Yves Mulkers

Yves Mulkers

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Data & analytics strategist; digital transformation and ops impact.

AI Cuts BEC Dwell Time From Days to Minutes
SocialApr 11, 2026

AI Cuts BEC Dwell Time From Days to Minutes

Business email compromise dwell time: 24 days to 24 minutes. That is AI-powered incident response working. 85% of organizations still run manual security. Attackers move in 72 minutes. The math does not work.

By Yves Mulkers
AI Masks Bad Data, Making Broken Pipelines Invisible
SocialApr 11, 2026

AI Masks Bad Data, Making Broken Pipelines Invisible

Snowflake is trending this week. Not because of a new feature. Because AI made broken data transformation pipelines impossible to ignore. An LLM does not know your data is bad. It just makes it sound confident. That is worse than a bad dashboard. At...

By Yves Mulkers
Hire by Outcome Data or Be Replaced
SocialApr 10, 2026

Hire by Outcome Data or Be Replaced

The metric defining hiring just changed. Outcome data. Predictive validity. Scientific rigor. A good DJ always knew which record would work. Now you can prove it before you play it. Adapt the standard, or get replaced by the metric itself.

By Yves Mulkers
Enterprises Store Data Right, but Lose Key Control
SocialApr 10, 2026

Enterprises Store Data Right, but Lose Key Control

Data sovereignty is not data residency. Three things have to align: where data is stored, how it is encrypted, who controls the encryption keys. Most enterprises get the first right. Almost none get the third.

By Yves Mulkers
Choose Training Tools by Need, Not AI Hype
SocialApr 9, 2026

Choose Training Tools by Need, Not AI Hype

8 training platforms. All claiming AI. All solving different problems. TalentLMS for SMBs. 360Learning for peer-driven orgs. Cornerstone for succession planning. They are not interchangeable. The best one matches your actual problem, not the best AI story.

By Yves Mulkers
Hidden Semantic Debt Drives $162M AI Infrastructure Bet
SocialApr 9, 2026

Hidden Semantic Debt Drives $162M AI Infrastructure Bet

$162M raised for AI infrastructure last week. No headlines. Here's why: 'customer' means something different in every AI tool you're using. Each new tool compounds the problem. The semantic inconsistency is the hidden debt. And someone just bet $162M on it.

By Yves Mulkers
AI Automates Models; Humans Still Win Negotiations
SocialApr 9, 2026

AI Automates Models; Humans Still Win Negotiations

Negotiation up 300%. Financial Modeling up 300%. Not AI tools. The skills everyone said AI would replace. AI builds the model now. What it can't do: sit across from a skeptical CFO and hold the line. The premium is shifting. To the humans...

By Yves Mulkers
AI Benefits Must Reach Workers, Not Just CFOs
SocialApr 8, 2026

AI Benefits Must Reach Workers, Not Just CFOs

"AI gains should be shared with workers." That is not a union slogan. That is a policy framework circulating this week. Four-day workweek. Expanded benefits. Government enforcement. Most enterprise AI strategies are built for the CFO conversation. The other one is arriving.

By Yves Mulkers
Audit AI Outputs Now to Avoid $145K Fines
SocialApr 8, 2026

Audit AI Outputs Now to Avoid $145K Fines

$145K in AI citation fines. Q1 2026. Already billed. Courts are not warning anymore. 4 things to audit: Map AI output exposure Test compliance flexibility Check association risk Reframe automation language Who verifies before it goes out? https://t.co/jiDxZhf68S

By Yves Mulkers
Early AI Bets Beat Building: Microsoft’s $228B Return
SocialApr 7, 2026

Early AI Bets Beat Building: Microsoft’s $228B Return

Microsoft invested $13 billion in OpenAI between 2019 and 2023. Their stake is now worth $228 billion. 17.6x return. The most profitable minority investment in tech history. Sometimes the best AI strategy is not building it. It is backing the right bet early.

By Yves Mulkers
AI Fear Spurs Politics: Add Risk Column Now
SocialApr 7, 2026

AI Fear Spurs Politics: Add Risk Column Now

70% of Americans think AI kills jobs. The FT compared AI data centers to fracking. When public sentiment and major publications align, the political response follows within 12 months. Your AI strategy needs a political risk column.

By Yves Mulkers
AI Funding Soars While Regulations Lag Behind
SocialApr 6, 2026

AI Funding Soars While Regulations Lag Behind

$300 billion in AI venture funding. One quarter. Record. Compliance monitoring: 60+ references per day. GDPR. CCPA. HIPAA. The money races ahead. The rules are still being written. Which side of that gap are you on? https://t.co/QGkxI4A6nk

By Yves Mulkers
AI Writes SQL, but Humans Still Needed to Validate
SocialApr 6, 2026

AI Writes SQL, but Humans Still Needed to Validate

AI was supposed to make SQL obsolete. SQL demand just hit a new high. Because AI writes the queries. It doesn't validate them. Someone still has to check the work. That someone needs to speak data. AI multiplies what you know. It doesn't replace...

By Yves Mulkers
Automation Handles Tasks; Judgment Remains Premium
SocialApr 5, 2026

Automation Handles Tasks; Judgment Remains Premium

Anthropic up 400% in signals this week. Google surging. Meanwhile: Communication and Collaborative problem-solving rising even faster. That's not a coincidence. Automate execution. The premium goes to judgment.

By Yves Mulkers
Choose AI Hype or Data Security—Know the Difference
SocialApr 5, 2026

Choose AI Hype or Data Security—Know the Difference

OpenAI buys a media company. A fintech leaves passports on a server for 5 years. Same week. The question for your team: are you investing more in telling the AI story or in protecting the data underneath it? And would you even...

By Yves Mulkers
Embedding AI Natively Beats Building It On Top
SocialApr 5, 2026

Embedding AI Natively Beats Building It On Top

78% of B2B companies implement AI. 95% boost budgets. The gap between AI-native and non-AI-native keeps widening anyway. Because most build AI on top. The winners build it in. Databricks just embedded AI directly into ETL. That's the difference. https://t.co/iMo83MW8zf

By Yves Mulkers
Oracle's Layoffs Fund AI, Highlighting Moat versus Rent
SocialApr 4, 2026

Oracle's Layoffs Fund AI, Highlighting Moat versus Rent

Oracle cut 30,000 jobs to fund AI data centers. That's not a tech layoff. That's capital reallocation made visible. The question: are you building the system of record, or building on top of someone else's? One of those is a moat. The other...

By Yves Mulkers
Data Mesh: A Human‑Centric Network, Not Just Architecture
SocialApr 4, 2026

Data Mesh: A Human‑Centric Network, Not Just Architecture

Data mesh or mesh of humans? Done well, data mesh IS a network of humans. #DataMesh #DataGovernance https://t.co/18gW4z1eAd

By Yves Mulkers
Regulators' Data Mandate Created Massive Identity Leak
SocialApr 4, 2026

Regulators' Data Mandate Created Massive Identity Leak

A fintech left tens of thousands of government identity docs on a public server for 5 years. Not rogue behavior. Standard behavior under a framework that mandates collection but not protection. Regulators built the honeypot. Companies just filled it. https://t.co/xpczIoR9i0

By Yves Mulkers
Databricks' $1M Challenge Signals Strategic Lock‑In
SocialApr 3, 2026

Databricks' $1M Challenge Signals Strategic Lock‑In

Databricks just opened a $1M startup challenge for B2B companies building on their platform. Prize money follows ecosystem bets. When a platform offers $1M in prizes, it's not charity. It's lock-in with upside. Know where the gravity is.

By Yves Mulkers
AI Agents Now Power Real Operations, Not Experiments
SocialApr 3, 2026

AI Agents Now Power Real Operations, Not Experiments

Predictive maintenance isn't a pilot project anymore. AI agents are moving into actual operational workflows. Automating decisions, not just recommending them. The organizations still treating AI as an experiment are getting lapped. Are you running or watching?

By Yves Mulkers
AI Agents Threaten Software Interfaces' Relevance to Investors
SocialApr 3, 2026

AI Agents Threaten Software Interfaces' Relevance to Investors

Fidelity to institutional investors: AI agents will erode the value of your software interfaces. Not disrupt. Erode. If an agent can finish your customer's task without opening your product, what makes you essential? That's the question. https://t.co/uHaWRaSCqt

By Yves Mulkers
Ignoring Data Governance Leads to AI Project Failures
SocialApr 3, 2026

Ignoring Data Governance Leads to AI Project Failures

Data governance isn't cool or sexy. That's why nobody talks about it on the record. Meanwhile their AI projects keep failing. #DataGovernance #AI https://t.co/AAKL6A7DLM

By Yves Mulkers
Automation Fuels Surge in Critical Thinking Demand
SocialApr 3, 2026

Automation Fuels Surge in Critical Thinking Demand

Everyone is automating thinking. Demand for critical thinking just spiked 200%. Expert consultations up nearly 10x. The gear got better. The crowd got more demanding. Automate the retrieval. Protect the reasoning. https://t.co/Fzq1sOae3T

By Yves Mulkers
Snowflake's Data Cloud Becomes Financial AI Gravity Well
SocialApr 2, 2026

Snowflake's Data Cloud Becomes Financial AI Gravity Well

Snowflake: Morningstar partnership, new CRO, rising AI workloads. Three signals, one direction. Enterprise data clouds aren't just storage. They're gravity wells for financial intelligence. The platform that controls data access controls the AI output.

By Yves Mulkers
AI Compute Becomes Collateral, Turning Expense Into Asset
SocialApr 2, 2026

AI Compute Becomes Collateral, Turning Expense Into Asset

CoreWeave just borrowed $8.5B using AI chips as collateral. Larger than the GDP of 40 countries. AI compute is no longer an expense. It's a financial asset. Every AI infrastructure decision you make now has balance sheet implications.

By Yves Mulkers
Data Governance: A Messy Human-Centered Design Challenge
SocialApr 2, 2026

Data Governance: A Messy Human-Centered Design Challenge

Data governance is fundamentally a design problem. And it's messy — because humans are messy. #DataGovernance #HumanCenteredDesign https://t.co/K5mFAET58s

By Yves Mulkers
Rely on Contracts and Legitimate Interest, Not Consent
SocialApr 2, 2026

Rely on Contracts and Legitimate Interest, Not Consent

Most compliance frameworks lean on consent as the primary lawful basis. Consent can be withdrawn at any time. Thailand's PDPA proves it: that's structural vulnerability, not safe harbor. Map your processing to contract performance + legitimate interest first. https://t.co/PTQjD2GryX

By Yves Mulkers
Agents, Not Apps, Will Drive the Next AI Shift
SocialApr 1, 2026

Agents, Not Apps, Will Drive the Next AI Shift

The AI headline this week: valuations and superapps. The signal underneath: autonomous agents moving from cloud inference to persistent local execution. The locus of control is shifting from apps to agent layers. Most architects aren't watching closely enough.

By Yves Mulkers
Vertical AI Delivers Results; General AI Still Limited
SocialApr 1, 2026

Vertical AI Delivers Results; General AI Still Limited

Eli Lilly bet $2.75B on AI drug discovery. Best AI model in the world: 0.37% on a reasoning benchmark. Both facts are true simultaneously. Vertical AI that knows your domain: already working. General AI that reasons universally: still finding its ceiling. https://t.co/7iTOUGavT3

By Yves Mulkers
Build AI for Fun, but Deploy with Purpose
SocialApr 1, 2026

Build AI for Fun, but Deploy with Purpose

Building AI for fun is great. But that doesn't mean you deploy everything to production. Start with why. #AI #ProductManagement https://t.co/uJWKNDvMvi

By Yves Mulkers
OpenAI Shifts From AI Leader to AI Infrastructure Backbone
SocialApr 1, 2026

OpenAI Shifts From AI Leader to AI Infrastructure Backbone

$2B/month revenue. $852B valuation. 15B API tokens/minute. OpenAI isn't winning the AI race. They're becoming the infrastructure everyone else runs on. One company is quietly becoming the OS of the AI era. https://t.co/pCTwNTf37w

By Yves Mulkers
Regulators Lag as AI Accelerates Drug Discovery
SocialMar 31, 2026

Regulators Lag as AI Accelerates Drug Discovery

AI in drug discovery is moving faster than any other sector right now. Eli Lilly. Computational pharma. FDA timelines under pressure. The bottleneck isn't the AI. It's whether regulatory frameworks were designed for a world where drug candidates get identified in months.

By Yves Mulkers
Data Stewards Must Be Domain Experts, Not Engineers
SocialMar 31, 2026

Data Stewards Must Be Domain Experts, Not Engineers

Data stewards don't need to be engineers. They need to be domain experts who can speak to data quality. #DataGovernance #DataSteward https://t.co/aQ7n0Kcc79

By Yves Mulkers
Kandou AI Raises $225M to Speed Chip Data Transfer
SocialMar 31, 2026

Kandou AI Raises $225M to Speed Chip Data Transfer

Kandou AI raised $225M to solve one problem: data moving too slow between chips. Not the model. Not the GPU. The wire. The 448G barrier. Your cluster idles while data waits. Most AI teams haven't hit it yet. They will. https://t.co/eet96ho75l

By Yves Mulkers
AI Subscriptions Will Follow Netflix's Rising Price Trend
SocialMar 30, 2026

AI Subscriptions Will Follow Netflix's Rising Price Trend

"AI is not going to cost $20 a month. It's going to get more expensive over time, just like Netflix." When Netflix launched, $8/month felt like a lot. Now you have five streaming subscriptions and stopped counting. AI pricing is just getting...

By Yves Mulkers
Human Judgment, Not Tech, Drives AI's Next Wave
SocialMar 30, 2026

Human Judgment, Not Tech, Drives AI's Next Wave

Interesting signal from this week's AI coverage. Critical thinking and leadership are among the fastest-rising topics. Not new model capabilities. Not infrastructure plays. The human layer. The judgment that decides what to do with AI.

By Yves Mulkers
AI Pilots Fail because Organizations Can't Manage Change
SocialMar 30, 2026

AI Pilots Fail because Organizations Can't Manage Change

83% of AI pilots never reach production. The cause isn't the technology. It's change management. Companies are spending billions on AI they can't absorb. The bottleneck isn't the model. It's the organization. https://t.co/QPQ5zoNlpb

By Yves Mulkers
Trust Trumps Technology Efficiency in Government Services
SocialMar 30, 2026

Trust Trumps Technology Efficiency in Government Services

Citizen trust or tech efficiency? If they don't trust you, it doesn't matter how efficient your tech is. #GovTech #AI #Trust https://t.co/adWNax9779

By Yves Mulkers
OpenAI's $730B Valuation Masks Potential Earnings Bubble
SocialMar 30, 2026

OpenAI's $730B Valuation Masks Potential Earnings Bubble

OpenAI just hit $730B. Up from $500B in October. But here's the uncomfortable part: there may be a bubble in the earnings themselves, not just the stock price. That's rarer. And harder to fix when it corrects. https://t.co/RRKIhVC2EE

By Yves Mulkers
Vertical AI Deals Surge Silently Across Industries
SocialMar 29, 2026

Vertical AI Deals Surge Silently Across Industries

4 AI acquisitions. 4 industries. 48 hours. None made the front page. Legal tech. Construction. Finance. Edge computing. The quiet consolidation of vertical AI is moving faster than the headlines suggest. Do you know what your competitors just acquired?

By Yves Mulkers
Compliance Checklists Aren't Enough to Stop Hacks
SocialMar 29, 2026

Compliance Checklists Aren't Enough to Stop Hacks

You filled out the checklist. You're 'compliant.' But I can still hack your systems. Compliance theater doesn't protect you. #DataGovernance #Cybersecurity https://t.co/ycxJfEqCmC

By Yves Mulkers
Leadership Buy‑in Essential; Otherwise Move On
SocialMar 28, 2026

Leadership Buy‑in Essential; Otherwise Move On

Bottom-up stewardship with top-level sponsorship. If leadership doesn't get it — your time is better spent elsewhere. #DataGovernance #Leadership https://t.co/pMm4Ql1hiy

By Yves Mulkers
Smart Money Backs Infrastructure, Not Shiny Model Hype
SocialMar 27, 2026

Smart Money Backs Infrastructure, Not Shiny Model Hype

Databricks keeps growing while everyone chases the shiny model release. That's not boring. That's a pattern. The infrastructure layer consolidates quietly. The application layer gets all the noise. DJ take: the crowd watches the lights. The smart money builds the sound system.

By Yves Mulkers
Measure AI's Impact by Decisions, Not ROI
SocialMar 27, 2026

Measure AI's Impact by Decisions, Not ROI

Gartner just told 4,000 data leaders: stop measuring AI ROI. The new metric: Return on Intelligence. Not what AI saves. What decisions AI actually improves. Harvey: $100M to $190M ARR in 5 months. Legal industry. What decision has AI improved for your team in...

By Yves Mulkers
Neglect Data Governance Until Breach Forces Reactive Cleanup
SocialMar 27, 2026

Neglect Data Governance Until Breach Forces Reactive Cleanup

Data governance is almost always an afterthought. Then a breach happens. Then we start digging. #DataGovernance #DataBreach #Leadership https://t.co/41ivbJYV3c

By Yves Mulkers
Automation Needs Human Judgment to Choose Meaningful Experiments
SocialMar 27, 2026

Automation Needs Human Judgment to Choose Meaningful Experiments

OpenAI's timeline: Oct 2026 (research intern), Mar 2028 (automated researcher). When research automates, judgment bottlenecks. Which experiments matter? When does data mislead? Spotify plays songs. The DJ reads the room. https://t.co/lGhKIW7JWO

By Yves Mulkers
AI Governance Rises Globally—Readiness No Longer Optional
SocialMar 26, 2026

AI Governance Rises Globally—Readiness No Longer Optional

48 hours this week: US: constitutional protections for AI outputs. Europe: enforceable compliance requirements. Scotland: five-year national AI strategy. Three continents. One conversation. The governance infrastructure is being built. Your company's readiness isn't a factor.

By Yves Mulkers
Slow, Sustainable AI Adoption Beats Speedy Disruption
SocialMar 26, 2026

Slow, Sustainable AI Adoption Beats Speedy Disruption

New CEPR research: moving too fast on AI creates permanent economic damage. Not temporary disruption. Permanent. The companies winning aren't moving the fastest. They're moving at the speed their people can absorb. Budget for the transition, not just the tool.

By Yves Mulkers