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.

The Expert Advantage: Domain-specific models outperform General Purpose Models

Articul8's Domain-specific Models Crush OpenAI's OSS Models Across Key Benchmarks

New OpenAI open-weight models dropped. Within 24 hours, Articul8’s tailored GenAI models outperformed them across multiple real-world benchmarks—proving that in high-stakes domains, specialization beats generalization every time.

Smarter GenAI Agents, Ready to Deploy

Introducing Articul8’s LLM-IQ and Weave Agents in New AI Agents and Tools Category of AWS Marketplace

Discover how two new plug-and-play agents from Articul8 are changing the game for enterprise GenAI. Whether you're trying to choose the right LLM for your use case or gain live visibility into network topology, these API-first agents deliver real-time insights, automated orchestration, and measurable ROI.

Building Energy-domain-specific GenAI Models that Reason like Experts

Think Like a Domain Expert: GenAI Built for Energy Tackles Utility Challenges

From grid management to demand forecasting, utilities face complex hurdles. Articul8 offers a tailored GenAI model that finally speaks their language.

Unleashing the Next Frontier of Enterprise AI: Introducing ModelMesh™ Dock & InterLock and Our A2A Partnership With Google

We’re proud to unveil ModelMesh™ Dock & InterLock -- powerful new features that supercharge connectivity and interoperability across our platform -- and announce our collaboration as a launch partner for Google’s groundbreaking Agent-to-Agent (A2A) interoperability protocol.

Articul8 Intern Voices

Intern Insights: From Ideas to Impact – Enhancing UX in Domain-Specific GenAI

The Future Articul8ed: Intern Edition

Stop Falling Behind