Articul8ed - The Official Articul8 Blog
Welcome to the voice behind the platform. Read technical insights, real-world wins, and unfiltered perspectives from our team of researchers, engineers and technologists shaping domain-specific enterprise GenAI.
Articul8 Research Accepted at NeurIPS Workshop Proving 40% Better Document Image Retrieval Than SOTA Models
Our latest research, accepted at NeurIPS UniReps Workshop, shows DocQIR-Emb delivering more than 40% accuracy gains in retrieving charts and tables across five languages. With this breakthrough, global enterprises can finally unlock knowledge hidden in complex documents, outperforming state-of-the-art models.
Why GenAI Projects Fail – and What It Takes to Rethink Enterprise Data Architecture
Only 5% of GenAI projects succeed in production. Why? Because most enterprises are using pre-2020s tools to solve 2030s problems. This blog breaks down where the real bottlenecks are – and how Autonomous Data Perception, powered by Articul8’s self-evolving hybrid graph + vector architecture, can unlock real-time ROI at scale.
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