data pipeline

Enterprise AI Data Readiness: Why Data, Not Models, Blocks ROI

Enterprise AI Data Readiness: Why Data, Not Models, Blocks ROI

AI/ML, Application Development, Data Management, Infrastructure /

An estimated 60–80% of enterprise AI initiatives never reach production. The bottleneck isn’t the model or the GPU. It’s fragmented, ungoverned data scattered across hybrid and multi-cloud environments. ECI Research analyzes what this means for ITDMs, developers, and vendors competing in the AI data platform market.

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Airbyte 2.1: Building the AI Data Movement Layer Enterprises Need

Airbyte 2.1: Building the AI Data Movement Layer Enterprises Need

AI, Application Development, Cloud-Native, Infrastructure /

Airbyte released version 2.1 of its data movement platform alongside a Forrester TEI study showing 239% ROI. ECI Research analysts examine the business case, competitive positioning, and what the Airbyte Agents initiative signals about where enterprise AI data infrastructure is headed.

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