Access controls and validation, built into every conversation
SwarmNet is designed so that natural-language access never bypasses the permissions and validation your organization already relies on.
Access controls
Every conversation runs within the requesting user's existing roles and permissions across connected CRM, analytics, HR, logistics, finance, and e-commerce systems. Users cannot see or act on data they aren't already authorized for.
Workflow guardrails
Actions triggered from a conversation follow the same workflow logic and approval steps as the underlying platform, rather than bypassing them.
Output validation
LLM-as-a-judge evaluation checks AI-generated outputs for accuracy, completeness, and relevance across financial data, e-commerce, and shopping domains before they reach end customers.
Internal quality workflows
Our internal team uses the same evaluation tooling for multi-project testing and prompt benchmarking, so behavior is measured before any change reaches customers.
Customer data stays within the customer's own systems of record
SwarmNet acts as an integration and conversation layer over data that already lives in the customer's own CRM, analytics, HR, logistics, finance, or e-commerce platforms. We do not require customers to migrate their systems of record to use the conversational interface.
- Access follows existing roles and permissions
- Outputs are evaluated before being surfaced to end customers
- Internal testing and benchmarking is kept separate from customer-facing evaluation
