[{"data":1,"prerenderedAt":894},["ShallowReactive",2],{"h7kVPTdNfq":3,"nwR7beyNyx":57,"I0fx4WtnWI":129,"JTbsVffizJ":137,"9trKdP2wkm":361,"_apollo:default":893},{"post":4},{"id":5,"elementorData":6,"content":7,"layout":8,"title":9,"date":10,"featuredImage":11,"categories":16,"seo":23,"__typename":56},"cG9zdDozMTY2NA==","[{\"id\":\"adb68ea\",\"elType\":\"section\",\"settings\":{\"pp_animated_gradient_bg_color_list\":[{\"pp_animated_gradient_bg_color\":\"#F6AD1F\",\"_id\":\"348461c\"},{\"pp_animated_gradient_bg_color\":\"#F7496A\",\"_id\":\"16ca591\"},{\"pp_animated_gradient_bg_color\":\"#565AD8\",\"_id\":\"c454664\"}],\"pp_display_conditions\":[{\"_id\":\"6996617\"}]},\"elements\":[{\"id\":\"f30bcb9\",\"elType\":\"column\",\"settings\":{\"_column_size\":100,\"_inline_size\":null,\"pp_display_conditions\":[{\"_id\":\"0633f4b\"}]},\"elements\":[{\"id\":\"f4d592b\",\"elType\":\"widget\",\"settings\":{\"editor\":\"\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">Alongside the publication of the \u003Ca href=\\\"\\/blog\\/introduction-graph-technology-landscape\\/\\\" target=\\\"_blank\\\" rel=\\\"noopener\\\">2026 Graph Technology Landscape\u003C\\/a>, we interviewed seven leading voices from across the graph and data community. These practitioners, strategists, and industry leaders shared their perspectives on where graph technology stands today, and what the next phase of adoption will require.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">Among the experts we spoke with are Maya Natarajan, George Anadiotis, and Anisha Mane, co-founders of the \u003Ca href=\\\"https:\\/\\/stateofthegraph.com\\/\\\" target=\\\"_blank\\\" rel=\\\"noopener\\\">State of the Graph\u003C\\/a> initiative \\u2014 a community-driven effort to map, analyze, and make sense of the rapidly evolving graph ecosystem. Originally launched to bring clarity to a fragmented landscape, the project aims to categorize technologies, track emerging trends, and provide a shared understanding of how graph is evolving across industries.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">In this conversation, they explore the major forces shaping the graph space today, from the rise of knowledge graphs in AI and GraphRAG, to the growing importance of hybrid data architectures, improved usability, and the convergence of different graph technologies.\\u00a0\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">Read the full transcript of their interview with Kathryn Peake from Linkurious below and watch the complete video to explore their perspectives on the future of graph technology.\u003C\\/span>\u003C\\/p>\",\"pp_display_conditions\":[{\"_id\":\"9a49c29\"}],\"pp_elements_tooltip_content\":\"Tooltip Content\"},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"bd6ba38\",\"elType\":\"widget\",\"settings\":{\"youtube_url\":\"https:\\/\\/www.youtube.com\\/embed\\/ovwDK1hMeKY?si=tlynXP9BZM5aWv61\\\" title=\\\"YouTube video player\",\"vimeo_url\":\"https:\\/\\/vimeo.com\\/235215203\",\"dailymotion_url\":\"https:\\/\\/www.dailymotion.com\\/video\\/x6tqhqb\",\"videopress_url\":\"https:\\/\\/videopress.com\\/v\\/ZCAOzTNk\",\"pp_display_conditions\":[{\"_id\":\"60837cd\"}],\"pp_elements_tooltip_content\":\"Tooltip Content\"},\"elements\":[],\"widgetType\":\"video\"}],\"isInner\":false}],\"isInner\":false},{\"id\":\"a5e40a1\",\"elType\":\"section\",\"settings\":{\"pp_animated_gradient_bg_color_list\":[{\"pp_animated_gradient_bg_color\":\"#F6AD1F\",\"_id\":\"d28829a\"},{\"pp_animated_gradient_bg_color\":\"#F7496A\",\"_id\":\"9962fcd\"},{\"pp_animated_gradient_bg_color\":\"#565AD8\",\"_id\":\"8fc12c8\"}],\"pp_display_conditions\":[{\"_id\":\"775024f\"}]},\"elements\":[{\"id\":\"553e2de\",\"elType\":\"column\",\"settings\":{\"_column_size\":100,\"_inline_size\":null,\"pp_display_conditions\":[{\"_id\":\"1f61e5d\"}]},\"elements\":[{\"id\":\"31f2239\",\"elType\":\"widget\",\"settings\":{\"title\":\"Key trends shaping the Graph Technology landscape\",\"pp_display_conditions\":[{\"_id\":\"f5614ec\"}],\"pp_elements_tooltip_content\":\"Tooltip Content\"},\"elements\":[],\"widgetType\":\"heading\"}],\"isInner\":false}],\"isInner\":false},{\"id\":\"25ce705\",\"elType\":\"section\",\"settings\":{\"pp_animated_gradient_bg_color_list\":[{\"pp_animated_gradient_bg_color\":\"#F6AD1F\",\"_id\":\"59e2bfa\"},{\"pp_animated_gradient_bg_color\":\"#F7496A\",\"_id\":\"5b5d58c\"},{\"pp_animated_gradient_bg_color\":\"#565AD8\",\"_id\":\"026d4c0\"}],\"pp_display_conditions\":[{\"_id\":\"4e0846a\"}]},\"elements\":[{\"id\":\"a418068\",\"elType\":\"column\",\"settings\":{\"_column_size\":100,\"_inline_size\":null,\"pp_display_conditions\":[{\"_id\":\"09db8ba\"}]},\"elements\":[{\"id\":\"5cb8624\",\"elType\":\"widget\",\"settings\":{\"editor\":\"\u003Cp>\u003Cb>Kathryn Peake\u003C\\/b>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">I thought we could talk a little bit about the trends you see shaping the graph ecosystem today.\\u00a0\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cb>Maya Natarajan\u003C\\/b>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">I think there are five trends that are happening right now.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">What we've just seen is, one: knowledge graphs are everywhere. Knowledge graphs are powering \u003Ca href=\\\"\\/blog\\/linkurious-enterprise-4-3\\/\\\" target=\\\"_blank\\\" rel=\\\"noopener\\\">AI\u003C\\/a> agents, and that combination is very, very exciting right now. The big question for me is: is that hype, or is it for real? But that is a trend that we're seeing.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">The second thing that's happened over the last five years, I want to say, is cloud adoption and SaaS platforms. They're making graph much more accessible and easier to integrate, so that's an important trend as well.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">The third is the usability of graphs. I remember a long time ago, this is late 2019, prior to 2020, it was very difficult. But usability has now improved: visualization, \u003Ca href=\\\"\\/blog\\/no-code-query-builder\\/\\\" target=\\\"_blank\\\" rel=\\\"noopener\\\">no-code\\/low-code tools\u003C\\/a>, integration with ML tools as well. All of these, I feel, are lowering the barrier to entry and making graphs exciting.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">In fact, if we take a look at the \u003Ca href=\\\"https:\\/\\/stateofthegraph.com\\/\\\" target=\\\"_blank\\\" rel=\\\"noopener\\\">State of the Graph\u003C\\/a> and see how many companies we have in these various areas, it's amazing. The graph space has grown quite a bit.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">The fourth is that we're seeing hybrid architectures, multimodal, not \\u201cmodel\\u201d but \\u201cmodal\\u201d, blending graphs with vector, structured, and unstructured data. Everything is coming in now, and that's fantastic. Before, graph used to be a standalone thing. Now you see a lot of hybrid architectures coming through.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">And then the last, which is maybe the most exciting, is graph neural networks, GNNs, and graph AI. That, I think, is the way forward, where graph is very tightly coupled with machine learning and AI. I think it's just starting to form right now, and it'll be interesting to watch how it plays out in the long term.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cb>Kathryn Peake\u003C\\/b>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">Absolutely, especially since the release of ChatGPT and all the buzz around LLMs, you really see it exploding in the graph space also.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">George, how about you?\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cb>George Anadiotis\u003C\\/b>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">All right, well, Maya pretty much covered all the good stuff, so I'll go into a very technical point that I think is still worth highlighting.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">As most people who have cut their teeth in the graph world know, one of the key features of this space, or you may call it a pain point, depending on your point of view, is that there are at least two ways of working with graphs: modeling graph domains, creating graph data models, and working with graphs by extension.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">So there is the RDF stack, which we have already briefly referred to, and there's the labeled property graph technology stack as well. One of the very interesting things that has been happening for at least a couple of years\\u2014probably longer, maybe even four or five years\\u2014s the gradual convergence of these two worlds.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">People are realizing that this is not really helpful. As a newcomer in this space, one of the first things you need to navigate is: \\u201cOkay, which one should I be using?\\u201d And this is asking too much from people. It's asking them to commit to a lot before they even get the chance to orient themselves.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">So people are realizing that and are doing their best to remediate it. We see emerging standards and efforts taking place from both camps to try and bridge these gaps, help interoperability, create new standards, and make a more uniform playing field. I think this is worth highlighting, and I hope these efforts will come to fruition.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cb>Anisha Mane\u003C\\/b>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">One thing I've been seeing in recent years, with AI becoming more widely known, is that everyone today is talking about data. Everyone is talking about LLMs\\u2014about how data is structured, how models hallucinate. And that is a conversation where knowledge graphs are included, where they are seen as a solution to many of the data-related problems we are seeing in big AI models today.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">So I think it's shedding a lot of light on how graph technology works and how it can be a solution for many things. That is a new trend that I'm really interested in seeing.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">In fact, I'm here in Japan for a conference based on visual media and communication, and we had journalists and teachers today who were all talking about data\\u2014how students are using it and how it can be used to stop misinformation or disinformation. And I think knowledge graphs have a use case in all of these sectors.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">So the new and upcoming trend is that graph technology is going to go beyond just the graph industry, which is very interesting to see.\u003C\\/span>\u003C\\/p>\",\"pp_display_conditions\":[{\"_id\":\"9d59a46\"}],\"pp_elements_tooltip_content\":\"Tooltip Content\"},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":false}],\"isInner\":false},{\"id\":\"e66ea4c\",\"elType\":\"section\",\"settings\":{\"pp_animated_gradient_bg_color_list\":[{\"pp_animated_gradient_bg_color\":\"#F6AD1F\",\"_id\":\"6042a87\"},{\"pp_animated_gradient_bg_color\":\"#F7496A\",\"_id\":\"4fbe61d\"},{\"pp_animated_gradient_bg_color\":\"#565AD8\",\"_id\":\"15bdee6\"}],\"pp_display_conditions\":[{\"_id\":\"be04ba3\"}]},\"elements\":[{\"id\":\"857b394\",\"elType\":\"column\",\"settings\":{\"_column_size\":100,\"_inline_size\":null,\"pp_display_conditions\":[{\"_id\":\"4e5b816\"}]},\"elements\":[{\"id\":\"a4bb312\",\"elType\":\"widget\",\"settings\":{\"title\":\"Opportunities for Graph Technology in enterprise adoption\\n\",\"pp_display_conditions\":[{\"_id\":\"d4d03af\"}],\"pp_elements_tooltip_content\":\"Tooltip Content\"},\"elements\":[],\"widgetType\":\"heading\"}],\"isInner\":false}],\"isInner\":false},{\"id\":\"75d2534\",\"elType\":\"section\",\"settings\":{\"pp_animated_gradient_bg_color_list\":[{\"pp_animated_gradient_bg_color\":\"#F6AD1F\",\"_id\":\"46cc5e8\"},{\"pp_animated_gradient_bg_color\":\"#F7496A\",\"_id\":\"6639e5b\"},{\"pp_animated_gradient_bg_color\":\"#565AD8\",\"_id\":\"990a7ef\"}],\"pp_display_conditions\":[{\"_id\":\"ecb3196\"}]},\"elements\":[{\"id\":\"17b8a88\",\"elType\":\"column\",\"settings\":{\"_column_size\":100,\"_inline_size\":null,\"pp_display_conditions\":[{\"_id\":\"d2b2344\"}]},\"elements\":[{\"id\":\"bf9e27f\",\"elType\":\"widget\",\"settings\":{\"editor\":\"\u003Cp>\u003Cb>Kathryn Peake\u003C\\/b>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">I think you discussed it a little bit when talking about trends reshaping the graph ecosystem, but I'm curious to talk specifically about what promising opportunities you see in the graph space, and then, on the flip side, what obstacles or challenges you see that haven't been solved quite yet.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cb>Maya Natarajan\u003C\\/b>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">I think, for me, the biggest opportunity comes back to knowledge graphs and GraphRAG. And the reason I say this is because graphs have always been used at the departmental level and not at the enterprise level. And I think, for once, this has caught the attention of the enterprise.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">It's beyond just being in an IT department where you've deployed graph. So I think knowledge graphs and GraphRAG have the ability to break across and go enterprise-wide.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">We now have knowledge graphs and GraphRAG being used for smarter search, contextual AI, it\\u2019s become a true decision intelligence platform that we didn't have before. So I think that's a big opportunity.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">The second area where I see opportunity is in graph \u003Ca href=\\\"\\/graph-machine-learning\\/\\\" target=\\\"_blank\\\" rel=\\\"noopener\\\">machine learning\u003C\\/a> and GNNs. This is another big area, they are being applied at scale. There are commercial companies doing this for recommendations, fraud detection, network analysis, and so on. And they are often outperforming traditional AI systems.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">And one last point: I also see, from where I was to where I am today, that graphs are having a huge impact across industries. Before, it was just point solutions, fraud detection or recommendations. Now we see them across industries like supply chains, financial systems, and healthcare.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">The presentation I'm going to give at \u003Ca href=\\\"https:\\/\\/www.connected-data.london\\/\\\" target=\\\"_blank\\\" rel=\\\"noopener\\\">Connected Data London\u003C\\/a> later this month is focused on how graphs are essential for supply chains. In fact, I almost believe that graphs are emerging as the core of a new kind of supply chain architecture, one that makes supply chains more resilient because they are more adaptive, context-aware, and, with knowledge graphs and GenAI, autonomous.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">So I feel this is a big opportunity that we're seeing now in the graph space.\u003C\\/span>\u003C\\/p>\",\"pp_display_conditions\":[{\"_id\":\"fdea75d\"}],\"pp_elements_tooltip_content\":\"Tooltip Content\"},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":false}],\"isInner\":false},{\"id\":\"7d3f2fc\",\"elType\":\"section\",\"settings\":{\"pp_animated_gradient_bg_color_list\":[{\"pp_animated_gradient_bg_color\":\"#F6AD1F\",\"_id\":\"2b33594\"},{\"pp_animated_gradient_bg_color\":\"#F7496A\",\"_id\":\"8023039\"},{\"pp_animated_gradient_bg_color\":\"#565AD8\",\"_id\":\"ffeb30a\"}],\"pp_display_conditions\":[{\"_id\":\"ef68832\"}]},\"elements\":[{\"id\":\"24837b5\",\"elType\":\"column\",\"settings\":{\"_column_size\":100,\"_inline_size\":null,\"pp_display_conditions\":[{\"_id\":\"46f0ae6\"}]},\"elements\":[{\"id\":\"24eedbf\",\"elType\":\"widget\",\"settings\":{\"title\":\"Challenges facing the graph ecosystem\",\"pp_display_conditions\":[{\"_id\":\"e0c08bf\"}],\"pp_elements_tooltip_content\":\"Tooltip Content\"},\"elements\":[],\"widgetType\":\"heading\"}],\"isInner\":false}],\"isInner\":false},{\"id\":\"edc9e7d\",\"elType\":\"section\",\"settings\":{\"pp_animated_gradient_bg_color_list\":[{\"pp_animated_gradient_bg_color\":\"#F6AD1F\",\"_id\":\"49cc0ea\"},{\"pp_animated_gradient_bg_color\":\"#F7496A\",\"_id\":\"9b14208\"},{\"pp_animated_gradient_bg_color\":\"#565AD8\",\"_id\":\"fdfeef3\"}],\"pp_display_conditions\":[{\"_id\":\"140d0ea\"}]},\"elements\":[{\"id\":\"026befd\",\"elType\":\"column\",\"settings\":{\"_column_size\":100,\"_inline_size\":null,\"pp_display_conditions\":[{\"_id\":\"51d473d\"}]},\"elements\":[{\"id\":\"d4cff56\",\"elType\":\"widget\",\"settings\":{\"editor\":\"\u003Cp>\u003Cb>Kathryn Peake\u003C\\/b>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">Anisha or George, do you want to talk about some opportunities and challenges that you see in the graph space?\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cb>George Anadiotis\u003C\\/b>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">Well, the challenge I see is that even though it's a relatively small subdomain of the overall technology landscape, it's still very diverse. So when people talk about graphs, they don't necessarily mean the same thing.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">Some people may refer to \u003Ca href=\\\"\\/decision-intelligence-platform-graph-analytics-ai-ml\\/\\\" target=\\\"_blank\\\" rel=\\\"noopener\\\">graph analytics\u003C\\/a>, others to knowledge graphs, others to graph databases, and so on. So finding a common vocabulary, a common language to describe the different ways people work with graphs, the different things they can do, and to categorize and define them in a meaningful way, is a challenge.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">This is actually something we're tackling with the State of the Graph project. I can confirm it's a challenge, because it took us a while to come to an understanding of how to categorize, classify, and define these categories, what sets each apart and what each is good for.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">So this is a challenge, but I think we're working toward bringing some clarity there.\u003C\\/span>\u003C\\/p>\",\"pp_display_conditions\":[{\"_id\":\"21ecad3\"}],\"pp_elements_tooltip_content\":\"Tooltip Content\"},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":false}],\"isInner\":false},{\"id\":\"66c1a44\",\"elType\":\"section\",\"settings\":{\"pp_animated_gradient_bg_color_list\":[{\"pp_animated_gradient_bg_color\":\"#F6AD1F\",\"_id\":\"8f9dab3\"},{\"pp_animated_gradient_bg_color\":\"#F7496A\",\"_id\":\"e187e49\"},{\"pp_animated_gradient_bg_color\":\"#565AD8\",\"_id\":\"b1883db\"}],\"pp_display_conditions\":[{\"_id\":\"030912d\"}]},\"elements\":[{\"id\":\"acf40d3\",\"elType\":\"column\",\"settings\":{\"_column_size\":100,\"_inline_size\":null,\"pp_display_conditions\":[{\"_id\":\"b767073\"}]},\"elements\":[{\"id\":\"44ba811\",\"elType\":\"widget\",\"settings\":{\"title\":\"The State of the Graph initiative: Bringing clarity to the ecosystem\",\"pp_display_conditions\":[{\"_id\":\"fe3d271\"}],\"pp_elements_tooltip_content\":\"Tooltip Content\"},\"elements\":[],\"widgetType\":\"heading\"}],\"isInner\":false}],\"isInner\":false},{\"id\":\"601354c\",\"elType\":\"section\",\"settings\":{\"pp_animated_gradient_bg_color_list\":[{\"pp_animated_gradient_bg_color\":\"#F6AD1F\",\"_id\":\"e769306\"},{\"pp_animated_gradient_bg_color\":\"#F7496A\",\"_id\":\"6ec1558\"},{\"pp_animated_gradient_bg_color\":\"#565AD8\",\"_id\":\"74a7b3a\"}],\"pp_display_conditions\":[{\"_id\":\"c5c6457\"}]},\"elements\":[{\"id\":\"7601c7c\",\"elType\":\"column\",\"settings\":{\"_column_size\":100,\"_inline_size\":null,\"pp_display_conditions\":[{\"_id\":\"464744e\"}]},\"elements\":[{\"id\":\"27d3433\",\"elType\":\"widget\",\"settings\":{\"editor\":\"\u003Cp>\u003Cb>Kathryn Peake\u003C\\/b>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">That's a perfect lead-in to my next question, because I wanted to ask you about the State of the Graph initiative. So where did the idea come from?\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cb>Maya Natarajan\u003C\\/b>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">Way back, I say \\u201cway back,\\u201d it was actually 2023, \u003Ca href=\\\"\\/blog\\/amy-hodler-interview-the-3-waves-of-graph-technology\\/\\\" target=\\\"_blank\\\" rel=\\\"noopener\\\">Amy Hodler\u003C\\/a> from GraphGeeks fame and I were chatting, kind of on a whim, and we decided to take a look at the graph space and graph technology trends at that time.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">We came up with three main trends.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">The first was that graph was exciting, everyone we interviewed was super excited, but they all said the same thing: it hadn't crossed the chasm yet. I think that's still true today.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">The second trend we saw in 2023 is exactly what George just mentioned: graph engines were on the rise. We'd never heard of graph engines before, when you talked about graphs, it was graph databases, graph visualization, maybe graph analytics. But suddenly graph engines appeared, and it was exciting to see that.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">The third trend, this was 2023, so keep in mind GenAI was just emerging, was that knowledge graphs were being \\u201creborn.\\u201d They've been around since 1972, but suddenly you have ChatGPT and other LLMs breathing new life into them, making them central to modern AI applications.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">The funny thing is that since 2023, so much has changed in the graph landscape. In mid-2024, I asked Amy if she was ready to do this again, because so much had evolved. She said she was too busy at the time, but she pointed me to George and said he would be the perfect person.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">So when I went to Connected Data London last year, I caught George and Anisha and said, \\u201cHey, this is a project Amy and I worked on\\u2014would this be of interest?\\u201d And the excitement was palpable. Everyone thought it would be a great thing to do.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">So with that, maybe I\\u2019ll hand it over to George to share his perspective on how the State of the Graph came to be.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cb>George Anadiotis\u003C\\/b>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">Very much as Maya said, it was the first time we met in person, at Connected Data London 2024.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">I have to say, running an event is always very challenging, so I was running around making sure everything was working and everyone was having a good time. I happened to walk into the room just as Maya was wrapping up her presentation.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">It so happened that I had one of those rare moments where I had a couple of minutes to actually have a conversation, and that someone happened to be Maya. We started talking about her experience, and one thing led to another, and she brought up this idea.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">One of the reasons it seemed compelling to me is that it felt like a natural extension of something I\\u2019ve been doing since 2018, called \\u201cYear of the Graph,\\u201d which is essentially a journal of all things graph. I keep track of news, updates, releases\\u2014everything going on in the graph world, and I periodically review it and publish a quarterly newsletter.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">So I\\u2019m already closely connected to developments in this domain. It made sense to take the next step and build something that could serve as a repository for everyone.\u003C\\/span>\u003C\\/p>\u003Cp>\u003Cspan style=\\\"font-weight: 400;\\\">First and foremost, I would say for ourselves, because this is a learning experience. It helps us refine and expand our understanding, and we hope it can be useful for everyone else as well.\u003C\\/span>\u003C\\/p>\",\"pp_display_conditions\":[{\"_id\":\"e6d58f0\"}],\"pp_elements_tooltip_content\":\"Tooltip Content\"},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":false}],\"isInner\":false},{\"id\":\"1e7d38f\",\"elType\":\"section\",\"settings\":{\"pp_animated_gradient_bg_color_list\":[{\"pp_animated_gradient_bg_color\":\"#F6AD1F\",\"_id\":\"c16658a\"},{\"pp_animated_gradient_bg_color\":\"#F7496A\",\"_id\":\"cb68a2b\"},{\"pp_animated_gradient_bg_color\":\"#565AD8\",\"_id\":\"80d9150\"}],\"pp_display_conditions\":[{\"_id\":\"01725b9\"}]},\"elements\":[{\"id\":\"1a61cb3\",\"elType\":\"column\",\"settings\":{\"_column_size\":100,\"_inline_size\":null,\"pp_display_conditions\":[{\"_id\":\"1741bd0\"}]},\"elements\":[{\"id\":\"c6dc794\",\"elType\":\"widget\",\"settings\":{\"title\":\"Discover the full Graph Landscape 2026 interview series\",\"pp_display_conditions\":[{\"_id\":\"e676d5a\"}],\"pp_elements_tooltip_content\":\"Tooltip Content\"},\"elements\":[],\"widgetType\":\"heading\"}],\"isInner\":false}],\"isInner\":false},{\"id\":\"7285be9\",\"elType\":\"section\",\"settings\":{\"pp_animated_gradient_bg_color_list\":[{\"pp_animated_gradient_bg_color\":\"#F6AD1F\",\"_id\":\"8dd2987\"},{\"pp_animated_gradient_bg_color\":\"#F7496A\",\"_id\":\"84951eb\"},{\"pp_animated_gradient_bg_color\":\"#565AD8\",\"_id\":\"687fbb2\"}],\"pp_display_conditions\":[{\"_id\":\"32aa0ce\"}]},\"elements\":[{\"id\":\"c5aa83f\",\"elType\":\"column\",\"settings\":{\"_column_size\":100,\"_inline_size\":null,\"pp_display_conditions\":[{\"_id\":\"f6298b7\"}]},\"elements\":[{\"id\":\"7feba4e\",\"elType\":\"widget\",\"settings\":{\"editor\":\"\u003Cul>\u003Cli style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\">\u003Ca href=\\\"https:\\/\\/linkurious.com\\/blog\\/amy-hodler-interview-the-3-waves-of-graph-technology\\/\\\" target=\\\"_blank\\\" rel=\\\"noopener\\\">\u003Cspan style=\\\"font-weight: 400;\\\">The 3 waves of graph technology: Amy Hodler interview\u003C\\/span>\u003C\\/a>\u003C\\/li>\u003Cli style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\">\u003Ca href=\\\"https:\\/\\/linkurious.com\\/blog\\/ashleigh-faith-interview\\/\\\" target=\\\"_blank\\\" rel=\\\"noopener\\\">\u003Cspan style=\\\"font-weight: 400;\\\">How graph technology can turn data into trust: Ashleigh Faith interview\u003C\\/span>\u003C\\/a>\u003C\\/li>\u003Cli style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\">\u003Ca href=\\\"https:\\/\\/linkurious.com\\/blog\\/why-graph-technology-is-a-business-strategy-interview-with-scott-taylor\\/\\\" target=\\\"_blank\\\" rel=\\\"noopener\\\">\u003Cspan style=\\\"font-weight: 400;\\\">Why graph technology is a business strategy: Interview with Scott Taylor\u003C\\/span>\u003C\\/a>\u003C\\/li>\u003Cli style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\">\u003Ca href=\\\"https:\\/\\/linkurious.com\\/blog\\/the-golden-age-of-knowledge-graphs-interview-with-joe-hilger\\/\\\" target=\\\"_blank\\\" rel=\\\"noopener\\\">\u003Cspan style=\\\"font-weight: 400;\\\">The golden age of knowledge graphs: Interview with Joe Hilger\u003C\\/span>\u003C\\/a>\u003C\\/li>\u003C\\/ul>\",\"pp_display_conditions\":[{\"_id\":\"5e821e5\"}],\"pp_elements_tooltip_content\":\"Tooltip Content\"},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":false}],\"isInner\":false}]","\t\t\u003Cdiv data-elementor-type=\"wp-post\" data-elementor-id=\"31664\" class=\"elementor elementor-31664\">\n\t\t\t\t\t\t\u003Csection class=\"elementor-section elementor-top-section elementor-element elementor-element-adb68ea elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"adb68ea\" data-element_type=\"section\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\u003Cdiv class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f30bcb9\" data-id=\"f30bcb9\" data-element_type=\"column\">\n\t\t\t\u003Cdiv class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\n\t\t\u003Cdiv class=\"elementor-element elementor-element-f4d592b elementor-widget elementor-widget-text-editor\" data-id=\"f4d592b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\u003Cdiv class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\u003Cp>\u003Cspan style=\"font-weight: 400;\">Alongside the publication of the \u003Ca href=\"/blog/introduction-graph-technology-landscape/\" target=\"_blank\" rel=\"noopener\" class=\"broken_link\">2026 Graph Technology Landscape\u003C/a>, we interviewed seven leading voices from across the graph and data community. These practitioners, strategists, and industry leaders shared their perspectives on where graph technology stands today, and what the next phase of adoption will require.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">Among the experts we spoke with are Maya Natarajan, George Anadiotis, and Anisha Mane, co-founders of the \u003Ca href=\"https://stateofthegraph.com/\" target=\"_blank\" rel=\"noopener\">State of the Graph\u003C/a> initiative — a community-driven effort to map, analyze, and make sense of the rapidly evolving graph ecosystem. Originally launched to bring clarity to a fragmented landscape, the project aims to categorize technologies, track emerging trends, and provide a shared understanding of how graph is evolving across industries.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">In this conversation, they explore the major forces shaping the graph space today, from the rise of knowledge graphs in AI and GraphRAG, to the growing importance of hybrid data architectures, improved usability, and the convergence of different graph technologies. \u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">Read the full transcript of their interview with Kathryn Peake from Linkurious below and watch the complete video to explore their perspectives on the future of graph technology.\u003C/span>\u003C/p>\t\t\t\t\t\t\t\t\u003C/div>\n\t\t\t\t\u003C/div>\n\t\t\t\t\u003Cdiv class=\"elementor-element elementor-element-bd6ba38 elementor-widget elementor-widget-video\" data-id=\"bd6ba38\" data-element_type=\"widget\" data-settings=\"{"youtube_url":"https:\\/\\/www.youtube.com\\/embed\\/ovwDK1hMeKY?si=tlynXP9BZM5aWv61\\" title=\\"YouTube video player","video_type":"youtube","controls":"yes"}\" data-widget_type=\"video.default\">\n\t\t\t\t\u003Cdiv class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\u003Cdiv class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t\u003Cdiv class=\"elementor-video\">\u003C/div>\t\t\u003C/div>\n\t\t\t\t\t\t\u003C/div>\n\t\t\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/section>\n\t\t\t\t\u003Csection class=\"elementor-section elementor-top-section elementor-element elementor-element-a5e40a1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a5e40a1\" data-element_type=\"section\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\u003Cdiv class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-553e2de\" data-id=\"553e2de\" data-element_type=\"column\">\n\t\t\t\u003Cdiv class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-element elementor-element-31f2239 elementor-widget elementor-widget-heading\" data-id=\"31f2239\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\u003Cdiv class=\"elementor-widget-container\">\n\t\t\t\t\t\u003Ch2 class=\"elementor-heading-title elementor-size-default\">Key trends shaping the Graph Technology landscape\u003C/h2>\t\t\t\t\u003C/div>\n\t\t\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/section>\n\t\t\t\t\u003Csection class=\"elementor-section elementor-top-section elementor-element elementor-element-25ce705 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"25ce705\" data-element_type=\"section\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\u003Cdiv class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a418068\" data-id=\"a418068\" data-element_type=\"column\">\n\t\t\t\u003Cdiv class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-element elementor-element-5cb8624 elementor-widget elementor-widget-text-editor\" data-id=\"5cb8624\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\u003Cdiv class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\u003Cp>\u003Cb>Kathryn Peake\u003C/b>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">I thought we could talk a little bit about the trends you see shaping the graph ecosystem today. \u003C/span>\u003C/p>\u003Cp>\u003Cb>Maya Natarajan\u003C/b>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">I think there are five trends that are happening right now.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">What we’ve just seen is, one: knowledge graphs are everywhere. Knowledge graphs are powering \u003Ca href=\"/blog/linkurious-enterprise-4-3/\" target=\"_blank\" rel=\"noopener\" class=\"broken_link\">AI\u003C/a> agents, and that combination is very, very exciting right now. The big question for me is: is that hype, or is it for real? But that is a trend that we’re seeing.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">The second thing that’s happened over the last five years, I want to say, is cloud adoption and SaaS platforms. They’re making graph much more accessible and easier to integrate, so that’s an important trend as well.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">The third is the usability of graphs. I remember a long time ago, this is late 2019, prior to 2020, it was very difficult. But usability has now improved: visualization, \u003Ca href=\"/blog/no-code-query-builder/\" target=\"_blank\" rel=\"noopener\" class=\"broken_link\">no-code/low-code tools\u003C/a>, integration with ML tools as well. All of these, I feel, are lowering the barrier to entry and making graphs exciting.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">In fact, if we take a look at the \u003Ca href=\"https://stateofthegraph.com/\" target=\"_blank\" rel=\"noopener\">State of the Graph\u003C/a> and see how many companies we have in these various areas, it’s amazing. The graph space has grown quite a bit.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">The fourth is that we’re seeing hybrid architectures, multimodal, not “model” but “modal”, blending graphs with vector, structured, and unstructured data. Everything is coming in now, and that’s fantastic. Before, graph used to be a standalone thing. Now you see a lot of hybrid architectures coming through.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">And then the last, which is maybe the most exciting, is graph neural networks, GNNs, and graph AI. That, I think, is the way forward, where graph is very tightly coupled with machine learning and AI. I think it’s just starting to form right now, and it’ll be interesting to watch how it plays out in the long term.\u003C/span>\u003C/p>\u003Cp>\u003Cb>Kathryn Peake\u003C/b>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">Absolutely, especially since the release of ChatGPT and all the buzz around LLMs, you really see it exploding in the graph space also.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">George, how about you?\u003C/span>\u003C/p>\u003Cp>\u003Cb>George Anadiotis\u003C/b>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">All right, well, Maya pretty much covered all the good stuff, so I’ll go into a very technical point that I think is still worth highlighting.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">As most people who have cut their teeth in the graph world know, one of the key features of this space, or you may call it a pain point, depending on your point of view, is that there are at least two ways of working with graphs: modeling graph domains, creating graph data models, and working with graphs by extension.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">So there is the RDF stack, which we have already briefly referred to, and there’s the labeled property graph technology stack as well. One of the very interesting things that has been happening for at least a couple of years—probably longer, maybe even four or five years—s the gradual convergence of these two worlds.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">People are realizing that this is not really helpful. As a newcomer in this space, one of the first things you need to navigate is: “Okay, which one should I be using?” And this is asking too much from people. It’s asking them to commit to a lot before they even get the chance to orient themselves.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">So people are realizing that and are doing their best to remediate it. We see emerging standards and efforts taking place from both camps to try and bridge these gaps, help interoperability, create new standards, and make a more uniform playing field. I think this is worth highlighting, and I hope these efforts will come to fruition.\u003C/span>\u003C/p>\u003Cp>\u003Cb>Anisha Mane\u003C/b>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">One thing I’ve been seeing in recent years, with AI becoming more widely known, is that everyone today is talking about data. Everyone is talking about LLMs—about how data is structured, how models hallucinate. And that is a conversation where knowledge graphs are included, where they are seen as a solution to many of the data-related problems we are seeing in big AI models today.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">So I think it’s shedding a lot of light on how graph technology works and how it can be a solution for many things. That is a new trend that I’m really interested in seeing.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">In fact, I’m here in Japan for a conference based on visual media and communication, and we had journalists and teachers today who were all talking about data—how students are using it and how it can be used to stop misinformation or disinformation. And I think knowledge graphs have a use case in all of these sectors.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">So the new and upcoming trend is that graph technology is going to go beyond just the graph industry, which is very interesting to see.\u003C/span>\u003C/p>\t\t\t\t\t\t\t\t\u003C/div>\n\t\t\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/section>\n\t\t\t\t\u003Csection class=\"elementor-section elementor-top-section elementor-element elementor-element-e66ea4c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e66ea4c\" data-element_type=\"section\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\u003Cdiv class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-857b394\" data-id=\"857b394\" data-element_type=\"column\">\n\t\t\t\u003Cdiv class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-element elementor-element-a4bb312 elementor-widget elementor-widget-heading\" data-id=\"a4bb312\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\u003Cdiv class=\"elementor-widget-container\">\n\t\t\t\t\t\u003Ch2 class=\"elementor-heading-title elementor-size-default\">Opportunities for Graph Technology in enterprise adoption\n\u003C/h2>\t\t\t\t\u003C/div>\n\t\t\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/section>\n\t\t\t\t\u003Csection class=\"elementor-section elementor-top-section elementor-element elementor-element-75d2534 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"75d2534\" data-element_type=\"section\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\u003Cdiv class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-17b8a88\" data-id=\"17b8a88\" data-element_type=\"column\">\n\t\t\t\u003Cdiv class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-element elementor-element-bf9e27f elementor-widget elementor-widget-text-editor\" data-id=\"bf9e27f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\u003Cdiv class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\u003Cp>\u003Cb>Kathryn Peake\u003C/b>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">I think you discussed it a little bit when talking about trends reshaping the graph ecosystem, but I’m curious to talk specifically about what promising opportunities you see in the graph space, and then, on the flip side, what obstacles or challenges you see that haven’t been solved quite yet.\u003C/span>\u003C/p>\u003Cp>\u003Cb>Maya Natarajan\u003C/b>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">I think, for me, the biggest opportunity comes back to knowledge graphs and GraphRAG. And the reason I say this is because graphs have always been used at the departmental level and not at the enterprise level. And I think, for once, this has caught the attention of the enterprise.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">It’s beyond just being in an IT department where you’ve deployed graph. So I think knowledge graphs and GraphRAG have the ability to break across and go enterprise-wide.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">We now have knowledge graphs and GraphRAG being used for smarter search, contextual AI, it’s become a true decision intelligence platform that we didn’t have before. So I think that’s a big opportunity.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">The second area where I see opportunity is in graph \u003Ca href=\"/graph-machine-learning/\" target=\"_blank\" rel=\"noopener\" class=\"broken_link\">machine learning\u003C/a> and GNNs. This is another big area, they are being applied at scale. There are commercial companies doing this for recommendations, fraud detection, network analysis, and so on. And they are often outperforming traditional AI systems.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">And one last point: I also see, from where I was to where I am today, that graphs are having a huge impact across industries. Before, it was just point solutions, fraud detection or recommendations. Now we see them across industries like supply chains, financial systems, and healthcare.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">The presentation I’m going to give at \u003Ca href=\"https://www.connected-data.london/\" target=\"_blank\" rel=\"noopener\">Connected Data London\u003C/a> later this month is focused on how graphs are essential for supply chains. In fact, I almost believe that graphs are emerging as the core of a new kind of supply chain architecture, one that makes supply chains more resilient because they are more adaptive, context-aware, and, with knowledge graphs and GenAI, autonomous.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">So I feel this is a big opportunity that we’re seeing now in the graph space.\u003C/span>\u003C/p>\t\t\t\t\t\t\t\t\u003C/div>\n\t\t\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/section>\n\t\t\t\t\u003Csection class=\"elementor-section elementor-top-section elementor-element elementor-element-7d3f2fc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7d3f2fc\" data-element_type=\"section\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\u003Cdiv class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-24837b5\" data-id=\"24837b5\" data-element_type=\"column\">\n\t\t\t\u003Cdiv class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-element elementor-element-24eedbf elementor-widget elementor-widget-heading\" data-id=\"24eedbf\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\u003Cdiv class=\"elementor-widget-container\">\n\t\t\t\t\t\u003Ch2 class=\"elementor-heading-title elementor-size-default\">Challenges facing the graph ecosystem\u003C/h2>\t\t\t\t\u003C/div>\n\t\t\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/section>\n\t\t\t\t\u003Csection class=\"elementor-section elementor-top-section elementor-element elementor-element-edc9e7d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"edc9e7d\" data-element_type=\"section\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\u003Cdiv class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-026befd\" data-id=\"026befd\" data-element_type=\"column\">\n\t\t\t\u003Cdiv class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-element elementor-element-d4cff56 elementor-widget elementor-widget-text-editor\" data-id=\"d4cff56\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\u003Cdiv class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\u003Cp>\u003Cb>Kathryn Peake\u003C/b>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">Anisha or George, do you want to talk about some opportunities and challenges that you see in the graph space?\u003C/span>\u003C/p>\u003Cp>\u003Cb>George Anadiotis\u003C/b>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">Well, the challenge I see is that even though it’s a relatively small subdomain of the overall technology landscape, it’s still very diverse. So when people talk about graphs, they don’t necessarily mean the same thing.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">Some people may refer to \u003Ca href=\"/decision-intelligence-platform-graph-analytics-ai-ml/\" target=\"_blank\" rel=\"noopener\" class=\"broken_link\">graph analytics\u003C/a>, others to knowledge graphs, others to graph databases, and so on. So finding a common vocabulary, a common language to describe the different ways people work with graphs, the different things they can do, and to categorize and define them in a meaningful way, is a challenge.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">This is actually something we’re tackling with the State of the Graph project. I can confirm it’s a challenge, because it took us a while to come to an understanding of how to categorize, classify, and define these categories, what sets each apart and what each is good for.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">So this is a challenge, but I think we’re working toward bringing some clarity there.\u003C/span>\u003C/p>\t\t\t\t\t\t\t\t\u003C/div>\n\t\t\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/section>\n\t\t\t\t\u003Csection class=\"elementor-section elementor-top-section elementor-element elementor-element-66c1a44 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"66c1a44\" data-element_type=\"section\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\u003Cdiv class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-acf40d3\" data-id=\"acf40d3\" data-element_type=\"column\">\n\t\t\t\u003Cdiv class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-element elementor-element-44ba811 elementor-widget elementor-widget-heading\" data-id=\"44ba811\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\u003Cdiv class=\"elementor-widget-container\">\n\t\t\t\t\t\u003Ch2 class=\"elementor-heading-title elementor-size-default\">The State of the Graph initiative: Bringing clarity to the ecosystem\u003C/h2>\t\t\t\t\u003C/div>\n\t\t\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/section>\n\t\t\t\t\u003Csection class=\"elementor-section elementor-top-section elementor-element elementor-element-601354c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"601354c\" data-element_type=\"section\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\u003Cdiv class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7601c7c\" data-id=\"7601c7c\" data-element_type=\"column\">\n\t\t\t\u003Cdiv class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-element elementor-element-27d3433 elementor-widget elementor-widget-text-editor\" data-id=\"27d3433\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\u003Cdiv class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\u003Cp>\u003Cb>Kathryn Peake\u003C/b>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">That’s a perfect lead-in to my next question, because I wanted to ask you about the State of the Graph initiative. So where did the idea come from?\u003C/span>\u003C/p>\u003Cp>\u003Cb>Maya Natarajan\u003C/b>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">Way back, I say “way back,” it was actually 2023, \u003Ca href=\"/blog/amy-hodler-interview-the-3-waves-of-graph-technology/\" target=\"_blank\" rel=\"noopener\" class=\"broken_link\">Amy Hodler\u003C/a> from GraphGeeks fame and I were chatting, kind of on a whim, and we decided to take a look at the graph space and graph technology trends at that time.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">We came up with three main trends.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">The first was that graph was exciting, everyone we interviewed was super excited, but they all said the same thing: it hadn’t crossed the chasm yet. I think that’s still true today.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">The second trend we saw in 2023 is exactly what George just mentioned: graph engines were on the rise. We’d never heard of graph engines before, when you talked about graphs, it was graph databases, graph visualization, maybe graph analytics. But suddenly graph engines appeared, and it was exciting to see that.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">The third trend, this was 2023, so keep in mind GenAI was just emerging, was that knowledge graphs were being “reborn.” They’ve been around since 1972, but suddenly you have ChatGPT and other LLMs breathing new life into them, making them central to modern AI applications.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">The funny thing is that since 2023, so much has changed in the graph landscape. In mid-2024, I asked Amy if she was ready to do this again, because so much had evolved. She said she was too busy at the time, but she pointed me to George and said he would be the perfect person.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">So when I went to Connected Data London last year, I caught George and Anisha and said, “Hey, this is a project Amy and I worked on—would this be of interest?” And the excitement was palpable. Everyone thought it would be a great thing to do.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">So with that, maybe I’ll hand it over to George to share his perspective on how the State of the Graph came to be.\u003C/span>\u003C/p>\u003Cp>\u003Cb>George Anadiotis\u003C/b>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">Very much as Maya said, it was the first time we met in person, at Connected Data London 2024.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">I have to say, running an event is always very challenging, so I was running around making sure everything was working and everyone was having a good time. I happened to walk into the room just as Maya was wrapping up her presentation.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">It so happened that I had one of those rare moments where I had a couple of minutes to actually have a conversation, and that someone happened to be Maya. We started talking about her experience, and one thing led to another, and she brought up this idea.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">One of the reasons it seemed compelling to me is that it felt like a natural extension of something I’ve been doing since 2018, called “Year of the Graph,” which is essentially a journal of all things graph. I keep track of news, updates, releases—everything going on in the graph world, and I periodically review it and publish a quarterly newsletter.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">So I’m already closely connected to developments in this domain. It made sense to take the next step and build something that could serve as a repository for everyone.\u003C/span>\u003C/p>\u003Cp>\u003Cspan style=\"font-weight: 400;\">First and foremost, I would say for ourselves, because this is a learning experience. It helps us refine and expand our understanding, and we hope it can be useful for everyone else as well.\u003C/span>\u003C/p>\t\t\t\t\t\t\t\t\u003C/div>\n\t\t\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/section>\n\t\t\t\t\u003Csection class=\"elementor-section elementor-top-section elementor-element elementor-element-1e7d38f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1e7d38f\" data-element_type=\"section\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\u003Cdiv class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1a61cb3\" data-id=\"1a61cb3\" data-element_type=\"column\">\n\t\t\t\u003Cdiv class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-element elementor-element-c6dc794 elementor-widget elementor-widget-heading\" data-id=\"c6dc794\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\u003Cdiv class=\"elementor-widget-container\">\n\t\t\t\t\t\u003Ch2 class=\"elementor-heading-title elementor-size-default\">Discover the full Graph Landscape 2026 interview series\u003C/h2>\t\t\t\t\u003C/div>\n\t\t\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/section>\n\t\t\t\t\u003Csection class=\"elementor-section elementor-top-section elementor-element elementor-element-7285be9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7285be9\" data-element_type=\"section\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\u003Cdiv class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c5aa83f\" data-id=\"c5aa83f\" data-element_type=\"column\">\n\t\t\t\u003Cdiv class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\u003Cdiv class=\"elementor-element elementor-element-7feba4e elementor-widget elementor-widget-text-editor\" data-id=\"7feba4e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\u003Cdiv class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\u003Cul>\u003Cli style=\"font-weight: 400;\" aria-level=\"1\">\u003Ca href=\"https://linkurious.com/blog/amy-hodler-interview-the-3-waves-of-graph-technology/\" target=\"_blank\" rel=\"noopener\">\u003Cspan style=\"font-weight: 400;\">The 3 waves of graph technology: Amy Hodler interview\u003C/span>\u003C/a>\u003C/li>\u003Cli style=\"font-weight: 400;\" aria-level=\"1\">\u003Ca href=\"https://linkurious.com/blog/ashleigh-faith-interview/\" target=\"_blank\" rel=\"noopener\">\u003Cspan style=\"font-weight: 400;\">How graph technology can turn data into trust: Ashleigh Faith interview\u003C/span>\u003C/a>\u003C/li>\u003Cli style=\"font-weight: 400;\" aria-level=\"1\">\u003Ca href=\"https://linkurious.com/blog/why-graph-technology-is-a-business-strategy-interview-with-scott-taylor/\" target=\"_blank\" rel=\"noopener\">\u003Cspan style=\"font-weight: 400;\">Why graph technology is a business strategy: Interview with Scott Taylor\u003C/span>\u003C/a>\u003C/li>\u003Cli style=\"font-weight: 400;\" aria-level=\"1\">\u003Ca href=\"https://linkurious.com/blog/the-golden-age-of-knowledge-graphs-interview-with-joe-hilger/\" target=\"_blank\" rel=\"noopener\">\u003Cspan style=\"font-weight: 400;\">The golden age of knowledge graphs: Interview with Joe Hilger\u003C/span>\u003C/a>\u003C/li>\u003C/ul>\t\t\t\t\t\t\t\t\u003C/div>\n\t\t\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/div>\n\t\t\t\t\t\u003C/div>\n\t\t\u003C/section>\n\t\t\t\t\u003C/div>\n\t\t","","Graph Technology in 2026: Trends from the State of the Graph Experts","2026-05-05T13:00:20",{"node":12,"__typename":15},{"sourceUrl":13,"__typename":14},"/images/uploads/2026/05/Thumbnail-1.png","MediaItem","NodeWithFeaturedImageToMediaItemConnectionEdge",{"nodes":17,"__typename":22},[18],{"name":19,"slug":20,"__typename":21},"Technology","technology","Category","PostToCategoryConnection",{"title":9,"description":24,"canonicalUrl":25,"focusKeywords":26,"fullHead":27,"robots":28,"jsonLd":34,"openGraph":37,"__typename":55},"Maya Natarajan, George Anadiotis, and Anisha Mane, co-founders of the State of the Graph initiative talk about the Graph Landscape in 2026.","https://wordpress-website.wordpress.k8s.preprod.linkurious.net/blog/graph-landscape-trends-from-the-state-of-the-graph-experts/",null,"\u003Ctitle>Graph Technology in 2026: Trends from the State of the Graph Experts\u003C/title>\n\u003Cmeta name=\"description\" content=\"Maya Natarajan, George Anadiotis, and Anisha Mane, co-founders of the State of the Graph initiative talk about the 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