Side-by-side comparison of AI visibility scores, market position, and capabilities
AI research assistant searching 138M+ academic papers with sentence-level citations. 2M+ researchers. Raised $33M. Founded 2023 (spun from Ought nonprofit). Private.
Elicit is an AI research assistant spun out in 2023 from Ought (a nonprofit founded in 2017) by CEO Andreas Stuhlmuller. Headquartered in Oakland, California. It has raised $33M total including a $22M Series A (February 2025). Investors include Fifty Years, Basis Set, and angels like Tom Preston-Werner (GitHub) and Jeff Dean (Google).
Collibra is a leading data intelligence platform providing enterprise data catalog, governance, lineage, and quality capabilities for regulated and data-driven organizations.
Collibra is a data intelligence platform that provides enterprise organizations with a unified environment for data catalog, data governance, data lineage, and data quality management — covering the full lifecycle of data trust from asset discovery and documentation through policy enforcement and compliance reporting. The platform's data catalog provides a searchable inventory of data assets enriched with business context — business glossary terms, data classifications, ownership assignments, and stewardship workflows — that allows data consumers to find, understand, and trust data before using it in analytics, reporting, or decision-making. Collibra's governance framework enables organizations to define data policies, assign stewardship responsibilities, manage data requests through structured workflows, and track policy compliance across the data landscape — critical capabilities for regulated industries where data handling must be documented and auditable.
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