Neo4j

“We use the graph as our foundation of facts, and LLMs for what they’re best at – reasoning with that data. Most AI hallucinations happen because people use LLMs as knowledge libraries, which they were never designed to be.”

“Neo4j graph technology helped us cut through that complexity to get to the key insights. It offered richer contextual analytics behind the reports and dashboards our clients need.”

“The days where everything must fit in pre-defined boxes are gone. Companies need the flexibility to look at the same data set from many perspectives, otherwise that data is probably going to waste. Tomorrow’s technology stack needs to be much more fluid and expandable. With Neo4j, we’re prepared for that future today.”

“Neo4j is very well suited to this kind of step-by-step iteration. When we spot a pattern, we can easily make adjustments to dig into what’s taking place. That would be extremely hard to do without Neo4j, because we would end up spending 90% of our time re-writing schemas.”

“In today’s world, where so much of our lives and interactions happen online, netnography has become an indispensable tool for understanding consumer behavior, brand perceptions, and cultural trends.”

“It’s very reliable, with little administration required, with items like service upgrades and backups fully automated.”

“As a turnkey SaaS product, Neo4j AuraDB provides lots of flexibility,” said Mario Gledhill, Enterprise Architect, DfE.”

“Visualization enables us to prioritize our efforts based on where needs are highest and where there are opportunities to do more for less,” said Slowen.”

“Neo4j helps us visualize our data and the opportunities in one place, so we can focus our efforts on streamlining our service delivery and operations.”

“Our graph creates a shared view of our service landscape, which we use to find ways to reuse capability, improve usability, and rationalize, delivering better value services for our users,” said Slowen.”

““Neo4j also made it very easy for us to investigate all of the data sources that we get,” said Hendrix.”

““When we got to use the interface of Neo4j, it was really nice to see, ‘OK, this person was linked with this person through this cluster, for example, an organization, a work location, or a flight,” Hendrix said. “The graph made it much easier to understand the links between different people, and how it becomes a cluster in the end.””

““Because all the information is linked already and we have it readily available, it reduces the work of data analysts significantly,” she said. “Before I would have to spend 10 minutes or so per cluster, and now it’s about one minute.””

““With Neo4j’s high-availability architecture, we are able to deploy core servers to three Azure availability zones and leverage automatic failure recovery. This is one of the main reasons why we chose Neo4j, along with the confidence in the data integrity that Neo4j provides,””

““Initially, we tried to store information in relational databases, but it became difficult to manage because those relationships are quite deep, and doing analysis on the basis of relationships between tables became limiting for us,””

““The problem was too much content, and no deeper understanding of the content,” said Prem Malhotra, Director of Cisco Content Services. “We had to ask ourselves, ‘‘How can we make the search engine do a better job, and what is the missing link?’””

““I can say the Neo4j Community is very good,” Bonazzo said. “I can share some requirements or information with people in the community and get good feedback. They might have a solution we did not think of at all, which could turn out to be the best path to take.””

““Let’s say we have 90 million invoices to process. Normally I need to have three weeks or more to do the analysis. With Neo4j I’m able to have the first rough representation of the first analysis after four days,””

““The graph database is very helpful to investigate the network, to analyze the data that’s coming in, to find clusters, to find anomalies,””

“Better performance also leads to significant cost savings which enables us to reinvest back into the business.”

“We can now perform service design and provision for products very quickly.”

“The Neo4j SRIMS platform provides thousand-fold performance improvements over the previous solution, enabling radical new levels of efficiency and insight,”

“We implemented the Neo4j Graph Database to solve critical operational challenges and to rebuild a pivotal part of our key operational support system,”

“SRIMS is a visionary project led by our Networks team. Now we can ensure data integrity and provide a unified view across physical, logical, virtual, and service entities,”

“We recognized an opportunity to move our systems to real time for greater operational insight, to speed our service delivery, and to automate planning and design,”