Project Decomposition Model
Fine-tuned LLMs trained on structured project ontologies to accurately parse ambiguous briefs into atomized, executable micro-tasks with machine-readable specifications.
Provider Knowledge Graph
A live graph database of provider capabilities, domain tags, performance vectors, and pricing signals — updated continuously from task outcomes to enable optimal matching.
Automated Test Harnesses
Domain-specific test suites that validate deliverables programmatically. Configurable acceptance thresholds. Machine-generated test cases for novel task types.
Outcome-Gated Settlement
Escrow-based payment infrastructure with real-time settlement triggers on test pass events. Multi-currency, multi-rail support for global provider payouts.
Real-Time Workflow Monitoring
Full observability across every task in flight — latency, pass rates, provider utilization, cost-per-outcome, and SLA tracking surfaced in a unified client dashboard.
Enterprise-Grade Compliance
SOC 2 Type II ready. Data residency controls, role-based access, full audit logs, and contractual confidentiality guarantees for every task and deliverable.