RelationalAI argues that ontologies, the semantic models defining how a business understands its own data, are now foundational to enterprise AI. The real opportunity isn’t better question-answering; it’s better decisions. Here’s what that shift means for platform strategy and vendor selection.
Why Enterprise AI Ontologies Are Infrastructure Now Read More »
Artefact and Starburst have published a blueprint arguing that conversational AI agents fail at enterprise scale not because of model limitations, but because of missing governance infrastructure. ECI Research analyzes the framework’s strengths, the organizational demands it places on data teams, and what it means for developers building AI-ready platforms. The verdict: the architecture is sound, but the people problem is harder than the vendors admit.
Enterprise AI Governance: The Operating Model AI Agents Need Read More »
Datavault AI has amended its licensing agreement with DataMeds AI to cover all commercial healthcare and wellness applications of its data monetization and blockchain IP. The deal grants Datavault AI approximately 19.9% of DataMeds common stock upon closing of several concurrent transactions. ECI Research examines the strategic logic, execution risks, and compliance challenges facing the expanded partnership.
Datavault AI Expands Healthcare Data Monetization With DataMeds AI Deal Read More »
Simform has achieved Microsoft Azure IP Co-sell Eligible status for TrueMorph, its AI-native data modernization platform. The designation gives TrueMorph access to Microsoft’s field sales motion and allows enterprise customers to apply purchases toward Azure Consumption Commitments. ECI Research data shows engineering teams are spending minimal time on net-new innovation, making automated legacy migration tools an increasingly strategic priority.
Simform TrueMorph Earns Azure Co-Sell Status for Fabric Migration Read More »
SAP’s acquisition of Dremio is more than an M&A event. It exposes a fundamental mismatch between lakehouse-only query engines and the dynamic, parallel demands of agentic AI. ECI Research analyzes what the deal reveals about data platform architecture and what enterprises should evaluate before their next deployment.
Why Agentic AI Is Breaking Lakehouse-Only Data Platforms Read More »
Starburst announced its Enterprise Intelligence Platform at AI+Datanova 2026, combining federated data access, AI-powered AIDA, and managed Iceberg lakehouse operations. ECI Research examines the architectural bet against consolidation, the competitive implications for Databricks and Snowflake, and what enterprises should evaluate now. The announcement reflects a broader market shift toward running AI on governed data in place, without replatforming.
Starburst Enterprise Intelligence Platform Read More »
Starburst’s AI & Datanova 2026 conference frames enterprise data governance, not model capability, as the primary barrier to scaling AI into production. ECI Research analysis examines what this means for ITDMs and developers navigating distributed, hybrid data environments. The organizations that get AI-ready data foundations right in 2026 will pull measurably ahead of those still retrofitting governance after the fact.
Why Enterprise AI Data Governance Is the Real Bottleneck | ECI Research Read More »
Qdrant has closed a Series B and launched a public beta of edge-based vector search, signaling a structural shift away from PGVector and Lucene-based extensions. ECI Research examines what the enterprise migration wave means for ITDMs navigating data sovereignty requirements and developers building agentic AI applications at scale.
Qdrant Series B: The Case for Production Vector Search | ECI Research Read More »
Airbyte has launched Airbyte Agents, a context infrastructure layer that pre-replicates enterprise data into a unified, search-optimized index before AI agents run. The product targets the data reliability failures behind most agent production breakdowns, not model quality. ECI Research analyzes what this means for enterprise AI buyers and engineering teams building on MCP and custom SDKs.
Airbyte Agents: Context Infrastructure for Production AI Agents Read More »
Axonis advances federated AI with governance-first architectures, enabling secure, distributed AI deployment across enterprises.
Federated AI Platforms Turn Governance Into a First-Class Control Layer Read More »