Competition

Market Landscape

Most modern data solutions fall into one of three categories:

Solution Category	Players	Challenges
Engineering-First Platforms	Snowflake, Databricks, dbt	Require heavy data modeling, pipelines, and tool-stitching before value is visible. Business meaning comes late.
Dashboard-Centric Tools	Power BI, Tableau, Looker	Depend on pre-modeled data; lack governance, lineage, and consistent KPI definitions.
Service-Heavy Builds	SI-led projects, in-house stacks	High cost, long turnaround time, fragile custom logic, difficult to maintain or evolve.

Differentiators

Cxofacts resolves these challenges by design:

1. Business-First Foundation
   Golden Data Points and contracts embed business meaning from the start, instead of relying on engineering-heavy pipelines.

2. Embedded Governance
   Every metric carries lineage and logs by default, making reports traceable, auditable, and compliance-ready.

3. Zero Heavy Engineering
   Automated acquisition and harmonization remove the need for brittle custom builds or tool-stitching.

4. Accelerated Time-to-Table
   Implementation in weeks instead of months; daily reporting updated in near real-time or batch cycles.

5. Comprehensive Yet Flexible Packs
   Modular executive packs cover Finance, Sales, Marketing, and Operations while adapting quickly to industry-specific needs.

Cxofacts is purpose-built to give executives confidence in their numbers — with faster adoption, stronger governance, and reduced engineering overhead compared to existing approaches.