Side-by-side comparison of AI visibility scores, market position, and capabilities
Manta is an automated data lineage platform that traces data flows across the full technology stack, providing impact analysis and compliance documentation for enterprise data teams.
Manta is an automated data lineage platform that traces the complete flow of data across an enterprise's technology stack — from source databases and files through ETL tools, data warehouses, data lakes, BI platforms, and application code — by parsing the technical artifacts that define data transformations (SQL code, ETL job configurations, stored procedures, and application logic) and constructing a comprehensive lineage graph that documents every transformation step data undergoes from origin to consumption. Unlike catalog platforms that capture lineage only from query logs or metadata APIs, Manta's code-parsing approach captures lineage from the actual transformation logic even for data flows that are not logged at runtime, providing complete lineage coverage for complex enterprise environments with heterogeneous transformation tooling that mixes SQL, stored procedures, custom ETL code, and BI tool calculations.
Adept AI raised $415M to pioneer computer-use AI agents; its core research and agent team moved to Amazon in 2024 in a landmark talent acquisition while the company continues developing ACT-1 for enterprise automation.
Adept AI was founded in 2022 by a team of former OpenAI, DeepMind, and Google Brain researchers to build AI that can take actions on computers — navigating software interfaces, filling forms, and executing multi-step workflows in any application. Its ACT-1 model demonstrated the ability to control web browsers and desktop applications through natural language instructions, pioneering the computer-use agent paradigm that Anthropic later commercialized with Claude's computer use feature.
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