The Context Graph Paradox: When More Data Makes AI Agents Worse
Discover why context graphs fail at scale and how semantic structure delivers reliable runtime context for enterprise AI agents.
SAN MATEO, Calif. – November 4, 2025 (GLOBE NEWSWIRE) — Nexla, the leading integration platform for AI applications, today announced the launch of Express, a conversational data engineering platform that makes it simple for anyone to work with data. Express addresses the critical bottleneck in AI adoption: the complex, time-consuming process of preparing and integrating data from multiple sources to create context for AI.
Express introduces an agentic AI framework that understands user intent, figures out where the data resides, and automatically connects, transforms, and prepares it for use. Users simply describe what they need in natural language, like “Pull customer data from Salesforce and combine it with website analytics from Google and create a data product,” and Express automatically finds, connects, and prepares the right data. Whether you’re a developer, analyst, or business user, you can create secure, production-ready data pipelines in minutes, without writing code. This makes data accessible to the entire organization at a time when speed, security, and compliance are more critical than ever.
Now, anyone who knows the outcome they want can work with data conversationally and reliably, and unlock the data they need, in minutes,” said Saket Saurabh, CEO and co-founder of Nexla. “It’s data engineering transformed into context engineering.”
Express is available immediately as a standalone product with simple, usage-based pricing. This offering complements Nexla’s enterprise platform, making it easy for individuals and teams to get started today.
Express empowers teams to be successful with data, eliminating long wait times that slow innovation:
For more information, visit express.dev.
Express is built on Nexla’s industry-leading data integration platform, powered by AI, for AI. The conversational data engineering platform enables users to use natural language to connect any data source and build pipelines for any application. Leading enterprises, including DoorDash, LinkedIn, Johnson & Johnson, and LiveRamp, trust Nexla’s technology to integrate mission-critical data. Express makes data users and developers up to 10X more productive by simplifying the time-consuming process of preparing and integrating data from multiple sources.
Learn more at express.dev.

BOCA Communications
nexla@bocacommunications.com
Discover why context graphs fail at scale and how semantic structure delivers reliable runtime context for enterprise AI agents.
Enterprise AI agents fail when the context behind their decisions is incomplete, stale, or conflicting. Context engineering ensures agents receive accurate, permission-aware runtime context for reliable decisions.
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