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Strata vs PanelRoster

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Strata compared with PanelRoster
DetailStrata logo StrataPanelRoster logo PanelRoster
What it doesHigh-performance, AI-safe self-service analytics with a governed semantic layer and beautiful dashboards Operations management platform for market research organizations
StageNot given MVP
FoundedNot given Not given
Based inUS Not given
Pricing modelFreemium Freemium
PricingFree: 1 Developer, 25 Users, 2 data sources per project. Team: 3 Developers, 50 Users, unlimited data sources per project. Enterprise: Custom developers and users. Free plan includes email support (3-day response), Team adds 24-hour response aim, Enterprise includes custom support. Starter $99/month, Professional $249/month, Business $499/month, Enterprise custom pricing. All plans billed monthly with no long-term commitment. PanelRoster is in early access and requires joining the waitlist.
Key features
  • Beautiful-by-default dashboards with automatic layout and styling
  • Grain-safe automatic cross-domain blending that prevents double-counting
  • Federated smart OLAP routing for sub-second query response
  • Five measure types plus segments for flexible metrics
  • Agent builder with inherited row-level security
  • Row-level security and masking in the semantic model
  • Google Sheets add-on for data delivery
  • Scheduled reports and subscriptions
  • Semantic Layer as Code with YAML configuration
  • Dynamic Universes for open data model exploration
  • Live progress tracking per quota cell
  • Quality control with complete review history for every respondent
  • Recontact database for managing respondent history
  • Log respondents from any device
  • Verified professional profile building for interviewers
  • Advanced workflows and approvals
  • Comprehensive reporting and dashboards
  • Operational analytics and insights
What makes it different
  • Correctness by construction with grain-safe joins that refuse invalid combinations
  • Agent-native architecture where agents query the same semantic layer as humans
  • Federated OLAP routing for sub-second performance without warehouse overload
  • Open source semantic query engine (0sql) available under MIT license
  • Built at Netflix for enterprise-scale analytics
  • Unified platform for agencies, suppliers, and interviewers to coordinate
  • Real-time visibility across all project and quota cells without chasing updates
  • Free tools including Resolve for operational issue tracking and auditing
Community votes00
DR (Domain Rating by Ahrefs)10 −1 (down) since last checkNot checked yet no change since last check
Trust Flow (Majestic)63
Citation Flow (Majestic)3416
Referring domains (Majestic)1162

5 details filled in for both companies.

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