
Memgraph
neo4j
TigerGraph DB
FalkorDB
Azure Cosmos DB
Redis
Serverless Headless CMS by Webiny
TerminusDB
Anam
LiveAvatar by HeyGen
Spatius
Kloner AI
Inworld
GetStream.io
UV
Synthesia.io
Memgraph is a high-performance, in-memory graph database that powers real-time AI context and graph analytics at scale.
Vector search finds what's similar. Graph reasoning finds what's connected — following relationships, dependencies, and hierarchies that similarity alone can't capture. Modern AI systems need both, and Memgraph is the graph layer - surfacing precise structural context with full audit trails in sub-millisecond time.
It serves as the graph engine for GraphRAG pipelines, AI memory systems, and agentic workflows — a single high-performance layer for any system that needs structured, connected context. The same in-memory architecture drives real-time graph analytics for fraud detection, network analysis, infrastructure monitoring, and other operational workloads where milliseconds matter.
NASA uses Memgraph to connect people, skills, and projects across the agency into a queryable knowledge graph that powers real-time expert discovery and workforce planning. Cedars-Sinai uses it to link genes, drugs, and clinical pathways in an Alzheimer's knowledge graph spanning over 230,000 entities that drives drug repurposing research and multi-hop biomedical reasoning. Organizations across cybersecurity, finance, retail, and other knowledge-intensive domains rely on Memgraph for the same reason: sub-millisecond graph traversals for the structured context and real-time insight that modern systems demand.
Anam is an AI platform that allows users to create interactive video avatars and embed them into their product via API. Specializing in real-time AI agents, Anam enhances customer interactions by offering conversational agents that talk, listen, and respond through voice, chat, or video avatars. With its emotive, multilingual capabilities, Anam is ideal for applications in sales, customer support, education, and various other fields, making AI engagement more human-like and scalable. Visit Anam today to drive your product adoption, engagement, and revolutionize your interaction strategies.
Memgraph
AnamThe product is very robust and easy to use. I highly recommend it to anyone who needs to analyze streaming data in real-time.
Based on our record, Memgraph should be more popular than Anam. It has been mentiond 24 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.
Auto-remediating into a worse state. The classic failure is auto-scaling a service to handle elevated error rates that are themselves caused by a downstream dependency. The service scales, hammers the dependency harder, and the dependency collapses. Fix: never auto-remediate without dependency-graph awareness. Aurora uses Memgraph for this; HolmesGPT uses its toolset structure; pure-L1 stacks should require manual... - Source: dev.to / 4 months ago
Suggestion: check out Memgraph for graph db storage - https://memgraph.com/. I work at Memgraph as DX Engineer so feel free to ping me in case you have questions about it: https://memgraph.com/office-hours Your solution looks interesting and I would love to hear more about it. I haven't seen that many PageRank-based graph exploration tools. - Source: Hacker News / almost 2 years ago
Memgraph — Real-time graph database for streaming data. - Source: dev.to / about 2 years ago
Memgraph | Staff C++ Database Engineer | REMOTE (Central/Western Europe, LatAm, or North America) https://memgraph.com/ Memgraph is a Seed stage, open source graph database vendor. Graph DBs are a great solution for GenAI, logistics, cybersecurity and fintech so we are looking to grow aggressively this year. We're looking for a staff-level engineer to set technical direction, mentor junior team members, and solve... - Source: Hacker News / over 2 years ago
Relational databases have a much longer history of development, and much more engineering time has went into designing RDBMS. It is not a surprise that they are mature on more levels. By looking at the age of a product, you can get a sense of how mature RDBMS systems are compared to most GraphDB projects. Horizontal scaling is hard in GraphDBs due to the nature of how the graph is structured and how you interact... - Source: Hacker News / almost 3 years ago
We wire everything up with Vision Agents as the voice agent framework, Stream for WebRTC audio and video, OpenAI Realtime for speech in and speech out, Anam so the agent shows up as a face on the video, and Supermemory so answers come from search over your uploaded documents instead of guesswork. The code stays small and most of the behavior lives in one registered function that asks the memory store for relevant... - Source: dev.to / 4 months ago
In this tutorial, we build exactly that kind of AI teammate. Instead of piecing together complex infrastructure (audio pipelines, transcription, NLP, TTS, avatars), we'll use Vision Agents to tie everything together, using Stream's WebRTC APIs, and give the AI both a voice and a human-like video presence using ElevenLabs voice and Anam avatars. The system we’ll create can listen, query Postgres, and respond during... - Source: dev.to / 4 months ago
Hey HN, we're Ben and Caoimhe, cofounders of Anam. We built a service for interactive avatars and just shipped our latest model, cara-3. Try it at [anam.ai](http://anam.ai/), no sign-up required, or build with it at [lab.anam.ai](http://lab.anam.ai/) or [anam.ai/cookbook](http://anam.ai/cookbook). Some context on why we're working on this: faces carry emotional signal that text and voice don't. Almost half the... - Source: Hacker News / 7 months ago
neo4j - Meet Neo4j: The graph database platform powering today's mission-critical enterprise applications, including artificial intelligence, fraud detection and recommendations.
LiveAvatar by HeyGen - Realtime lifelike interactive avatars for conversational AI
TigerGraph DB - Application and Data, Data Stores, and Graph Database as a Service
Spatius - Next-generation real-time digital avatar infrastructure | Affordable, Accessible, Alive
FalkorDB - Build Fast and Accurate GenAI Apps with GraphRAG at Scale
Kloner AI - Visual AI Avatars: Hyper-realistic real-time conversation