Technical Research

2 posts in Technical Research.

Technical Research

Enterprise AI doesn't need to be smarter — it needs organizational context

Parable tested context graphs against 1,400+ enterprise tasks on the APEX-Agents benchmark. The gap wasn't reasoning — it was navigation. Agents with queryable organizational context completed tasks nearly 2x faster with 64% fewer resources.

Adam SchwartzApr 15, 2026

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Title slide: "A data lake as a pure function of schema", Clinton Robinson, co-founder and CTO, Parable

Technical Research

How Parable uses DataFusion to build a best-in-class data stack

Getting work data out of a hundred tools usually means Fivetran or Airbyte, then dbt, then Snowflake. Provider Pools does ingestion, transformation, quality and query in one Apache DataFusion engine instead — about 30x cheaper in year one for a 10,000-person company, with data typed the moment it lands.

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Technical Research

Enterprise AI doesn't need to be smarter — it needs organizational context

More in Technical Research

How Parable uses DataFusion to build a best-in-class data stack

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