture
A $208B infrastructure gap is being managed with split asset systems. Here's why grid modernisation decisions keep getting made with half the picture.
July 13, 2026 · UniEAM Editorial
Water Utilities Can Predict Pipe Failures. Regulators Are About to Ask How.
As state regulators open formal inquiries into utility AI and demand defensible asset decisions, siloed EAM tools leave water utilities exposed at exactly the wrong moment.
July 12, 2026 · UniEAM Editorial
The Hidden Data Architecture Problem Behind EAM's AI Adoption Wave
Two-thirds of maintenance teams plan AI adoption by 2026. For mixed-portfolio operators, the real barrier is data architecture, not model quality.
July 9, 2026 · UniEAM Editorial
The $43 Billion Smart Infrastructure Bet — and the Integration Gap It Exposes
AI investments in smart water, grid, and rail are producing results within each asset domain. The gap appears at the seam between network and plant intelligence.
July 7, 2026 · UniEAM Editorial
The CER Deadline Has Landed. Siloed EAM Won't Save You.
EU Critical Entities Resilience Directive designations start July 2026. Mixed-portfolio operators running siloed EAM systems face a hidden compliance gap.
July 6, 2026 · UniEAM Editorial
Gigawatts and Blind Spots: Why AI-Driven Load Growth Is Exposing EAM's Structural Gap
AI data centers are loading grids faster than planning cycles expected. The reliability gap this exposes isn't in generation — it's in how utilities manage their assets.
July 5, 2026 · UniEAM Editorial
Water Utilities Are Optimizing in the Dark
Water scarcity, new regulations, and AI pressure are converging in 2026 — but siloed EAM tools leave utilities reasoning with half their asset data.
July 4, 2026 · UniEAM Editorial
The Asset Data Gap: More Sensors, Fewer Answers
Sensor data is booming across utility networks. But without unified EAM reasoning, continuous monitoring stays siloed — and insight stops at the asset.
July 2, 2026 · UniEAM Editorial
A Water Main Breaks Every Two Minutes. The Data to Stop It Is Trapped in the Wrong System.
US utilities lose $6.4 billion annually to non-revenue water. The fix requires AI across both pipe networks and treatment plants — not two separate EAM tools.
July 1, 2026 · UniEAM Editorial
Predictive Maintenance Is Now the Standard. So Why Are Mixed-Asset Operators Still Flying Blind?
88% of manufacturers use predictive EAM analytics, yet mixed-asset operators hit a ceiling. The reason: AI can only reason over the data it can see.
June 30, 2026 · UniEAM Editorial
Moody's Just Made Infrastructure Readiness a Credit Metric. Is Your EAM Built to Prove It?
Moody's June 2026 report ties water infrastructure reliability to credit risk. Siloed EAM platforms can't produce the unified evidence utilities now need.
June 29, 2026 · UniEAM Editorial
Your EAM's AI Won't Pass an EU AI Act Audit. Here's Why.
EU AI Act full enforcement begins August 2026, with fines up to €35M. Most EAM vendors bolt AI on top — and retrofitted audit trails won't satisfy regulators.
June 27, 2026 · UniEAM Editorial
71% of Utilities Are Short-Staffed. That Makes Running Two EAM Systems Twice as Dangerous.
Black & Veatch's 2026 survey finds staffing shortages are now utilities' top concern. Here's why siloed EAM tools make the knowledge-loss problem worse.
June 26, 2026 · UniEAM Editorial
The Retiring Expert Problem: Why Agentic EAM Needs the Whole Asset Picture
As expert staff retire, utilities are deploying AI to preserve institutional knowledge. Siloed EAM means those agents only inherit half the asset picture.
June 25, 2026 · UniEAM Editorial
The AI Bottleneck Most Water Utilities Haven't Named Yet
Water utilities are investing in AI-driven maintenance, but a structural split between network EAM and plant EAM limits what AI can actually see.
June 24, 2026 · UniEAM Editorial
128 Weeks and Counting: Why Asset Replacement Decisions Need More Than Age-Based Rules
Power transformer lead times hit 128 weeks. With centuries of pipe replacement backlog, getting capital prioritization wrong has consequences that last years — not months.
June 22, 2026 · UniEAM Editorial
The Agentic Turn: Why Siloed EAM Can't Deliver the AI Agents You're Buying
AI agents are moving from advisors to actors in 2026. For mixed-portfolio operators, siloed EAM platforms will undercut every AI investment you make.
June 21, 2026 · UniEAM Editorial
Two-Thirds of Maintenance Teams Are Adopting AI. Most Will Aim It at the Wrong Assets.
Most predictive maintenance AI watches discrete equipment but ignores linear networks — where 70%+ of utility assets live. Here's the visibility gap costing operators their ROI.
June 20, 2026 · UniEAM Editorial
Water Utilities Know Where the Leak Is. Do They Know What It Will Break?
Smart sensors and AI are transforming pipe inspection — but detecting an anomaly is only half the problem. Understanding downstream consequences requires intelligence that siloed EAM tools can't provide.
June 19, 2026 · UniEAM Editorial
Great AI Predictions, Muted Results: The Mixed-Asset Maintenance Gap
AI forecasts asset failures with 85–97% accuracy, but mixed-portfolio operators aren't seeing the promised ROI. The gap isn't the algorithm — it's the data architecture.
June 18, 2026 · UniEAM Editorial
Agentic AI Doesn't Just Predict — It Acts. Is Your EAM Map Complete Enough?
Agentic AI doesn't just predict — it acts. For operators with linear and discrete assets, an incomplete EAM map is now a live operational risk.
June 17, 2026 · UniEAM Editorial
Agentic AI Is Running Maintenance Schedules. What Can It Actually See?
AI agents no longer just predict — they act. For mixed-portfolio operators, an incomplete asset model is now an operational liability.
June 16, 2026 · UniEAM Editorial
Forty Rules, One Blind Spot: How PHMSA's April Sprint Exposed the Mixed-Asset EAM Problem
PHMSA's April 2026 mega-rulemaking hit pipelines and processing facilities in one package. Here's why siloed EAM tools make this compliance sprint nearly impossible.
June 15, 2026 · UniEAM Editorial
CI Fortify and the EAM Gap: Why Siloed Asset Systems Fail at the Worst Moment
CISA's CI Fortify initiative raises the bar for infrastructure resilience. Most EAM platforms weren't built to meet it—they can't see across asset-type boundaries.
June 14, 2026 · UniEAM Editorial
Mixed Portfolios, Fragmented Audits: Why CIRCIA Is Breaking the Case for Siloed EAM
New CIRCIA rules and NERC CIP standards demand a unified audit trail across linear and discrete assets. Two separate EAM systems cannot deliver it.
June 13, 2026 · UniEAM Editorial
What the $18 Trillion EAM Market Gets Wrong About AI
The asset management market is projected to reach $18 trillion by 2035. But most of that AI investment will underperform — and the reason is topology.
June 12, 2026 · UniEAM Editorial
Track Thinks in Networks. Trains Think in Hierarchies. One EAM Should Handle Both.
Rail transit splits across two EAM paradigms: linear track networks and discrete rolling stock. Here's why unifying them changes what AI can actually do.
June 11, 2026 · UniEAM Editorial
The AI EAM Gap That New Regulations Just Made Impossible to Hide
NERC CIP-003-11 went live in May 2026, demanding unified OT asset visibility. For utilities running two EAM systems, the compliance gap is now the AI gap.
June 10, 2026 · UniEAM Editorial
When the Signal Box Fails, Your EAM Should See the Network
Rail operators lead on rolling stock predictive maintenance — but that AI operates blind to the track network. A unified EAM changes what's possible.
June 9, 2026 · UniEAM Editorial
The $2.1 Trillion Prioritization Problem: Why Fragmented EAM is Failing Water Utilities
A $2.1 trillion infrastructure gap demands smarter prioritization. Here's why siloed EAM tools — one for pipelines, one for plants — can't provide it.
June 8, 2026 · UniEAM Editorial
The Two-System Tax: How AI Is Exposing a Structural Flaw in Mixed-Portfolio EAM
As AI agents enter EAM workflows, operators running separate systems for linear and discrete assets face a structural liability that middleware cannot fix.
June 7, 2026 · UniEAM Editorial
CI Fortify and the End of Siloed Asset Management
CISA's CI Fortify directive raises the bar for critical infrastructure operators. If your linear and discrete assets run on separate EAM systems, you're already behind.
June 6, 2026 · UniEAM Editorial
The 2026 Compliance Wave Is Exposing EAM's Oldest Problem
FERC and NERC CIP changes in 2026 raise the bar for asset integrity, exposing the cost of managing linear and discrete assets in separate systems.
June 5, 2026 · UniEAM Editorial
The Two-EAM Problem: Why Mixed-Portfolio Operators Are Running Out of Road
Most utilities run separate EAM systems for linear and discrete assets. NERC CIP's 2026 deadlines are exposing the hidden cost of that architecture.
June 4, 2026 · UniEAM Editorial
The Mixed-Portfolio Trap: Why Two EAM Platforms Produce Half the Intelligence
Utilities and transit operators running separate EAM platforms for linear and discrete assets are leaving the biggest predictive maintenance gains unclaimed.
May 31, 2026 · UniEAM Editorial
Why Your EAM's AI Doesn't Know What It Doesn't Know
Predictive maintenance AI now claims 85%+ accuracy. But if your linear and discrete assets live in separate systems, the AI is reasoning blind.
May 30, 2026 · UniEAM Editorial
The Predictive Maintenance Numbers Are Real. Why Are Mixed-Asset Operators Capturing Half?
AI predictive maintenance delivers proven ROI — but mixed-asset operators running separate linear and discrete systems are missing the gains that only appear across both.
May 29, 2026 · UniEAM Editorial
Regulators Want One Asset Inventory. Your Two EAM Systems Can't Deliver It.
CISA's OT asset inventory mandate requires 14 attributes for every asset, continuously updated. For mixed-portfolio operators, siloed EAM turns compliance into a reconciliation problem.
May 28, 2026 · UniEAM Editorial
The Network Blind Spot: Why Siloed EAM Fails Mixed-Portfolio Operators
When the Potomac Interceptor collapsed in January 2026, the data on pipe condition existed. What was missing was network-aware reasoning across both linear and discrete assets.
May 25, 2026 · UniEAM Editorial
Water Utilities Are Running Two AI Programs. They Need One.
Water utilities are investing heavily in AI — but split systems for pipe networks and treatment plants mean the most valuable predictions never form.
May 24, 2026 · UniEAM Editorial
The AI Adoption Gap in Asset Management Starts With Your Second EAM System
65% of maintenance teams plan AI adoption — only 32% have done it. The bottleneck isn't the AI. It's the data divide between your linear and discrete EAM systems.
May 23, 2026 · UniEAM Editorial
AI Is Coming to EAM. The Question Is Whether It Can Read the Map.
EAM vendors are racing to add AI, but intelligence built on a siloed data model is still siloed. Here's what mixed-portfolio operators should demand.
May 6, 2026 · UniEAM Editorial
Why the Next Pipeline Failure Will Start as a Data Problem
Pipeline incidents cost the US $10B+ over two decades. AI inspection now cuts review time by 85%—but siloed EAM systems cap what that AI can actually see.
May 5, 2026 · UniEAM Editorial
Your AI Knows What Will Break. Does It Know What Else Will Break Because of It?
Prescriptive AI in EAM can forecast failures 6–12 months out — but siloed systems miss cascade risk across linear networks and discrete asset hierarchies.
May 4, 2026 · UniEAM Editorial
Aging Infrastructure Meets New Mandates: The Case Against Running Two EAM Systems
New CISA and FERC rules demand unified asset visibility just as infrastructure hits 60-year-old equipment limits. Siloed EAM tools make both harder to solve.
April 28, 2026 · UniEAM Editorial
Why every EAM workflow needs an agent (not a chatbot)
The AI conversation in EAM has stalled at chatbots. The real shift is agentic — and it changes who does the work, not just how it gets typed.