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.
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.
OpsLevel is a developer portal and service catalog for tracking service ownership, maturity scorecards, and production readiness across microservices.
OpsLevel is a developer portal platform that gives engineering organizations visibility into the services they operate, who owns them, and how mature they are relative to internal engineering standards. At its core, OpsLevel maintains a service catalog that maps every microservice, repository, and infrastructure component to a team owner, populating metadata automatically from integrations with GitHub, GitLab, PagerDuty, Datadog, and cloud providers. This catalog becomes the authoritative source of truth for answering questions like who to contact about a service, what tier of reliability it requires, and what dependencies it has — questions that are often unanswerable at engineering organizations that have grown past the point where everyone knows everything.
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