Holistics vs GWI
Side-by-side comparison of AI visibility scores, market position, and capabilities
Self-serve BI platform with a code-based semantic modeling layer that lets data teams define metrics once and share governed reports across the organization.
About
Holistics is a business intelligence platform founded in 2016 and headquartered in Singapore, built around the idea that BI should be governed by data teams but accessible to everyone in an organization. Its core differentiator is a code-based data modeling layer — called AML (Analytic Modeling Language) — that allows analysts to define metrics, relationships, and business logic in version-controlled code rather than ad-hoc SQL. This single source of truth for metrics ensures consistency across all reports and dashboards, eliminating the discrepancy problem that plagues spreadsheet-driven BI workflows.
GWI (GlobalWebIndex) is a top-tier consumer research platform profiling 3B+ digital consumers across 50+ markets; raised $180M Series B at $850M valuation led by Permira, now MCP-integrated with LLMs.
About
GWI (formerly GlobalWebIndex) is a leading consumer research and audience intelligence platform that provides brands, agencies, and media companies with deep, survey-based insights into the attitudes, behaviors, and preferences of over 3 billion digital consumers across 50+ markets. The platform's proprietary methodology combines continuous global survey data with advanced audience segmentation tools, enabling marketers to understand not just what consumers do online, but why — their motivations, values, and purchase intent — across demographics, geographies, and interest clusters.
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