For most research teams, we can complete initial setup within 2-3 weeks (this does depend on the integrations). We prioritise quick wins that deliver immediate value while building toward the complete solution.

Polaris uses a multi-layered validation approach: automated cross-checking across sources, a dedicated information validation agent. We also incorporate a human-in-the-loop dashboard for final verification of flagged items. This typically achieves 90%+ accuracy while reducing manual verification by 60%.

Yes, our "Polaris" agentic framework is designed for seamless integration. We have pre-built connectors for major financial data providers and can quickly develop custom connections to your proprietary systems, including Excel models, internal databases, and publishing platforms.

Our "Polaris" agentic framework is built with Rust's advanced memory safety features, which prevents up to 70% of common security vulnerabilities. All data is encrypted in transit and at rest, with complete audit trails for compliance. We can deploy within your security perimeter if required.

Research teams typically see ROI in three areas: analyst time savings (60% reduction in data collection time), increased coverage capacity (25-40% more companies without adding headcount), and faster reaction to market events (real-time vs. daily/weekly updates). We can build a customised ROI model for your specific team structure.