Side-by-side comparison of AI visibility scores, market position, and capabilities
Soda provides a data quality platform with a DSL for writing data checks that run in the data warehouse, enabling both technical and business teams to define and monitor data quality.
Soda is a data quality company founded in 2017 in Ghent, Belgium that has raised $76M to build a data quality platform that makes testing and monitoring accessible to both engineers and business stakeholders. The company's Soda Checks Language (SoCL) provides a human-readable syntax for defining data quality checks that execute directly within the data warehouse using SQL, avoiding data movement overhead. The platform allows data engineers to embed quality checks in dbt transformations and Airflow pipelines while giving data analysts and business users a no-code interface to define their own checks for business-critical metrics. Soda integrates with major warehouses and observability tools and provides a collaborative interface for tracking data quality across teams. The company targets the full organizational data quality problem rather than just technical monitoring, helping organizations create a shared understanding of data quality standards between technical and business teams. Soda's European heritage and strong data governance focus make it particularly popular with companies in regulated industries and with those navigating GDPR compliance requirements.
Atlassian ITSM platform (NASDAQ: TEAM, $5.46B TTM revenue, +19.51%) serving 83% Fortune 500; Rovo AI teammate and Jira unification at Team '24 competing with ServiceNow for DevOps-aligned IT service management.
Jira Service Management (JSM) is a cloud IT service management (ITSM) platform developed by Atlassian Corporation (NASDAQ: TEAM) — parent company reporting $5.46 billion in revenue for the twelve months ending September 2025 (+19.51% year-over-year) with a $71 billion market capitalization, serving 300,000+ customers including 83% of the Fortune 500 — providing IT, service desk, and operations teams with incident management, change management, problem management, service catalog, and asset management capabilities built on Atlassian's Jira platform with 98% customer retention. At Team '24 (2024), Atlassian merged Jira Software and Jira Work Management into a unified "Jira" product, and introduced Rovo — an AI teammate providing intelligent search, chat, and automation across the Atlassian platform. JSM competes in the ITSM market by leveraging Atlassian's developer platform ubiquity: 10+ million developers already using Jira for software projects creates a natural expansion path into ITSM for the same enterprise. Founded 2002 by Mike Cannon-Brookes and Scott Farquhar in Sydney, Australia; NASDAQ IPO 2015.
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