Aurem Group
Auremrisk provides an authority and insurance infrastructure control plane for enterprise AI agents, enforcing runtime governance through Agent Passports and preserving auditable evidence chains for risk teams and insurers. The platform reduces input tokens by 73% and relative cost to 0.21× by deduplicating context and routing qualified workloads to private open-weight specialists, with all optimizations benchmarked against held-out evidence before deployment.
- Artificial Intelligence
- Regulatory & Compliance Technology
- AI Agents
- Enterprise Software
- Software Only
- Insurance Technology
Funding
Founders
Founder details are not available yet.
Product
Problem
Enterprises deploying AI agents struggle to govern production workflows effectively, as logs are typically used only for debugging rather than for driving model improvement. This leaves organizations unable to enforce consistent authority limits, track policy compliance, or build the evidence chains needed for risk review and insurance readiness, while also wasting tokens on repetitive context.
Solution
Aurem delivers a control plane for enterprise AI agents that turns production traces into governed evaluations, fine-tuning data, and model decisions. The Agent Passport system provides versioned identity and authority records that enforce runtime gates, specifying which models, tools, and actions each workflow may use. The Evidence Recorder preserves every trace, outcome, and control decision with verified integrity, creating auditable chains for risk teams and insurers. Model-level optimization is handled through an evidence-to-optimization loop where production traces can train right-sized specialists that benchmark against held-out workload evidence before any route changes. This approach cuts input tokens by 73% and reduces relative cost to 0.21× while ensuring every optimization remains within the agent's authority and data boundary.
Target Audience
Primary customers are enterprise risk teams, AI governance officers, and operations leaders managing production AI agent fleets who need auditable control, insurance readiness, and governed model optimization.
Features
- Agent Passport system that acts as a versioned identity and authority record, controlling which models, tools, and hard ceilings apply to each enterprise agent workflow
- Runtime enforcement engine that resolves every action against the current Passport, model version, policy, and approval path before execution
- Evidence Recorder that preserves source events with provenance and verifies integrity and authorized use before data enters evaluation or fine-tuning sets
- Token-efficiency layer that deduplicates stable context, selects relevant retrieval, reuses authorized results, and routes qualified workloads to private open-weight specialist models
- Interactive preview with synthetic traces and benchmarks available in a browser-based Control Room for evaluation without exposing customer data