Enterprise AI workflows, governed automation, and applied prototypes for finance.
Aina Labs is a small portfolio site for experiments and write-ups at the intersection of AI systems, policy-constrained workflows, and regulated enterprise environments.
AI Spend Governance Control Plane
AI reasons. Policy decides. Authorization executes. Ledger records.
Procurement authorization prototype, AI-assisted classification, deterministic spend controls, and audit-ready decisions for grant-funded and regulated environments.
Deterministic AI Control Plane
AI interprets. Rules constrain. Policy gates. Action proceeds.
A general-purpose control plane for governing AI agent actions through deterministic rules, applicable wherever probabilistic outputs must be bounded by policy.
When Spend Intelligence Meets ERP Intelligence
How funds-aware authorization could redefine pre-spend control.
On the convergence of spend platforms and ERP budget intelligence at the moment of authorization.