Governed autonomy for enterprise decision-making
Umamimind combines agentic planning, constraint verification, and optimization (including quantum-inspired acceleration where it helps) to produce ranked decisions with full evidence trails.
- Turns inputs + constraints into ranked plans (not just a chatbot).
- Enforces policy gates before tools run.
- Captures evidence: assumptions, constraints, objective scores, approvals, and execution traces.
- Supports human-in-the-loop control with rollback and rate limiting.
- Ingest signals (ERP/telemetry/market/lab/field).
- Multi-agent plan generation with explicit assumptions.
- Policy + invariants reject unsafe actions early.
- Optimizer ranks feasible actions across cost/SLA/risk.
- Approval workflow and audited execution.
Reference architecture, built for approval
umamimind.ai sits between agents and execution infrastructure. Actions are policy-checked, budgeted, observable, and captured as evidence—by design.
Prebuilt flows and simulations for supply chain, financial services (including DeFi transaction optimization), pharma, manufacturing, government, and research labs.
Explore realistic, constraint-driven flows and simulations. These pages are intentionally practical: inputs, constraints, policy gates, ranking, approvals, and auditable execution.
- Stockout rate / fill rate
- Inventory turns and holding cost
- Solve time and cost per run
- Plan stability (week-over-week variance)
- OPA allowlist for approved backends/providers
- Budget ceilings per tenant and per run
- Region-based data boundary enforcement
Animated flow, a “run explorer” style trace, and a small KPI panel for each scenario.
Umamimind is designed as decision infrastructure: governable actions, verifiable constraints, and evidence trails.
| Capability | Umamimind.ai | Typical alternatives |
|---|---|---|
| Constraint verification before execution | Policy gates + invariants; blocks unsafe actions | Often post-hoc guardrails or manual review |
| Evidence & audit trails (decision provenance) | Run-level evidence packs: inputs, assumptions, scores, approvals | Partial logs; weak provenance for procurement/audit |
| Human-in-the-loop controls | Escalations, approvals, overrides, rollback hooks | Basic approvals or ad-hoc workflows |
| Optimization (classical + quantum-assisted optional) | Objective-based ranking with sensitivity notes | Heuristics or single-objective tuning |
| Multi-tenant governance & isolation | Tenant boundaries + policy-as-code patterns | Depends on implementation; often DIY |
| Enterprise readiness | Rate limits, idempotency, trace/log correlation patterns | Varies; often requires significant hardening |