Side-by-side comparison of AI visibility scores, market position, and capabilities
AI-powered data catalog automating metadata, lineage, and Q&A for modern data stacks; $16M from Craft Ventures and YC managing 100M+ metadata resources while reducing analyst onboarding time 50%.
Secoda is a Toronto-based AI-powered data catalog and knowledge management platform that transforms a company's analytics data assets into a searchable, governed knowledge layer — providing automated metadata management, data lineage tracking, quality monitoring, and a data Q&A interface that enables analysts, engineers, and business users to discover, understand, and trust their organization's data without drowning in documentation requests. Founded in 2021 and backed by Y Combinator and Craft Ventures with $16 million raised including a $14 million Series A led by Craft Ventures in September 2023, Secoda manages 100 million+ metadata resources and has reduced analyst onboarding time by 50% for customers.
SF cloud infrastructure cost management for engineers showing AWS/GCP costs in pull requests before deployment; YC W21 $17.2M at 3,500 companies including 10% of Fortune 500 competing with CloudHealth for FinOps.
Infracost is a San Francisco-based cloud cost management platform — backed by Y Combinator (W21) with $17.2 million raised including a $15 million Series A led by Pruven Capital with Insight Partners in November 2025 — providing engineers with real-time infrastructure cost visibility during the development workflow, surfacing estimated cloud costs directly in pull requests before code is merged to production. Serving 3,500+ companies including 10% of the Fortune 500, Infracost integrates with Terraform and infrastructure-as-code workflows to calculate and display the monthly cost impact of infrastructure changes at the point in the workflow where engineers can still make cost-aware decisions.
Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.