Global Intelligent Automation Leader | Strategy, Innovation & Operations | Digital Transformation | RPA, AI, Startup, & Venture Advisor | Public Speaker | Gartner Peer Community Ambassador

Doug Shannon | IT Automation & Digital Transformation Leader
Top 50 Intelligent Automation Leader | 2x Top 25 Thought Leader in 2024 | Top AI Voice  | Co-Host of InsightAI

🔍 I help leaders transform chaos into clarity by turning AI from a buzzword into a governed, explainable partner, through human-first frameworks like ACT, GAAA, and SODOTOLO.

With over 20 years of expertise in advanced technology and automation, Doug Shannon is a recognized leader driving the future of enterprise transformation. His work integrates cutting-edge automation, AI, and leadership principles to build the autonomous enterprise, enabling organizations to thrive in a rapidly changing world.

🌟 What Sets Doug Apart:
Creator of Frameworks for Success:
GAAA Model: Gauge, Analyze, Automate, Adapt - empowering businesses to evolve and optimize.
SODOTOLO Framework: See 1, Do 1, Teach 1, Learn 1- driving continuous growth through practical learning.

🌍 Global Recognition:
Ranked among the Top 50 Intelligent Automation Leaders.
2x recipient of the Top 25 Thought Leaders in 2024 award.
Automation Innovator: Architect of self-healing and resilient automation processes, setting new standards in operational excellence.
Digital Transformation Visionary: Championing multi-agent systems and frameworks as a cornerstone of the future for AI and GenAI.

💡 Core Competencies:
Enterprise Robotic Process Automation (RPA)
Artificial Intelligence (AI), LLMs, NLP, ML
Agile Project Management (Certified Scrum Master)
Mergers & Acquisitions (M&A)
Risk Analysis, Enterprise Architecture, Product Governance
Digital Transformation & Business Process Reengineering

🎯 Notable Achievements:
Creator of the ACT Leadership Model (Alignment, Clarity, Transparency).
Gartner Peer Community Ambassador, fostering thought leadership globally.

🌍 Affiliations:
Theia Institute - https://www.theiathinktank.com/
Gartner Peer Community - https://blogs.gartner.com/peer/ambassador/
VOCAL - https://www.linkedin.com/company/vocalcustomervoice/mycompany/
Co-Host of InsightAI - https://www.youtube.com/playlist?list=PLivd8WaRu-XnT0kiQTmTAXQ2e5gloVLvp

☕ Support Doug’s Insights: https://buymeacoffee.com/dshannon

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Edward “EP” Preston, my 28,000th connection

Every thousand connections, I take a moment to highlight someone who brings real value to this industry. I met Edward at the Ignite GTM Infrastructure Conference, and we instantly connected on AI, cyber, GTM strategy, and the future of enterprise technology. He brings a level of energy that is rare. It is galvanizing. It pulls people in.

Today, I get the pleasure to tell his story.

Edward’s path did not begin in a tech lab or a startup hub.

It began on the floor of the Chicago Mercantile Exchange, one of the fastest and most intense environments in finance. That world taught him speed, discipline, and the ability to operate under pressure. Those traits shaped everything that came next.

He spent 15 years in alternative investments as a broker, advisor, hedge fund manager, and quant. Then he made a bold shift into technology. That decision unlocked the version of Edward this industry knows today.

For the past 12 years, he has built a strong track record in go to market across cybersecurity and AI. He shaped outcomes for brands including Quest Software and Dell. He contributed to seven successful acquisitions. At Cylance, he supported the growth of several global business units during its climb to unicorn status, contributing 23 percent attribution to 250 million ARR.

Edward has a style that is his own. He blends sales precision, marketing creativity, and GTM rigor in a way that turns early traction into momentum. He builds systems, teams, motion, and consistency. His storytelling elevates founders and cuts through noise in crowded markets. Investors see him as an operator who brings strategy to life.

Then there is EPicHYPE. This is not hype for attention. It is a platform Edward created that spotlights founders, amplifies brands, and builds demand before competitors understand what is happening. His mantra is simple and true. Everything EPic starts with EP!

🤫 Edward Preston, thanks for being my 28,000th connection. This milestone is always about people, and you represent exactly why these stories matter.

#celebrate #mindsetchange #humanfirst

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Doug Shannon 🪢

From Firefighting to Foresight: Why AI Is Becoming Humanity’s First Window Into Tomorrow

My latest Forbes article is now live.
As a Thought Leader on the Forbes Technology Council, I wrote this piece to help leaders understand one of the most important shifts of our lifetime.

For the first time in human history, we are gaining the ability to perceive events before they fully form. This is not reaction. This is not broad preparation. This is Pre Cognition. A world where AI models trained on physics, biology, geospatial telemetry, and real world patterns can show us what is likely to happen next with enough clarity and time to intervene.

This is not a trend. It is not a bubble. It is not another cycle of technology hype. It is a structural transformation in how civilization will operate going forward.

For centuries, humanity lived in a reactive world. Every system we built, from emergency services to supply chains to public health to enterprise planning, was designed around the limits of hindsight. We waited for the event to land, then we mobilized.

That world is shifting…

AI is now learning the world itself, not only the text we type into it. Models like GraphCast, Flood Hub, Surya, VaxSeer, and WIFIRE show what becomes possible when intelligence learns the underlying rhythms of the physical world. Weather. Disease evolution. Solar storms. Wildfire ignition and spread. Infrastructure stress. Supply chain fragility.

Pre Cognition moves us from asking, what happened and how do we respond to… What is forming and what can we do now to change the outcome.

The article explores why this moment is different, how enterprises can prepare, and what it means for public health, risk governance, national resilience, and our collective relationship with uncertainty. When tomorrow becomes visible today, leadership itself changes.

#forbes #humanfirst #enterprise  

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My November edition of Brewing Insights is now live, and this one is different. It is deeper. It is heavier. It is more reflective of the world we are stepping into and the world we are seeing shaped around us, whether we realize it or not.

As many of you may know, the end of November is also my birthday, which now I share with the birthday of when GPT-3 hit the market for the first time 3 years ago. That being said, birthdays have a way of slowing us down. They make us step back from the noise and look at the pattern underneath our lives, our decisions, our careers, and even the systems we build. They make us look at the world we participate in, and in some cases, the world we unintentionally help create...

This month’s issue came from that place of reflection.

Traveling across industries, talking with leaders, and watching the ever-present pace of AI accelerate, I have noticed something that feels both exciting and uncomfortable. Intelligence is scaling faster than the world that holds it, and the cloud is quietly looking for new places to grow. Maybe beyond power grids. Maybe beyond borders. Maybe beyond Earth...

Yet what matters more is not the technology. It is the perspective. It is how we choose to understand the moment we are in.

I have always believed in the word yet. It is a quiet word, yet a powerful one. It saves us from the trap of certainty. It reminds us that intelligence is evolving, leadership is lagging at times, and (yet) we still find ourselves evolving with it. When people say AGI will never happen, or that some future is impossible, I often think they simply removed the word yet.

Most of the breakthroughs we now take for granted were once dismissed by people who were absolutely convinced of their own limits. They were not wrong about the moment. They were only missing the (yet)...

This month’s edition is written for anyone who wants to understand where AI is heading and why alignment and perception matter more than hype.

As we close the month, I want to thank all of you. Your comments, insights, and challenges help me see things from new angles. I write to teach, as well as to learn, and I share what I learn so others can see further too. That reciprocity is something I value deeply.

Wishing you all a thoughtful and meaningful start to the holiday season. Here is to growing, questioning, observing, and remembering that the future is rarely a no. It is almost always not yet.

#humanfirst #enterprise #mindsetchange #brewinginsights

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Power as the Constraint, Intelligence as the Catalyst “The cloud isn’t just expanding, it’s evolving.” We often talk about scaling AI as if we are sca

Open article: Brewing Insights: Growing the Cloud Beyond Earth by Doug Shannon 🪢 • 11 min read

Brewing Insights: Growing the Cloud Beyond Earth

𝐀𝐈 𝐈𝐬𝐧’𝐭 𝐓𝐚𝐤𝐢𝐧𝐠 𝐉𝐨𝐛𝐬. 𝐈𝐭’𝐬 𝐓𝐞𝐬𝐭𝐢𝐧𝐠 𝐋𝐞𝐚𝐝𝐞𝐫𝐬𝐡𝐢𝐩.
 
Stanford surveyed 1,500 workers and AI experts.
▫️ 60% believe AI will reshape their role within 5 years.
▫️ Only 36% believe it will replace their role entirely.

That gap isn’t a tech insight. It’s a trust signal.

We’re not just facing automation. We’re staring into a mirror.

A second study, Automation from the Worker’s Perspective (Armstrong et al., 2024), surveyed over 9,000 workers across nine countries. Here’s what stood out:

▫️ Most see automation as a benefit, improving safety, autonomy, and sometimes pay.
▫️People solving complex problems, or who feel valued, are more optimistic about tech.
▫️More education can actually lead to more skepticism, not less.
▫️Incentives, not consultation, are what truly drive adoption.

Here’s the part most leaders miss.

AI doesn’t just change work. It surfaces how we’ve treated workers all along.

When people feel 𝐀𝐥𝐢𝐠𝐧𝐦𝐞𝐧𝐭, they engage, because they see themselves in the mission.
𝐂𝐥𝐚𝐫𝐢𝐭𝐲 gives them a voice at the table, not just a seat.
𝐓𝐫𝐚𝐧𝐬𝐩𝐚𝐫𝐞𝐧𝐜𝐲, when reflected back, builds trust on both sides.

▫️Only then can they see the path ahead, and choose to walk it.

That’s not just change. That’s leadership.
Not fear. Not hype. But ACT. Alignment. Clarity. Transparency.

The future of work isn’t defined by the tech.
It’s defined by whether people believe they belong in it.

#AGI #jobs #ai #genai #mindsetchange #HumanFirstAI

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𝗥𝗲𝗶𝗺𝗮𝗴𝗶𝗻𝗶𝗻𝗴 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗶𝗻 𝗮𝗻 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝘁 𝗘𝗿𝗮

Einstein once said, “It is a miracle that curiosity survives formal education.” He wasn’t criticizing teachers, he was pointing out the system.

In these two images, you see what’s broken and what’s possible.

▫️ On the left, students repeat a² + b² = c², reciting knowledge without understanding it.

▫️ On the right, each student thinks differently, one in art, one in rockets, one in nature. That’s imagination, not imitation.

We’ve spent decades training people to memorize, to mimic, to test, yet the future isn’t about memorizing what machines already know.
We’re entering an age where intelligence travels with you, in your devices, in your agents, in the systems that anticipate your next move.

The question isn’t whether schools will fail, it’s whether they will adapt. Because the cost of staying the same isn’t just financial, it’s generational.

If education doesn’t evolve, we risk creating two lost generations, children and young adults fluent in answers but illiterate in curiosity.

In a world where intelligence is interactive, adaptive, and distributed, the real skill won’t be recalling information, it will be knowing how to think, ask, and collaborate with it.

We have to stop teaching what to think, and start teaching how to think, learn, and imagine again.

#ai #education #mindsetchange #curiosity  

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Ontology, Context, and the Foundation of Enterprise Intelligence

Ontology defines the what, where, and why of data. It gives meaning, structure, and direction. While knowledge graphs once carried that banner in what I call “traditional/academic AI,” ontology has become the bridge that connects human understanding with enterprise intelligence.

We’re now entering a phase where ontology meets reality. As more teams learn how to use RAG models, vector embeddings, multimodal systems, and natural language pipelines, we’re seeing a new wave of hybridization. Terms like Graph RAG, Graph ML, Graph Analytics, and the merging of AI Ops and ML Ops are everywhere. The naming is fragmented, the infrastructure is fragmented, and many organizations are still trying to cobble these pieces together.

The truth is, without a unified foundation, nothing scales. You can’t build intelligent systems on inconsistent context. Ontology creates that foundation. It connects systems, people, and purpose through shared meaning.

Knowledge graphs once promised this but often failed in practice. Three to six months after being built, they became outdated. People left, projects shifted, language evolved, and those scatterplots of meaning lost their relevance. Ontology, however, adapts. It represents not just static connections but living context that evolves with the organization.

The future of enterprise AI depends on contextually aware intelligence.

That means understanding how your company thinks, operates, and differentiates. It means defining what your enterprise knows, how it learns, and why it matters.

▫️When you know your what, where, and why, your systems gain clarity.

▫️When your foundation aligns with your ontology, you gain scalability.

▫️When you unify meaning, you build intelligence that lasts.

 #ontology #RAG #humanfirst #enterprise  

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The Genesis Mission Is Not What People Think It Is

There is a lot of online discussion about the Genesis Mission. Some people are worried that this means robots arriving in government, major job displacement, or the first step toward a sci-fi scenario. Not exactly.

What is happening is the start of a national effort to build internal capability around AI, governance, and scientific discovery. This is early, ambitious, and built on existing national labs, data repositories, and secure research infrastructure. It is not the government replacing people. It is the government preparing for a future where people must understand AI well enough to guide it.

We have moved past the Terminator era of imagination. Real AI challenges today involve identity, access, lineage, autonomy, and the pace of decision cycles. Those are the areas that require stabilization and oversight.

Here is what the Genesis Mission actually represents.

▫️ A commitment to AI sovereignty. Countries need the ability to guide and protect their own intelligence capabilities rather than depend fully on outside organizations.
▫️ A workforce initiative. Agencies will need practitioners, architects, and multi-agent builders who can support safe adoption and modernization.
▫️ A civilian counterpart to the military AI effort. The DoD already works under its AI Adoption Strategy, supported by programs like Project Maven and JADC2. Genesis establishes a similar foundation for the civilian side.
▫️ A safeguard against dependency. If government capability does not evolve internally, future AI responsibilities will be pushed outward to groups that may not align with long-term national priorities.
▫️ A response to emerging misuse. Bad actors now have access to tools that can amplify reach and complexity, so internal defenses must improve.
▫️ A focus on protected innovation. This includes models, agents, lineage protection, IP clarity, secure datasets, and identity frameworks.
▫️ A path for transformation. Individuals will eventually be trained and placed across agencies to help modernize workflows, strengthen governance and elevate decision quality.
▫️ A human-first direction. This is about upskilling people, not removing them.

“AI does not remove the need for people, it raises the need for people who understand it.”
— Doug Shannon

Project Stargate emphasized the need for protected intelligence, governed lineage and human oversight. Genesis builds on that foundation by creating the people and structures required to support it.

The coming decade will favor countries that can guide their models, govern their agents, protect their lineage and grow their internal capability.

#Whitehouse #mindsetchange #GenAi 

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Leadership through ACT

Most leadership frameworks focus on doing more. ACT focuses on being more, more aligned, more clear, more transparent.

▫️ Alignment brings shared goals. It’s when teams stop pulling in different directions and start moving with unified intent.
▫️ Clarity turns action into momentum. When people understand why they’re doing something, effort becomes meaningful.
▫️ Transparency builds trust. When leaders show up authentically, teams grow stronger together.

Leadership isn’t about authority, it’s about alignment. It’s also not about perfection, it’s about clarity. Ultimately it never thrives if it’s about control, you have to aim for trust.

Alignment, Clarity, Transparency, that’s leadership through ACT.

#Leadership #ACTFramework #HumanFirst #Alignment #Clarity #Transparency

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𝗜𝘀 𝘁𝗵𝗲 𝗖𝘂𝘀𝘁𝗼𝗺𝗲𝗿 𝗔𝗹𝘄𝗮𝘆𝘀 𝗥𝗶𝗴𝗵𝘁… 𝗶𝗻 𝘁𝗵𝗲 𝗔𝗴𝗲 𝗼𝗳 𝗔𝗜?

For decades, we’ve been told “the customer is always right.”

Yet in the age of generative, autonomous, and even scaled intelligence, that saying no longer holds up.

The truth is, most customers don’t know what to ask for. Not because they lack vision, but it’s because they’ve never seen what is now possible.

Enterprises are still learning what AI even means for their own operations. While culture, structure, and context haven’t caught up.

▫️ Many organizations have lost sight of their own purpose.
▫️ Leaders are moving too fast to see what is truly working.
▫️ Teams are buried under legacy systems and outdated processes.

When someone says, “We just need a use case,” what they are really saying is, “We don’t know where to begin.”

That is why projects stall, expectations misfire, and innovation feels like walking through fog. You can only see as far as the next tree line.

When I say the customer isn’t always right, I don’t mean they are wrong. I mean they are learning. Every business is.

AI isn’t just automation, it is intelligence at scale:
▫️ Business intelligence at scale
▫️ Customer service intelligence at scale
▫️ Operational intelligence at scale
▫️Etc. _______ intelligence at scale

Until organizations can see the full picture, connecting ontology, taxonomy, inferencing, and multi-agent coordination, they will continue to confuse activity with progress.

The real opportunity ahead isn’t in selling, it is in guiding, teaching, and helping others understand how to enable, empower, and embolden their people.

 #agents #Automation #mindsetchange  #GenAi 

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𝗪𝗮𝘁𝗰𝗵𝗶𝗻𝗴 𝘁𝗵𝗲 𝗙𝘂𝘁𝘂𝗿𝗲 𝗙𝗼𝗿𝗺: 𝗗𝗶𝗴𝗶𝘁𝗮𝗹 𝗗𝗼𝗹𝗹𝗮𝗿𝘀, 𝗗𝗶𝗴𝗶𝘁𝗮𝗹 𝗜𝗗𝘀, 𝗮𝗻𝗱 𝗛𝘂𝗺𝗮𝗻 𝗔𝘄𝗮𝗿𝗲𝗻𝗲𝘀𝘀

There is a quiet yet significant transformation happening across global finance and identity systems. It is not science fiction, and it is not something to fear. It is something to understand.

Across the world, governments and enterprises are exploring how digital currency and digital identity could work together to make transactions faster, safer, and more efficient. The U.S. is among them, studying what a digital dollar could mean for commerce, security, and inclusion.

This is not about replacing money with code. It is about modernizing how trust moves between people, banks, and institutions. The same way paper gave way to plastic cards, and cards gave way to mobile wallets, this may be the next evolution in how value is verified and transferred.

▫️ Digital currencies can reduce fraud, simplify cross-border payments, and speed up how economies function.
▫️ Digital IDs can streamline verification while reducing identity theft.
▫️ AI and automation can help monitor systems in real time, improving transparency and compliance.

Together, these shifts could form a new kind of digital infrastructure for trust, connecting people, institutions, and governments in ways that are still taking shape.

The question is not if these systems will arrive, it is how thoughtfully they will be designed and deployed:
▫️ Will they protect privacy as they increase efficiency?
▫️ Will they expand access while maintaining fairness?

We do not yet know what direction this will take, yet the patterns are emerging. Awareness matters now, because the best way to prepare for change is to notice it as it begins.

“Being aware isn’t being afraid, it’s being ready.”

#AI #CyberSecurity #AIagents #DataSecurity #money #humanfirst #crypto 

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Digital Hygiene Is Evolving, and Digital IDs Are About To Take Center Stage

Forbes just released a new article on digital hygiene, and as a Forbes Technology Council Thought Leader, I had the chance to contribute. 

The timing could not be better, because digital hygiene is no longer about devices or passwords. It is now about the identity layer, and that shift is what will drive the rollout of digital IDs across both the personal and enterprise world.

The habits we relied on in the past will not protect us in systems powered by AI, automation, and token based access. The new frontier is verifiable identity, token lineage, and clean access control.

Here is the insight I shared in the article.

“Carefully track your identity’s presence and use.
Treat your identity like data with lineage. Track where it is stored, who accesses it and how it is used. Use token gated authentication, not just passwords, and separate personal from professional access. Visibility creates control, without it you are trusting what you cannot verify. Token gating makes identity management verifiable, not vulnerable.”
– Doug Shannon

Why this matters now
▫️ Digital hygiene now includes identity hygiene, not just password hygiene
▫️ AI systems authenticate through tokens, not passwords
▫️ Tokens define identity, access, privilege, and compliance boundaries
▫️ Token lineage shows how your identity moves through systems
▫️ Token gating strengthens RBAC, role based action control
▫️ Clean identity habits reduce personal and enterprise level risk
▫️ This is how digital IDs become standardized across industries and daily life

Digital IDs are coming faster than people expect, fueled by the need for verifiable identity, clear lineage, and controlled access. Your identity is becoming a living data object inside every system you touch. If you cannot verify where it goes, you cannot protect it.

Digital hygiene used to mean cleaning up your inbox. Now it means cleaning up your identity.

If you want safer systems, stronger AI adoption, and cleaner governance, start with identity hygiene and build token governance on top of it. That is the future of digital trust.

#forbes #humanfirst #enterprise  

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Open article: Digital Hygiene Habits That Strengthen Business And Personal Security by forbes.com

Digital Hygiene Habits That Strengthen Business And Personal Security

𝗕𝗲𝗳𝗼𝗿𝗲 𝗬𝗼𝘂 𝗙𝗶𝘅 𝘁𝗵𝗲 𝗣𝗿𝗼𝗯𝗹𝗲𝗺, 𝗙𝗶𝘅 𝘁𝗵𝗲 𝗙𝗿𝗮𝗺𝗲!
𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸𝘀 𝗱𝗼𝗻’𝘁 𝗷𝘂𝘀𝘁 𝗴𝘂𝗶𝗱𝗲 𝘄𝗼𝗿𝗸, 𝘁𝗵𝗲𝘆 𝗴𝘂𝗶𝗱𝗲 𝗺𝗲𝗮𝗻𝗶𝗻𝗴.

Most people see frameworks as checklists or steps. I see them as lenses of understanding, they define how we see the ask, the demand, or the pain point itself.

Take any business challenge, like a drop in customer satisfaction. One leader frames it as a service issue, another as a data problem, another as a people challenge. Without a shared framework, everyone solves a different problem.

A strong framework doesn’t just organize actions, it aligns interpretation. It becomes the frame that helps everyone see the same challenge the same way, so solutions can finally connect.

That’s why ACT (Alignment, Clarity, Transparency) matters:
▫️ Alignment connects intent to impact.
▫️ Clarity turns confusion into comprehension.
▫️ Transparency transforms oversight into trust.

When a framework becomes the shared frame, answers stop being opinions and start becoming understood standards.

Epictetus said it best, “It’s not what happens to you, but how you react to it that matters.”

In business, the framework shapes that reaction, it’s what turns effort into understanding and strategy into culture.

 #mindsetchange #leadership #enterprise 

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𝗡𝗼𝘁𝗶𝗰𝗲: The views within any of my posts, or newsletters are not those of my employer or the employers of any contributing experts. 𝗟𝗶𝗸𝗲 👍 this? Feel free to reshare, repost, and join the conversation!

𝗧𝗵𝗲 𝗣𝗿𝗼𝗯𝗹𝗲𝗺 𝗪𝗶𝘁𝗵 𝗚𝗿𝗮𝗽𝗵𝗥𝗔𝗚: 𝗗𝗼𝗻’𝘁 𝗕𝘂𝘆 𝗮 𝗠𝗮𝗽 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝗔𝘀𝗸𝗶𝗻𝗴 𝗪𝗵𝗼 𝗨𝗽𝗱𝗮𝘁𝗲𝘀 𝗧𝗵𝗲 𝗧𝗲𝗿𝗿𝗮𝗶𝗻

Everyone is starting to talk about GraphRAG, a variation of Retrieval Augmented Generation that uses a knowledge graph instead of flat text chunks. It sounds powerful because instead of pulling loose paragraphs from memory, the model can reason across relationships and entities. Microsoft even open sourced a framework for it, and vendors are already calling it the next leap in enterprise AI.

But here’s the part they won’t tell you, knowledge graphs decay.

They look impressive at launch, yet within three to six months the world they represent has already changed. New products appear, teams reorganize, systems merge, and those clean relationships start to fracture. The graph that once represented your enterprise knowledge now represents your enterprise past.

Ask any data scientist who’s worked with knowledge graphs.

Unless you have someone constantly updating, curating, and aligning that knowledge graph, you’re not building intelligence, you’re building drift.

𝗪𝗵𝗮𝘁 𝗣𝗲𝗼𝗽𝗹𝗲 𝗮𝗿𝗲 𝗦𝗲𝗹𝗹𝗶𝗻𝗴
Many will try to sell GraphRAG as a turnkey service, saying “connect your data, generate a graph, and get better results.”

What they are really selling is static structure.
It looks elegant at first, yet it is missing what makes it sustainable, ontology, orchestration, and governance.

𝗪𝗵𝗮𝘁 𝗘𝗻𝘁𝗲𝗿𝗽𝗿𝗶𝘀𝗲𝘀 𝗡𝗲𝗲𝗱 𝘁𝗼 𝗗𝗼
If you want your knowledge graph to live, not just exist, you need three things:

▫ Ontology Layers: 
Define what your enterprise actually knows. Build a shared vocabulary for people, processes, and data. This becomes the foundation of alignment.

▫ Taxonomy and Agents: 
Deploy agents that watch your ontology, detect change, and evolve the graph as your business evolves.

▫ Governance and Change Control: 
Track when knowledge is added, modified, or retired. A knowledge graph without change control quickly loses trust and accuracy.

This is how you turn a static graph into a living system.

𝗟𝗼𝗼𝗸𝗶𝗻𝗴 𝗙𝗼𝗿𝘄𝗮𝗿𝗱
First understand what it is, understand its limits, and design for the enterprise you want to build, one where knowledge evolves in sync with your organization.

The future is not about connecting everything once, it is about keeping everything aligned continuously. That is what and how you make AI work.

#humanfirst #mindsetchange #ai #aiagents 

Forbes Technology Council  Gartner Peer Experiences  InsightJam.com  PEX Network  Theia Institute  Thinkers360  IgniteGTM  IA FORUM  SSON  Intelligent Automation Community Solutions Review 


𝗡𝗼𝘁𝗶𝗰𝗲: The views within any of my posts, or newsletters are not those of my employer or the employers of any contributing experts. 𝗟𝗶𝗸𝗲 👍 this? Feel free to reshare, repost, and join the conversation!

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