Operations management platform for market research organizations
Stage
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MVP
Founded
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Based in
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Pricing model
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Freemium
Pricing
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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
Unified RDL (Rule Definition Language) for features, rules, decisions, and orchestration
Sub-10ms latency decision execution with Rust runtime
HTTP/gRPC APIs for online risk decisions
Anomaly and risk analysis across decisions, users, transactions, and features
Rule and strategy generation with simulation and backtesting
Hot updates and versioned strategies
Optional WASM edge deployment
Audit trails and observability built-in
Role-aware explanations and audit-ready reasoning
Model evaluation, feature discovery, and threshold tuning
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
AI agent combined with production decision engine in closed-loop platform
Sub-10ms millisecond-level decision latency for high-stakes transactions
Open-source foundation with managed cloud path available
AI-native risk infrastructure moving from rules to continuous optimization
Support for multiple use cases: fintech, payments, e-commerce, and AI platforms
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