An analyst-grounded evaluation of how leading enterprise data & AI platforms deliver across the four-layer Knowledge Platform architecture — Knowledge, Translation, Agentic, and Policy — measured against a consistent, shipped-product standard.
Current edition: 12 June 2026, 09:21 CEST RED / AMBER UPDATE
Teradata · Snowflake · Databricks · Microsoft · AWS · Google
Open assessment →Teradata · IBM · Oracle · SAP · Cloudera · SAS · Dell
Open assessment →The assessment is maintained on a continuous two-tier cadence, so the picture is never stale — and so you always know how deeply the latest edition was reviewed. The badge on every edition signals which type it is.
Each week we re-examine the capabilities still in motion: requirements rated Red (absent or nascent) or Amber (in preview, partial, or partner-dependent). These move fastest as vendors ship, so the weekly pass captures new generally-available releases, newly-closed gaps, and emerging risks — keeping the near-term competitive picture current. Established Green strengths are carried forward, with a light check for any regression.
Once a month every rating is re-examined, including the Green (production-grade, proven) capabilities. This deeper pass captures developments that strengthen an already-leading capability — new proof points, expanded scope, fresh milestones — and re-tests whether any Green rating has since been matched by a competitor. The result is a fully refreshed edition in which every claim is defensible against the latest evidence.